# HG changeset patch # User melpetera # Date 1610618218 0 # Node ID 23314e1192d46f62fd440d404ab6d3c7b3763b09 # Parent 73892ef177e3c2662303d4465a24a09d28926b7e Uploaded diff -r 73892ef177e3 -r 23314e1192d4 BC/README.md --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/README.md Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,128 @@ +Signal drift and batch-effect correction +======================================== + +A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) infrastructure + +Status: [![Build Status](https://travis-ci.org/workflow4metabolomics/batch_correction.svg?branch=master)](https://travis-ci.org/workflow4metabolomics/batch_correction). + +### Description + +**Version:** 3.0.0 +**Date:** 2020-10-02 +**Author:** Jean-Francois Martin (INRAE, AXIOM), Melanie Petera (INRAE, PFEM), Marion Landi (PFEM), Franck Giacomoni (INRAE, PFEM), and Etienne A. Thevenot (CEA, LIST) +**Email:** [jean-francois.martin(at)inrae.fr](mailto:jean-francois.martin@inrae.fr), [melanie.petera(at)inrae.fr](mailto:melanie.petera@inrae.fr), [etienne.thevenot(at)cea.fr](mailto:etienne.thevenot@cea.fr) +**Citation:** +**Licence:** CeCILL +**Reference history:** [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) +**Funding:** Agence Nationale de la Recherche ([MetaboHUB](http://www.metabohub.fr/index.php?lang=en&Itemid=473) national infrastructure for metabolomics and fluxomics, ANR-11-INBS-0010 grant) + +### Installation + +* Configuration files: + + `batch_correction.xml` (for the "Batch Correction" module) + + `determine_bc.xml` (for the "Determine Batch Correction" module) +* Image files: + + `static/images/batch_correction.png` + + `static/images/determine_batch_correction.png` +* Wrapper files: + + `batch_correction_3Lwrapper.R` + + `batch_correction_all_loess_wrapper.R` +* Script files: + + `batch_correction_3Lfct.R` + + `batch_correction_3Llauncher.R` + + `batch_correction_all_loess_script.R` +* R packages + + **batch** from CRAN + + ```r + install.packages("batch", dep=TRUE) + ``` + + + **ade4** from CRAN + + ```r + install.packages("ade4", dep=TRUE) + ``` + + + **pcaMethods** from Bioconductor + + ```r + source("http://www.bioconductor.org/biocLite.R") + biocLite("pcaMethods") + ``` + + + **ropls** from Bioconductor + + ```r + source("http://www.bioconductor.org/biocLite.R") + biocLite("ropls") + ``` + +### Tests + +Some functional tests are provided in Galaxy format (see XML wrapper and test-data folder). + +WIP: The code in the batch_correction_wrapper can be tested by running the `test/batchcorrection_runtests.R` R file +You will need to install **RUnit** package in order to make it run: +```r +install.packages('RUnit', dependencies = TRUE) +``` + +### Working example + +See the reference histories [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) + + +### News + +###### CHANGES IN VERSION 3.0.0 + +NEW FEATURES + + * Specific names for the 'sampleType', 'injectionOrder', and 'batch' from sampleMetadata are now available in a dedicated parameter section + * Addition of a sum of ions before/after plot for linear/lowess/loess methods + * Addition of a third option in "Null values" parameter (renamed "unconsistant values") in linear/lowess/loess methods + * linear/lowess/loess methods now handle NA in intensities and allow "blank" samples in the dataset + +INTERNAL MODIFICATIONS + + * XML optimisation using macros + * Output name changes + * linear/lowess/loess methods: disabling of RData output + * linear/lowess/loess methods: split of tool-linked code and script-linked one + * linear/lowess/loess methods: adjustments in the normalisation process to match matters linked to NA acceptance + * linear/lowess/loess methods: better handling of special characters in IDs and column names + +###### CHANGES IN VERSION 2.2.4 + +INTERNAL MODIFICATIONS + +Fixed bug for pool selection ("all_loess" methods) + +###### CHANGES IN VERSION 2.2.2 + +INTERNAL MODIFICATIONS + +Fixed bug for color plot ("all_loess" methods) + +###### CHANGES IN VERSION 2.2.0 + +NEW FEATURE + +Specific names for the 'sampleType', 'injectionOrder', and 'batch' from sampleMetadata can be selected by the user (for compatibility with the MTBLS downloader) + +##### CHANGES IN VERSION 2.1.2 + +INTERNAL MODIFICATIONS + + * Minor modifications in config file + +##### CHANGES IN VERSION 2.1.0 + +INTERNAL MODIFICATIONS + + * For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd) + + * Additional running and installation tests added with planemo, conda, and travis + + * Modification of the 'all_loess_wrapper.R' file to handle 'ropls' package versions of 1.3.15 and above (i.e. after switching to S4 classes) diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction.xml Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,400 @@ + + Corrects intensities for signal drift and batch-effects + + + macros.xml + + + + r-batch + r-ade4 + bioconductor-pcamethods + bioconductor-ropls + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + span_condition['method'] == 'all_loess_pool' or span_condition['method'] == 'all_loess_sample' + + + + + + + + + + + + + + + + + + + + + + + + + + + + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRAE ; MetaboHUB (for original version of this tool and overall development of the R script) + | Melanie Petera - PFEM ; INRAE ; MetaboHUB (for R wrapper and R script improvement regarding "linear/lowess/loess" methods) + | Marion Landi - FLAME ; PFEM (for original xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRAE ; MetaboHUB (for original xml interface and R wrapper) + | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper regarding "all loess pool" and "all loess sample" methods) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + +when using the **linear**, **lowess** or **loess** methods: + | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ + +when using the **all loess pool** or **all loess sample** method: + | `Dunn et al (2011). Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nature Protocols, 6:1060-1083 <http://dx.doi.org/10.1038/nprot.2011.335>`_ + | Cleveland et al (1997). In Statistical Models in S; Chambers JM. and Hastie TJ. Ed.; Chapman et Hall: London; pp. 309-376 + | Etienne A. Thevenot, Aurelie Roux, Ying Xu, Eric Ezan, and Christophe Junot (2015). Analysis of the human adult urinary metabolome variations with age, body mass index and gender by implementing a comprehensive workflow for univariate and OPLS statistical analyses. *Journal of Proteome Research*, **14**:3322-3335 (http://dx.doi.org/10.1021/acs.jproteome.5b00354). + +--------------------------------------------------- + +.. class:: infomark + +**Tool updates** + +See the **NEWS** section at the bottom of this page + +--------------------------------------------------- + +================ +Batch_correction +================ + +| + +----------- +Description +----------- + +| **Instrumental drift** and **offset differences** between batches have been described in **LC-MS** experiments when the number of samples is large and/or multiple batches of acquisition are needed. +| Recently a normalization strategy relying on the measurements of a **pooled** (or QC) sample injected periodically has been described: for each variable, a **regression model** is fitted to the values of the **pool** and subsequently used to adjust the intensities of the samples of interest (van der Kloet et al, 2009; Dunn et al, 2011). +| +| The current tool implements **two strategies** which differ in the way the regression model is applied to the variables (either depending on variable quality metrics, or 'loess' model for all variables) and also in the generated figure. +| + + +----------------- +Workflow position +----------------- + +.. image:: batch_correction.png + :width: 800 + + +----------- +Input files +----------- + ++----------------------------+------------+ +| Parameter : num + label | Format | ++============================+============+ +| 1 : Data Matrix file | tabular | ++----------------------------+------------+ +| 2 : Sample metadata file | tabular | ++----------------------------+------------+ +| 3 : Variable metadata file | tabular | ++----------------------------+------------+ + + | + +Data Matrix file must contain the intensity values of variables. + | First line must contain all the samples' names + | First column must contain all the variables' ID + + +Sample metadata file must contain at least the three following columns: + | - a batch column (default to "*batch*") to identify the batches of analyses + | - an injection order column (default to "*injectionOrder*") composed of integers defining the injection order of samples + | - a sample type column (default to "*sampleType*") indicating if a sample is a biological one ("*sample*"), a QC-pool ("*pool*") or a blank ("*blank*") + | *Default values* can be changed according to your data coding using the customisation parameters in the "**Sample metadata file coding parameters**" section. + + +**Notes concerning your design:** + | - the 3 mandatory columns must not contain NA + | - your data should contain at least 3 QC-pools in each batch for intra-batch **linear** adjustment and 8 for **lo(w)ess** adjustment (minimum of 5 for **all loess** methods) + + + +---------- +Parameters +---------- + + +Sample metadata file coding parameters + | Enables to give the names of columns in the sample metadata table that contain the injection order, the batches and the sample types. + | Also enables to specify the sample type coding used in the sampletype column. + | + +Type of regression model + | To choose between *linear*, *lowess*, *loess*, *all loess pool*, and *all loess sample* strategies + | **- Option 1** (**linear**, **lowess**, and **loess** methods): before the normalisation of each variable, some quality metrics are computed (see the "Determine Batch Correction" module); depending on the result, the variable can be normalized or not, with either the **linear**, **lowess** or **loess** model. + | **- Option 2** (**all loess pool** and **all loess sample**): each variable is normalized by using the 'loess' model; + | in the case **all loess pool** is chosen and the number of pool observations is below 5, the linear method is used (for all variables) and a warning is generated; + | if the pool intensities are not representative of the samples (which can be viewed on the figure where both trends are shown), the case **all loess sample** enables using the sample intensities (instead of the pool intensities) as the reference for the loess curve. + | In all "option 2" cases: the **median intensity of the reference observations** (either 'pool' or 'sample') is used as the scaling factor after the initial intensities have been divided by the loess predictions. + | + +Span + | Smoothing parameter, advanced option for *lo(w)ess* and *all loess* methods + | In case of a loess fit, the **span** parameter (between 0 and 1) controls the smoothing + | (the higher the smoother; higher values are prefered to avoid overfitting; Cleveland et al, 1997). + | + +Unconsistant values + | available for regression model *linear*, *lowess* and *loess* + | Controls what is done regarding negative or infinite values that can be generated during regression estimation. + | *Prevent it* will change the normalisation term leading to an unconsistant value to prevent it: + | when intra batch denominator term is below 1, it is turned to the minimum >1 one obtained in the concerned batch. + | *Consider it as a missing value* will switch concerned intensities to NA; + | this option implies that concerned ions will not be considered in PCA display. + | *Consider it as a null intensity* will switch concerned intensities to 0. + | + +Factor of interest + | available for regression model *linear*, *lowess* and *loess* + | Name of the factor (column header) that will be used as a categorical variable for design plots (often a biological factor ; if none, put the batch column name). + | This factor does not affect correction calculation. + | + +Level of details for plots + | available for regression model *linear*, *lowess* and *loess* + | *basic*: Sum of intensities + PCA + CV boxplot (before and after correction) + | *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion + | *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order + | This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores. + | + + +------------ +Output files +------------ + +Batch_correction_$method_rdata.rdata ('all_loess' methods only) + | binary data + | Download, open R and use the 'load' function; objects are in the 'res' list + | + +Batch_correction_$method_graph.pdf + | graphical output + | For the *linear* and *lo(w)ess* methods, content depends on level of details chosen + | + +Batch_correction_$method_variableMetadata.tabular + | tsv output + | Identical to the variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods + | + +Batch_correction_$method_dataMatrix.tabular + | tsv output (tabulated) + | Same formatting as the data matrix file; contains corrected intensities + | + + +--------------------------------------------------- + +---------------------- +Additional information +---------------------- + +.. class:: infomark + +Refer to the corresponding "W4M HowTo" page: + | `MS data processing - Filters and normalisation <https://download.workflow4metabolomics.org/docs/w4e2018/2018-10_EC_W4E%20-%20Dataprocessing_Filter_and_normalisation.pdf>`_ + | + +See also the reference history: + | `W4M00001_Sacurine-statistics (DOI:10.15454/1.4811121736910142E12) <http://dx.doi.org/10.15454/1.4811121736910142E12>`_ + + +--------------------------------------------------- + +---- +NEWS +---- + +CHANGES IN VERSION 3.0.0 +======================== + +NEW FEATURES + +| - Specific names for the 'sampleType', 'injectionOrder', and 'batch' from sampleMetadata are now available in a dedicated parameter section +| - Addition of a sum of ions before/after plot for linear/lowess/loess methods +| - Addition of a third option in "Null values" parameter (renamed "unconsistant values") in linear/lowess/loess methods +| - linear/lowess/loess methods now handle NA in intensities and allow "blank" samples in the dataset +| + +INTERNAL MODIFICATIONS + +| - XML optimisation using macros +| - Output name changes +| - linear/lowess/loess methods: disabling of RData output +| - linear/lowess/loess methods: split of tool-linked code and script-linked one +| - linear/lowess/loess methods: adjustments in the normalisation process to match matters linked to NA acceptance +| - linear/lowess/loess methods: better handling of special characters in IDs and column names +| + +CHANGES IN VERSION 2.2.4 +======================== + +INTERNAL MODIFICATIONS + +Fixed bug for pool selection ("all_loess" methods) + +CHANGES IN VERSION 2.2.2 +======================== + +INTERNAL MODIFICATIONS + +Fixed bug for color plot ("all_loess" methods) + +CHANGES IN VERSION 2.2.0 +======================== + +NEW FEATURE + +Specific names for the 'sampleType', 'injectionOrder', and 'batch' from sampleMetadata can be selected by the user (for compatibility with the MTBLS downloader) + +CHANGES IN VERSION 2.1.2 +======================== + +INTERNAL MODIFICATIONS + +Minor modifications in config file + +CHANGES IN VERSION 2.1.0 +======================== + +INTERNAL MODIFICATIONS + +For PCA figure display only (**all_loess** options): missing values are set to the minimum value before PCA computation is performed (with svd) + +Additional running and installation tests added with planemo, conda, and travis + +BUG FIX + +Variables with NA or 0 values in all reference samples are discarded before applying the **all_loess** normalization + +INTERNAL MODIFICATIONS + +Modifications of the **all_loess_wrapper** file to handle the recent **ropls** package versions (i.e. 1.3.15 and above) which use S4 classes + + + + + + 10.1021/pr900499r + 10.1038/nprot.2011.335 + @ARTICLE{Cleveland91, + author = {Cleveland et al}, + year = {1991}, + journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London}, + title = {Local Regression Models}, + pages = {309-376}, + editor = {Chambers JM. and Hastie TJ. Ed.}, + publisher = {Chapman et Hall: London}, + chapter = {8} + } + 10.1021/acs.jproteome.5b00354 + + + + diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_3Lfct.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_3Lfct.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,541 @@ +# Author: jfmartin +# Modified by : mpetera +############################################################################### +# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) +# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). +# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : +# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment +# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples +# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" +# NO MISSING DATA are allowed +# Version 0.91 insertion of ok_norm function to assess correction feasibility +# Version 0.92 insertion of slope test in ok_norm +# Version 0.93 name of log file define as a parameter of the correction function +# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) +# Version 0.99 include non linear lowess correction. +# Version 1.00 the corrected result matrix is return transposed in Galaxy +# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. +# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm +# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function +# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format +# Version 2.01 Correction for pools negative values earlier in norm_QCpool +# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display +# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot +# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] +# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat +# Version 2.90 change in handling of generated negative and Inf values +# Version 2.91 Plot improvement +# Version 3.00 - handling of sample tags' parameters +# - accepting sample types beyond "pool" and "sample" +# - dealing with NA +# - changes in the normalisation strategy regarding mean values to adjust for NA or 0 values +# - changes in the normalisation strategy regarding unconsistant values (negative or Inf) + +ok_norm=function(qcp,qci,spl,spi,method,normref=NA,valimp="0") { + # Function used for one ion within one batch to determine whether or not batch correction is possible + # ok_norm values : + # 0 : no preliminary-condition problem + # 1 : standard deviation of QC-pools or samples = 0 + # 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) + # 2.5 : less than 2 samples within a batch + # 3 : significant difference between QC-pools' and samples' means + # 4 : denominator =0 when on 1 pool per batch <> 0 + # 5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2 + # 6 : (linear regression only) none of the pool or sample could be corrected if negative and infinite values are turned into NA + # Parameters: + # qcp: intensity of a given ion for pools + # qci: injection numbers for pools + # spl: intensity of a given ion for samples + # spi: injection numbers for samples + # method: to provide specific checks for "linear" + + ok=0 + if (method=="linear") {minQC=3} else {minQC=8} + if (length(qcp[!is.na(qcp)]) 0 + if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 + } else { + # different sloop between samples and pools + if (method=="linear" & penteB/penteS < -0.20) { ok=5 + } else { + # + if (method=="linear" & !is.na(normref) & valimp=="NA") { + denom = (penteB * c(spi,qci) + ordori) + normval = c(spl,qcp)*normref / denom + if(length(which((normval==Inf)|(denom<1)))==length(normval)){ok=6} + } + }}}}}} + ok_norm=ok +} + +plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none", + sm_meta=list(batch="batch", injectionOrder="injectionOrder", sampleType="sampleType", + sampleTag=list(pool="pool",blank="blank",sample="sample"))) { + # Checks for all ions in every batch if linear or lo(w)ess correction is possible. + # Uses ok_norm function and creates a file (PreNormSummary.txt) with the corresponding error codes. + # Also creates a pdf file with plots of linear and lo(w)ess regression lines. + # Parameters: + # x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file + # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" + # outfic: name of regression plots pdf file + # outres: name of summary table file + # fact: factor to be used as categorical variable for plots and PCA + # span: span value for lo(w)ess regression; "none" for linear or default values + # sm_meta: list of information about sample metadata coding + indfact=which(dimnames(x)[[2]]==fact) + indtypsamp=which(dimnames(x)[[2]]==sm_meta$sampleType) + indbatch=which(dimnames(x)[[2]]==sm_meta$batch) + indinject=which(dimnames(x)[[2]]==sm_meta$injectionOrder) + lastIon=dim(x)[2] + nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns + nbb=length(levels(x[[sm_meta$batch]])) # Number of batch = number of levels of "batch" comlumn (factor) + nbs=length(x[[sm_meta$sampleType]][x[[sm_meta$sampleType]] %in% sm_meta$sampleTag$sample])# Number of samples = number of rows with "sample" value in sampleType + pdf(outfic,width=27,height=7*ceiling((nbb+2)/3)) + cat(nbi," ions ",nbb," batch(es) \n") + cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV + pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results + for (p in 1:nbi) {# for each ion + par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2) + labion=dimnames(x)[[2]][p+nbid] + indpool=which(x[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool) # QCpools subscripts in x + pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1,na.rm=TRUE)/mean(pools1,na.rm=TRUE)# CV before correction + for (b in 1:nbb) {# for each batch... + xb=data.frame(x[(x[[sm_meta$batch]]==levels(x[[sm_meta$batch]])[b]),c(indtypsamp,indinject,p+nbid)]) + indpb = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool)# QCpools subscripts in the current batch + indsp = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$sample)# samples subscripts in the current batch + normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear",normref=mean(xb[c(indpb,indsp),3],na.rm=TRUE),valimp="NA") + normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + pre_bilan[ p,3*b-2]=normLinearTest + pre_bilan[ p,3*b-1]=normLoessTest + pre_bilan[ p,3*b]=normLowessTest + if(length(indpb)>1){ + if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span} + if(normLoessTest!=2){resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct")} + if(length(which(!(is.na(xb[indsp,3]))))>1){resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") } + if(normLowessTest!=2){reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2)} + if(length(which(!(is.na(xb[indsp,3]))))>1){reslowessSample=lowess(xb[indsp,2],xb[indsp,3])} + liminf=min(xb[,3],na.rm=TRUE);limsup=max(xb[,3],na.rm=TRUE) + firstinj=min(xb[,2],na.rm=TRUE);lastinj=max(xb[,2],na.rm=TRUE) + plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup),xlim=c(firstinj,lastinj)) + if(nrow(xb)>(length(indpb)+length(indsp))){points(xb[-c(indpb,indsp),2], xb[-c(indpb,indsp),3],pch=18,col="grey")} + points(xb[indpb,2], xb[indpb,3],pch=5) + if(normLoessTest!=2){points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3")} + if(length(which(!(is.na(xb[indsp,3]))))>1){points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2)} + if(normLowessTest!=2){points(reslowess,type="l",col="red")}; if(length(which(!(is.na(xb[indsp,3]))))>1){points(reslowessSample,type="l",col="red",lty=2)} + abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue") + if(length(which(!(is.na(xb[indsp,3]))))>1){abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue")} + legend("topleft",c("pools","samples"),lty=c(1,2),bty="n") + legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n") + } else { + plot.new() + legend("center","Plot only available when the\nbatch contains at least 2 pools.") + } + } + # series de plot avant correction + minval=min(x[p+nbid],na.rm=TRUE);maxval=max(x[p+nbid],na.rm=TRUE) + plot( x[[sm_meta$injectionOrder]], x[,p+nbid],col=x[[sm_meta$batch]],ylim=c(minval,maxval),ylab=labion, + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"),xlab="injection order") + suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + } + dev.off() + pre_bilan=data.frame(pre_bilan) + labion=dimnames(x)[[2]][nbid+1:nbi] + for (i in 1:nbb) { + dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear") + dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess") + dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess") + } + bilan=data.frame(labion,pre_bilan) + write.table(bilan,file=outres,sep="\t",row.names=F,quote=F) +} + + +normlowess=function (xb,detail="no",vref=1,b,span=NULL,valneg="none",sm_meta=list(batch="batch", injectionOrder="injectionOrder", sampleType="sampleType", + sampleTag=list(pool="pool",blank="blank",sample="sample")),min_norm=1){ + # Correction function applied to 1 ion in 1 batch. + # Uses a lowess regression computed on QC-pools in order to correct samples intensity values + # xb: dataframe for 1 ion in columns and samples in rows. + # vref: reference value (average of ion) + # b: batch subscript + # detail: level of detail in the outlog file + # span: span value for lo(w)ess regression; NULL for default values + # valneg: to determine what to do with generated negative and Inf values + # sm_meta: list of information about sample metadata coding + # min_norm: minimum value accepted for normalisation term (denominator); should be strictly positive + indpb = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool) # pools subscripts of current batch + indsp = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$sample) # samples of current batch subscripts + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") + #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") + if (normTodo==0) { + if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span} + reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools + if(length(which(reslowess$y=min_norm],na.rm=TRUE) + reslowess$y[toajust] <- mindenom + } } } + for(j in 1:nrow(xb)) { + if (j %in% indpb) { + newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)]) + } else { # for samples other than pools, the correction value "corv" correspond to the nearest QCpools + corv= reslowess$y[which(abs(reslowess$x-xb[j,2])==min(abs(reslowess$x-xb[j,2]),na.rm=TRUE))] + if (length(corv)>1) {corv=corv[1]} + newval[j]=(vref*xb[j,3]) / corv + } + if((!is.na(newval[j]))&(newval[j]<0)){newval[j]<-0} + } + if (detail=="reg") { + liminf=min(xb[,3],na.rm=TRUE);limsup=max(xb[,3],na.rm=TRUE) + firstinj=min(xb[,2],na.rm=TRUE);lastinj=max(xb[,2],na.rm=TRUE) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup),xlim=c(firstinj,lastinj)) + if(nrow(xb)>(length(indpb)+length(indsp))){points(xb[-c(indpb,indsp),2], xb[-c(indpb,indsp),3],pch=18)} + points(xb[indpb,2], xb[indpb,3],pch=5) + points(reslowess,type="l",col="red") + } + ind <- 1 + } else {# if ok_norm != 0 , we perform a correction based on batch pool or sample average + if((length(which(!is.na(xb[indpb,3])))>0)&(length(which(xb[indpb,3]>0))>0)){ + moypool=mean(xb[indpb,3],na.rm=TRUE) + newval = (vref*xb[,3])/moypool + } else { + moysamp=mean(xb[indsp,3],na.rm=TRUE) + if((!is.na(moysamp))&(moysamp>0)){ + cat("Warning: no pool value >0 detected in batch",b,"of ion",labion,": sample mean used as normalisation term.\n") + newval = (vref*xb[,3])/moysamp + } else { + dev.off() + stop(paste("\n- - - -\nNo pool nor sample value >0 in batch",b,"of ion",labion,"- correction process aborted.\n- - - -\n")) + } + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + +normlinear <- function (xb,detail="no",vref=1,b,valneg="none",sm_meta=list(batch="batch", injectionOrder="injectionOrder", sampleType="sampleType", + sampleTag=list(pool="pool",blank="blank",sample="sample")),min_norm=1){ + # Correction function applied to 1 ion in 1 batch. + # Uses a linear regression computed on QC-pools in order to correct samples intensity values + # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file + # detail: level of detail in the outlog file + # vref: reference value (average of ion) + # b: which batch it is + # valneg: to determine what to do with generated negative and Inf values + # sm_meta: list of information about sample metadata coding + # min_norm: minimum value accepted for normalisation term (denominator); should be strictly positive + indpb = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool)# pools subscripts of current batch + indsp = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$sample)# samples of current batch subscripts + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear",normref=vref,valimp=valneg) + if (normTodo==0) { + ind <- 1 + reslsfit=lsfit(xb[indpb,2],xb[indpb,3]) # linear regression for QCpools + reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples + ordori=reslsfit$coefficients[1] + pente=reslsfit$coefficients[2] + if (detail=="reg") { + liminf=min(xb[,3],na.rm=TRUE);limsup=max(xb[,3],na.rm=TRUE) + firstinj=min(xb[,2],na.rm=TRUE);lastinj=max(xb[,2],na.rm=TRUE) + plot(xb[indsp,2],xb[indsp,3],pch=16, + main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup),xlim=c(firstinj,lastinj)) + if(nrow(xb)>(length(indpb)+length(indsp))){points(xb[-c(indpb,indsp),2], xb[-c(indpb,indsp),3],pch=18)} + points(xb[indpb,2], xb[indpb,3],pch=5) + abline(reslsfit) + abline(reslsfitSample,lty=2) + } + # correction with rescaling of ion global intensity (vref) + newval = (vref*xb[,3]) / (pente * (xb[,2]) + ordori) + newval[which((pente * (xb[,2]) + ordori)=min_norm],na.rm=TRUE) + newval[toajust] <- vref * (xb[,3][toajust]) / mindenom + } + } + } + } else {# if ok_norm != 0 , we perform a correction based on batch pool or sample average + if((length(which(!is.na(xb[indpb,3])))>0)&(length(which(xb[indpb,3]>0))>0)){ + moypool=mean(xb[indpb,3],na.rm=TRUE) + newval = (vref*xb[,3])/moypool + } else { + moysamp=mean(xb[indsp,3],na.rm=TRUE) + if((!is.na(moysamp))&(moysamp>0)){ + cat("Warning: no pool value >0 detected in batch",b,"of ion",labion,": sample mean used as normalisation term.\n") + newval = (vref*xb[,3])/moysamp + } else { + dev.off() + stop(paste("\n- - - -\nNo pool nor sample value >0 in batch",b,"of ion",labion,"- correction process aborted.\n- - - -\n")) + } + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + +normloess <- function (xb,detail="no",vref=1,b,span=NULL,valneg="none",sm_meta=list(batch="batch", injectionOrder="injectionOrder", sampleType="sampleType", + sampleTag=list(pool="pool",blank="blank",sample="sample")),min_norm=1){ + # Correction function applied to 1 ion in 1 batch. + # Uses a loess regression computed on QC-pools in order to correct samples intensity values. + # xb: dataframe for 1 ion in columns and samples in rows. + # detail: level of detail in the outlog file. + # vref: reference value (average of ion) + # b: batch subscript + # span: span value for lo(w)ess regression; NULL for default values + # valneg: to determine what to do with generated negative and Inf values + # sm_meta: list of information about sample metadata coding + # min_norm: minimum value accepted for normalisation term (denominator); should be strictly positive + indpb = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool) # pools subscripts of current batch + indsp = which(xb[[sm_meta$sampleType]] %in% sm_meta$sampleTag$sample) # samples of current batch subscripts + indbt = which(xb[[sm_meta$sampleType]] %in% c(sm_meta$sampleTag$sample,sm_meta$sampleTag$pool))# batch subscripts of samples and QCpools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + if (normTodo==0) { + if(length(span)==0){span1<-1}else{span1<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools + corv=predict(resloess,newdata=xb[,2]) + if(length(which(corv=min_norm],na.rm=TRUE) + corv[toajust] <- mindenom + } + } + } + newvalps=(vref*xb[indbt,3]) / corv[indbt] # to check if correction generates outlier values + refthresh=max(c(3*(quantile(newvalps,na.rm=TRUE)[4]),1.3*(xb[indbt,3])),na.rm=TRUE) + if(length(which(newvalps>refthresh))>0){ # if outliers + # in this case no modification of initial value + newval <- xb[,3] + } else { + newval=(vref*xb[,3]) / corv + newval[newval<0] <- 0 + ind <- 1 # confirmation of correction + } + if ((detail=="reg")&(ind==1)) { # plot + liminf=min(xb[,3],na.rm=TRUE);limsup=max(xb[,3],na.rm=TRUE) + firstinj=min(xb[,2],na.rm=TRUE);lastinj=max(xb[,2],na.rm=TRUE) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup),xlim=c(firstinj,lastinj)) + if(nrow(xb)>(length(indpb)+length(indsp))){points(xb[-c(indpb,indsp),2], xb[-c(indpb,indsp),3],pch=18)} + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red") + } + } + if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch pool or sample average + if((length(which(!is.na(xb[indpb,3])))>0)&(length(which(xb[indpb,3]>0))>0)){ + moypool=mean(xb[indpb,3],na.rm=TRUE) + newval = (vref*xb[,3])/moypool + } else { + moysamp=mean(xb[indsp,3],na.rm=TRUE) + if((!is.na(moysamp))&(moysamp>0)){ + cat("Warning: no pool value >0 detected in batch",b,"of ion",labion,": sample mean used as normalisation term.\n") + newval = (vref*xb[,3])/moysamp + } else { + dev.off() + stop(paste("\n- - - -\nNo pool nor sample value >0 in batch",b,"of ion",labion,"- correction process aborted.\n- - - -\n")) + } + } + } + newval <- list(norm.ion=newval,norm.ind=ind) + return(newval) +} + + + +norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=FALSE, NormInt=FALSE, method="linear",span="none",valNull="0", + sm_meta=list(batch="batch", injectionOrder="injectionOrder", sampleType="sampleType", + sampleTag=list(pool="pool",blank="blank",sample="sample")),min_norm=1) { + ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe. + # x: dataframe with ions in column and samples' metadata + # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType" + # outlog: name of regression plots and PCA pdf file + # fact: factor to be used as categorical variable for plots + # metaion: dataframe of ions' metadata + # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction. + # detail="plot" with plot for all batch before and after correction. + # detail="reg" with added plots with regression lines for all batches. + # NormMoyPool: not used + # NormInt: not used + # method: regression method to be used to correct : "linear" or "lowess" or "loess" + # span: span value for lo(w)ess regression; "none" for linear or default values + # valNull: to determine what to do with negatively estimated intensities + # sm_meta: list of information about sample metadata coding + # min_norm: minimum value accepted for normalisation term (denominator); should be strictly positive + indfact=which(dimnames(x)[[2]]==fact) + indtypsamp=which(dimnames(x)[[2]]==sm_meta$sampleType) + indbatch=which(dimnames(x)[[2]]==sm_meta$batch) + indinject=which(dimnames(x)[[2]]==sm_meta$injectionOrder) + lastIon=dim(x)[2] + indpool=which(x[[sm_meta$sampleType]] %in% sm_meta$sampleTag$pool)# QCpools subscripts in all batches + valref=apply(as.matrix(x[indpool,(nbid+1):(lastIon)]),2,mean,na.rm=TRUE) # reference value for each ion used to still have the same rought size of values + nbi=lastIon-nbid # number of ions + nbb=length(levels(x[[sm_meta$batch]])) # Number of batch(es) = number of levels of factor "batch" (can be =1) + Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nrow(x),ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe) + dimnames(Xn)=dimnames(x) + cv=data.frame(matrix(NA,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction + dimnames(cv)[[2]]=c("avant","apres") + if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"} + pdf(outlog,width=27,height=20) + cat(nbi," ions ",nbb," batch(es) \n") + if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep=""))) + for (p in 1:nbi) {# for each ion + labion=dimnames(x)[[2]][p+nbid] + pools1=x[indpool,p+nbid] + if(length(which(pools1[!(is.na(pools1))]>0))<2){ # if not enough pools >0 -> no normalisation + war.note <- paste("Warning: less than 2 pools with values >0 in",labion,"-> no normalisation for this ion.") + cat(war.note,"\n") + Xn[,p+nbid] <- x[,p+nbid] + res.ind[p,] <- rep(0,nbb) + if (detail=="reg" || detail=="plot" ) { + par(mfrow=c(2,2),ask=F,cex=1.5) + plot.new() + legend("center",war.note) + minval=min(x[p+nbid],na.rm=TRUE);maxval=max(x[p+nbid],na.rm=TRUE) + plot( x[[sm_meta$injectionOrder]], x[,p+nbid],col=x[[sm_meta$batch]],ylab=labion,ylim=c(minval,maxval), + main="No correction",xlab="injection order") + points(x[[sm_meta$injectionOrder]][indpool],x[indpool,p+nbid],col="maroon",pch=16,cex=1) + } + } else { + if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} + if (detail == "plot") {par(mfrow=c(2,2),ask=F,cex=1.5)} + cv[p,1]=sd(pools1,na.rm=TRUE)/mean(pools1,na.rm=TRUE)# CV before correction + for (b in 1:nbb) {# for every batch + indbt = which(x[[sm_meta$batch]]==(levels(x[[sm_meta$batch]])[b])) # subscripts of all samples + sub=data.frame(x[(x[[sm_meta$batch]]==levels(x[[sm_meta$batch]])[b]),c(indtypsamp,indinject,p+nbid)]) + if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull,sm_meta,min_norm) + } else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span,valNull,sm_meta,min_norm) + } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span,valNull,sm_meta,min_norm) + } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")} + }} + Xn[indbt,p+nbid] = res.norm[[1]] + res.ind[p,b] <- res.norm[[2]] + } + # Post correction CV calculation + pools2=Xn[indpool,p+nbid] + cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE) + if (detail=="reg" || detail=="plot" ) { + # plot before and after correction + minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE) + plot( x[[sm_meta$injectionOrder]], x[,p+nbid],col=x[[sm_meta$batch]],ylab=labion,ylim=c(minval,maxval), + main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")"),xlab="injection order") + points(x[[sm_meta$injectionOrder]][indpool],x[indpool,p+nbid],col="maroon",pch=16,cex=1) + plot(Xn[[sm_meta$injectionOrder]],Xn[,p+nbid],col=x[[sm_meta$batch]],ylab="",ylim=c(minval,maxval), + main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")"),xlab="injection order") + points(Xn[[sm_meta$injectionOrder]][indpool],Xn[indpool,p+nbid],col="maroon",pch=16,cex=1) + suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) + suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction")) + } + } + } + + if (detail=="reg" || detail=="plot" || detail=="no") { + if (nbi > 3) { + # Sum of ions before/after plot + par(mfrow=c(1,2),ask=F,cex=1.2) + xsum <- rowSums(x[,(nbid+1):lastIon],na.rm=TRUE) + Xnsum <- rowSums(Xn[,(nbid+1):lastIon],na.rm=TRUE) + plot(x[[sm_meta$injectionOrder]],xsum,col=x[[sm_meta$batch]],ylab="sum of variables' intensities",xlab="injection order", + ylim=c(min(c(xsum,Xnsum),na.rm=TRUE),max(c(xsum,Xnsum),na.rm=TRUE)),main="Sum of intensities\nBefore correction") + points(x[[sm_meta$injectionOrder]][indpool],xsum[indpool],col="maroon",pch=16,cex=1.2) + plot(x[[sm_meta$injectionOrder]],Xnsum,col=x[[sm_meta$batch]],ylab="sum of variables' intensities",xlab="injection order", + ylim=c(min(c(xsum,Xnsum),na.rm=TRUE),max(c(xsum,Xnsum),na.rm=TRUE)),main="Sum of intensities\nAfter correction") + points(x[[sm_meta$injectionOrder]][indpool],Xnsum[indpool],col="maroon",pch=16,cex=1.2) + # PCA Plot before/after, normed only and ions plot + par(mfrow=c(3,4),ask=F,cex=1.2) + acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE) + norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)])) + acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion) + if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)} + # Before/after boxplot + par(mfrow=c(1,2),ask=F,cex=1.2) + cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),] + if(nrow(cvplot)>0){ + boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV of pools before correction") + boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV of pools after correction") + } + dev.off() + } + } + if (nbi<=3) {dev.off()} + # transposed matrix is return (format of the initial matrix with ions in rows) + Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]] + Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr) + + res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)] + names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata") + return(res.norm) +} + + + + + +acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) { + suppressPackageStartupMessages(library(ade4)) + suppressPackageStartupMessages(library(pcaMethods)) + # Make a PCA and plot scores and loadings. + # First column must contain samples' identifiers. + # Columns 2 to 4 contain factors to colour the plots. + for (i in 1:3) { + idss <- data.frame(ids) + idss[,i+1] <- as.character(idss[,i+1]) + idss[which(is.na(idss[,i+1])),i+1] <- "no_modality" + idss[which(idss[,i+1]=="NA"),i+1] <- "no_modality" + idss[which(idss[,i+1]==""),i+1] <- "no_modality" + classe=as.factor(idss[[i+1]]) + idsample=as.character(idss[[1]]) + colour=1:length(levels(classe)) + ions=as.matrix(idss[,5:dim(idss)[2]]) + # Removing ions containing NA (not compatible with standard PCA) + ions=t(na.omit(t(ions))) + if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}} + # Scaling choice: "uv","none","pareto" + object=suppressWarnings(prep(ions, scale=scaling, center=TRUE)) + if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}} + # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F + result <- pca(object, center=F, method="svd", nPcs=2) + # ADE4 : to plot samples' ellipsoid for each class + s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright") + #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright") + if(i==1){resulti <- result} + } + if(indiv) { + colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"} + plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20, + xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2]))) + abline(h=0,v=0)} +} + + diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_3Llauncher.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_3Llauncher.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,146 @@ +############################################################################################################### +# batch_correction_3Llauncher # +# # +# Authors: Jean-Francois MARTIN / Melanie Petera # +# Starting date: 04-08-2020 # +# Based on batch_correction_wrapper.R version 2.91 # +# Version 1: 02-10-2020 # +# - split of tool-linked code and script-linked one # +# - handling of sample tags' parameters # +# - accepting samples beyond pools and samples # +# - dealing with special characters in IDs and column names # +# - adding a min.norm argument to the function # +# # +# Input files: dataMatrix.txt, sampleMetadata.txt, variableMetadata.txt (BC only) # +# Output files: graph.pdf, corrected table (BC only), diagnostic table (DBC only), variableMetadata (BC only) # +# # +############################################################################################################### + +meth3L <- function(idsample,iddata,sample_type_col_name,injection_order_col_name,batch_col_name,sample_type_tags, + factbio,analyse,metaion,detail,method,outlog,span,valnull, + rdata_output,dataMatrix_out,variableMetadata_out,out_graph_pdf,out_preNormSummary,min.norm){ + +## Import function +tab.import <- function(tested.file,tabtype){ + tab.res <- tryCatch(read.table(tested.file,header=TRUE,sep='\t',check.names=FALSE,comment.char = ''), error=conditionMessage) + if(length(tab.res)==1){ + stop(paste("Could not import the",tabtype,"file. There may be issues in your table integrity.\nCorresponding R error message:\n",tab.res)) + }else{ + tab.comp <- tryCatch(read.table(tested.file,header=TRUE,sep='\t',check.names=FALSE,comment.char = '',quote=""), error=conditionMessage) + if((length(tab.comp)!=1)&&(dim(tab.res)!=dim(tab.comp))){ # wrong original import due to quotes inside a column name + return(tab.comp) + }else{ return(tab.res) } + } +} + +## Reading of input files +idsample=tab.import(idsample,"sampleMetadata") +iddata=tab.import(iddata,"dataMatrix") + +### Table match check +table.check <- match2(iddata,idsample,"sample") +if(length(table.check)>1){check.err(table.check)} + +### StockID +samp.id <- stockID(iddata,idsample,"sample") +iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match + +### Checking mandatory variables +mand.check <- "" +for(mandcol in c(sample_type_col_name, injection_order_col_name, batch_col_name)){ + if(!(mandcol%in%colnames(idsample))){ + mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n", + "Note: column names are case-sensitive.\n") + } +} +if(length(mand.check)>1){ + mand.check <- c(mand.check,"\nFor more information, see the help section or:", + "\n http://workflow4metabolomics.org/sites/", + "workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf\n") + check.err(mand.check) +} + +if(analyse == "batch_correction") { + ## Reading of Metadata Ions file + metaion=read.table(metaion,header=T,sep='\t',check.names=FALSE,comment.char = '') + ## Table match check + table.check <- c(table.check,match2(iddata,metaion,"variable")) + ## StockID + var.id <- stockID(iddata,metaion,"variable") + iddata<-var.id$dataMatrix ; metaion<-var.id$Metadata ; var.id<-var.id$id.match +} + +### Formating +idsample[[1]]=make.names(idsample[[1]]) +dimnames(iddata)[[1]]=iddata[[1]] + +### Transposition of ions data +idTdata=t(iddata[,2:dim(iddata)[2]]) +idTdata=data.frame(dimnames(idTdata)[[1]],idTdata) + +### Merge of 2 files (ok even if the two dataframe are not sorted on the same key) +ids=merge(idsample, idTdata, by.x=1, by.y=1) + +ids[[batch_col_name]]=as.factor(ids[[batch_col_name]]) +nbid=dim(idsample)[2] + +### Checking the number of sample and pool + +# least 2 samples +if(length(which(ids[[sample_type_col_name]] %in% sample_type_tags$sample))<2){ + table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.", + "\nMake sure this is not due to errors in your ",sample_type_col_name," coding.\n") +} + +# least 2 pools per batch for all batchs +B <- rep(0,length(levels(ids[[batch_col_name]]))) +for(nbB in 1:length(levels(ids[[batch_col_name]]))){ + B[nbB]<-length(which(ids[which(ids[[batch_col_name]]==(levels(ids[[batch_col_name]])[nbB])),,drop=FALSE][[sample_type_col_name]] %in% sample_type_tags$pool)) +} +if(length(which(B>1))==0){ + table.check <- c(table.check,"\nError: less than 2 pools specified in at least one batch in sample metadata.", + "\nMake sure this is not due to errors in your ",sample_type_col_name," coding.\n") +} + +### Checking the unicity of samples and variables +uni.check <- function(tested.tab,tabtype,err.obj){ + unicity <- duplicated(tested.tab[,1]) + if(sum(unicity)>0){ + #Sending back an explicit error + duptable <- t(t(table(tested.tab[,1][unicity])+1)) + err.obj <- c(err.obj,paste0("\n-------\nError: your '",tabtype,"' IDs contain duplicates:\n"), + paste(rownames(duptable),duptable,sep=": ",collapse="\n"), + "\nSince identifiers are meant to be unique, please check your data.\n-------\n") + } + return(err.obj) +} +table.check <- uni.check(ids,"sample",table.check) +if(analyse == "batch_correction"){table.check <- uni.check(metaion,"variable",table.check)} + +## error check +check.err(table.check) + + +### BC/DBC-specific processing + +# Gathering mandatory information in a single object +sm.meta <- list(batch=batch_col_name, injectionOrder=injection_order_col_name, sampleType=sample_type_col_name, sampleTag=sample_type_tags) + +if(analyse == "batch_correction") { + ## Launch + res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,FALSE,FALSE,method,span,valnull,sm.meta,min.norm) + ## Get back original IDs + var.id <- reproduceID(res[[1]],res[[2]],"variable",var.id) + res[[1]] <- var.id$dataMatrix ; res[[2]] <- var.id$Metadata + samp.id <- reproduceID(res[[1]],res[[3]],"sample",samp.id) + res[[1]] <- samp.id$dataMatrix ; res[[3]] <- samp.id$Metadata + ## Save files + save(res, file=rdata_output) + write.table(res[[1]], file=dataMatrix_out, sep = '\t', row.names=FALSE, quote=FALSE) + write.table(res[[2]], file=variableMetadata_out, sep = '\t', row.names=FALSE, quote=FALSE) +}else{ + ## Launch + plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,span,sm.meta) +} + +}#end of meth3L \ No newline at end of file diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_3Lwrapper.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_3Lwrapper.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,139 @@ +#!/usr/bin/env Rscript + +################################################################################################ +# batch_correction_wrapper # +# # +# Authors: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # +# User: Galaxy # +# Original data: -- # +# Starting date: 22-07-2014 # +# Version 1: 22-07-2014 # +# Version 2: 08-12-2014 # +# Version 2.1: 09-01-2015 modification in Error message of sample matching # +# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # +# Version 2.90: 18-08-2015 new parameter valnull # +# Version 2.91: 25-08-2016 error message improvment # +# Version 3: 02-10-2020 # +# - split of tool-linked code and script-linked one # +# - addition of args print and sessionInfo() # +# - adjustment of sample tags' parameters to 3L methods # +# - addition of the min.norm argument in meth3L() call # +# # +# Input files: dataMatrix.txt, sampleMetadata.txt, variableMetadata.txt (BC only) # +# Output files: graph.pdf, corrected table (BC only), diagnostic table (DBC only), # +# variableMetadata (BC only) # +# # +################################################################################################ + + +library(batch) #necessary for parseCommandArgs function + +##------------------------------ +## test help option +##------------------------------ + +# Prog. constants +argv.help <- commandArgs(trailingOnly = FALSE) +script.path <- sub("--file=", "", argv.help[grep("--file=", argv.help)]) +prog.name <- basename(script.path) + +# Test Help +if (length(grep('-h', argv.help)) > 0) { + cat("Usage: Rscript ", + prog.name, + "{args} \n", + "parameters: \n", + "\tanalyse {val}: must be set to \"batch_correction\"", + "\tdataMatrix {file}: set the input data matrix file (mandatory) \n", + "\tsampleMetadata {file}: set the input sample metadata file (mandatory) \n", + "\tvariableMetadata {file}: set the input variable metadata file (mandatory) \n", + "\tmethod {opt}: set the method; can set to \"linear\", \"lowess\" or \"loess\" (mandatory) \n", + "\tspan {condition}: set the span condition; set to \"none\" if method is set to \"linear\" (mandatory) \n", + "\tref_factor {value}: set the ref_factor value; (if span value is set to NULL, optional) \n", + "\tdetail {value}: set the detail value; (if span value is set to NULL, optional) \n", + "\tdataMatrix_out {file}: set the output data matrix file (mandatory) \n", + "\tvariableMetadata_out {file}: set the output variable metadata file (mandatory) \n", + "\tgraph_output {file}: set the output graph file (mandatory) \n", + "\trdata_output {file}: set the output Rdata file (mandatory) \n", + "\tbatch_col_name {val}: the column name for batch. Default value is \"batch\".\n", + "\tinjection_order_col_name {val}: the column name for the injection order. Default value is \"injectionOrder\".\n", + "\tsample_type_col_name {val}: the column name for the sample types. Default value is \"sampleType\".\n", + "\tsample_type_tags {val}: the tags used inside the sample type column, defined as key/value pairs separated by commas (example: blank=blank,pool=pool,sample=sample).\n", + "\n") + quit(status = 0) +} + +##------------------------------ +## init. params +##------------------------------ + +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + + +cat('\nJob starting time:\n',format(Sys.time(), "%a %d %b %Y %X"), +'\n\n--------------------------------------------------------------------', +'\nParameters used:\n\n') +print(args) +cat('--------------------------------------------------------------------\n\n') + + +# Set default col names +if ( ! 'batch_col_name' %in% names(args)) + args[['batch_col_name']] <- 'batch' +if ( ! 'injection_order_col_name' %in% names(args)) + args[['injection_order_col_name']] <- 'injectionOrder' +if ( ! 'sample_type_col_name' %in% names(args)) + args[['sample_type_col_name']] <- 'sampleType' +if ( ! 'sample_type_tags' %in% names(args)) + args[['sample_type_tags']] <- 'blank=blank,pool=pool,sample=sample' + +# Parse sample type tags +sample.type.tags <- list() +for (kv in strsplit(strsplit(args$sample_type_tags, ',')[[1]], '=')) + sample.type.tags[[kv[[1]]]] <- kv[-1] +if ( ! all(c('pool', 'blank', 'sample') %in% names(sample.type.tags))) + stop("All tags pool, blank and sample must be defined in option sampleTypeTags.") +args$sample_type_tags <- sample.type.tags + +##------------------------------ +## init. functions +##------------------------------ + +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))} +} +#Import the different functions +source_local("batch_correction_3Lfct.R","batch_correction_3Llauncher.R","easyrlibrary-lib/RcheckLibrary.R","easyrlibrary-lib/miniTools.R") + +# Specificities of BC and DBC +if(args$analyse == "batch_correction") { + args$out_graph_pdf <- NULL + args$out_preNormSummary <- NULL +}else{ + args$variableMetadata <- NULL + args$rdata_output <- NULL + args$dataMatrix_out <- NULL + args$variableMetadata_out <- NULL + args$graph_output <- NULL + args$method <- NULL + args$detail <- NULL + args$valnull <- NULL +} + +# Launch tool +meth3L(idsample=args$sampleMetadata, iddata=args$dataMatrix, sample_type_col_name=args$sample_type_col_name, injection_order_col_name=args$injection_order_col_name, + batch_col_name=args$batch_col_name, sample_type_tags=args$sample_type_tags, factbio=args$ref_factor, analyse=args$analyse, metaion=args$variableMetadata, + detail=args$detail, method=args$method, outlog=args$graph_output, span=args$span, valnull=args$valnull, rdata_output=args$rdata_output, + dataMatrix_out=args$dataMatrix_out, variableMetadata_out=args$variableMetadata_out, out_graph_pdf=args$out_graph_pdf, out_preNormSummary=args$out_preNormSummary, + min.norm=1) + + +cat('\n\n--------------------------------------------------------------------', +'\nInformation about R (version, Operating System, attached or loaded packages):\n\n') +sessionInfo() +cat('--------------------------------------------------------------------\n', +'\nJob ending time:\n',format(Sys.time(), "%a %d %b %Y %X")) + +rm(args) diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_all_loess_script.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_all_loess_script.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,296 @@ +loessF <- function(datVn, qcaVi, preVi, spnN) { + + if(length(qcaVi) < 5) { + + return(predict(lm(datVn[qcaVi] ~ qcaVi), + newdata = data.frame(qcaVi = preVi))) + + } else { + + return(predict(loess(datVn[qcaVi] ~ qcaVi, + control = loess.control(surface = "direct"), + span = spnN), + newdata = data.frame(qcaVi = preVi))) + + } + + ## Note: + ## the surface = 'direct' argument allows extrapolation + +} ## loessF + +plotBatchF <- function(datMN, samDF.arg, spnN.arg) { + + maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), + raw = "Raw", + nrm = "Normalized") + + colVc <- c(samp = "green4", + biol = "green4", + pool = "red", + blan = "black", + other = "yellow") + + par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) + + layout(matrix(c(1, 1, 2, 3), nrow = 2), + widths = c(0.7, 0.3)) + + obsNamVc <- rownames(datMN) + + obsColVc <- sapply(substr(samDF.arg[, args$sample_type_col_name], 1, 4), + function(typC) + ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) + + ## Graphic 1: Sum of intensities for each sample + + par(mar = c(3.6, 3.6, 3.1, 0.6)) + + batTab <- table(samDF.arg[, args$batch_col_name]) + + sumVn <- rowSums(datMN, na.rm = TRUE) + + plot(sumVn, + cex = 1.2, + col = obsColVc, + pch = 18, + xaxs = "i", + xlab = "", + ylab = "") + + mtext("Injection order", + line = 2.2, + side = 1) + mtext("Sum of variable intensities", + line = 2.2, + side = 2) + + mtext(maiC, cex = 1.2, line = 1.5, side = 3) + + abline(v = cumsum(batTab) + 0.5, + col = "red") + + mtext(names(batTab), + at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) + + obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] + + text(rep(batTab[1], times = length(obsColVuc)), + par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), + col = obsColVuc, + font = 2, + labels = names(obsColVuc), + pos = 2) + + for(batC in names(batTab)) { + + batSeqVi <- which(samDF.arg[, args$batch_col_name] == batC) + batPooVi <- intersect(batSeqVi, + which(samDF.arg[, args$sample_type_col_name] == "pool")) + batSamVi <- intersect(batSeqVi, + which(samDF.arg[, args$sample_type_col_name] == "sample")) + if(length(batPooVi)) + lines(batSeqVi, + loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), + col = colVc["pool"]) + if (length(batSamVi)) + lines(batSeqVi, + loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), + col = colVc["samp"]) + + } + + ## Graphics 2 and 3 (right): PCA score plots of components 1-4 + + radVn <- seq(0, 2 * pi, length.out = 100) + epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 + + pcaMN <- datMN + + if(any(is.na(pcaMN))) { + minN <- min(pcaMN, na.rm = TRUE) + pcaMN[is.na(pcaMN)] <- minN + } + + pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) + tMN <- getScoreMN(pcaLs) + vRelVn <- pcaLs@modelDF[, "R2X"] + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + pcsLs <- list(c(1, 2), c(3, 4)) + + par(mar = c(3.6, 3.6, 0.6, 1.1)) + + for(pcsN in 1:length(pcsLs)) { + + pcsVn <- pcsLs[[pcsN]] + + tcsMN <- tMN[, pcsVn] + + micMN <- solve(cov(tcsMN)) + + n <- nrow(tMN) + hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) + + hotFisN <- hotN * qf(0.95, 2, n - 2) + + hotVn <- apply(tcsMN, + 1, + function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) + + obsHotVi <- which(hotVn < 0.05) + + xLabC <- paste("t", + pcsVn[1], + "(", + round(vRelVn[pcsVn[1]] * 100), + "%)", + sep = "") + + yLabC <- paste("t", + pcsVn[2], + "(", + round(vRelVn[pcsVn[2]] * 100), + "%)", + sep = "") + + xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) + yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) + + plot(tcsMN, + main = "", + type = "n", + xlab = "", + ylab = "", + xlim = xLimVn, + ylim = yLimVn) + + mtext(xLabC, + line = 2.2, + side = 1) + mtext(yLabC, + line = 2.2, + side = 2) + + par(lwd = 1) + + abline(v = axTicks(1), + col = "grey") + + abline(h = axTicks(2), + col = "grey") + + abline(v = 0) + abline(h = 0) + + lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), + sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) + + points(tcsMN, + col = obsColVc, + pch = 18) + + if(length(obsHotVi)) + text(tcsMN[obsHotVi, 1], + tcsMN[obsHotVi, 2], + col = obsColVc[obsHotVi], + labels = obsNamVc[obsHotVi], + pos = 3) + + } ## for(pcsN in 1:length(pcsLs)) { + + return(invisible(list(sumVn = sumVn, + tcsMN = tcsMN))) + +} ## plotBatchF + +shiftBatchCorrectF <- function(rawMN.arg, + samDF.arg, + refC.arg, + spnN.arg) { + + cat("\nReference observations are: ", refC.arg, "\n") + + ## computing median off all pools (or samples) for each variable + + refMeaVn <- apply(rawMN.arg[samDF.arg[, args$sample_type_col_name] == refC.arg, ], + 2, + function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) + + ## splitting data and sample metadata from each batch + + batRawLs <- split(as.data.frame(rawMN.arg), + f = samDF.arg[, args$batch_col_name]) + batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) + + batSamLs <- split(as.data.frame(samDF.arg), + f = samDF.arg[, args$batch_col_name]) + + ## checking extrapolation: are there pools at the first and last observations of each batch + + if(refC.arg == args$sample_type_tags$pool) { + pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), + dimnames = list(c("first", "last"), names(batRawLs))) + for(batC in names(batSamLs)) { + batSamTypVc <- batSamLs[[batC]][, args$sample_type_col_name] + pooExtML["first", batC] <- head(batSamTypVc, 1) == args$sample_type_tags$pool + pooExtML["last", batC] <- tail(batSamTypVc, 1) == args$sample_type_tags$pool + } + if(!all(c(pooExtML))) { + cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") + pooExtBatVi <- which(!apply(pooExtML, 2, all)) + for(i in 1:length(pooExtBatVi)) + cat(names(pooExtBatVi)[i], ": ", + paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") + cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") + } + } + + ## normalizing + + nrmMN <- NULL ## normalized data matrix to be computed + + cat("\nProcessing batch:") + + for(batC in names(batRawLs)) { ## processing each batch individually + + cat("\n", batC) + + batRawMN <- batRawLs[[batC]] + batSamDF <- batSamLs[[batC]] + + batAllVi <- 1:nrow(batRawMN) + + batRefVi <- which(batSamDF[, args$sample_type_col_name] == refC.arg) + + if(length(batRefVi) < 5) + cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") + + ## prediction of the loess fit + + batLoeMN <- apply(batRawMN, + 2, + function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) + + ## normalization + + batLoeMN[batLoeMN <= 0] <- NA + + batNrmMN <- batRawMN / batLoeMN + + nrmMN <- rbind(nrmMN, + batNrmMN) + + } + + cat("\n") + + nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") + + return(nrmMN) + +} ## shiftBatchCorrectF diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_all_loess_wrapper.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_all_loess_wrapper.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,250 @@ +#!/usr/bin/env Rscript + +library(batch) ## necessary for parseCommandArgs function + +##------------------------------ +## test help option +##------------------------------ + +# Prog. constants +argv.help <- commandArgs(trailingOnly = FALSE) +script.path <- sub("--file=", "", argv.help[grep("--file=", argv.help)]) +prog.name <- basename(script.path) + +# Test Help +if (length(grep('-h', argv.help)) > 0) { + cat("Usage: Rscript ", + prog.name, + "{args} \n", + "parameters: \n", + "\tdataMatrix {file}: set the input data matrix file (mandatory) \n", + "\tsampleMetadata {file}: set the input sample metadata file (mandatory) \n", + "\tvariableMetadata {file}: set the input variable metadata file (mandatory) \n", + "\tmethod {opt}: set the method; can set to \"all_loess_pool\" or \"all_loess_sample\" (mandatory) \n", + "\tspan {condition}: set the span condition; (mandatory) \n", + "\tdataMatrix_out {file}: set the output data matrix file (mandatory) \n", + "\tvariableMetadata_out {file}: set the output variable metadata file (mandatory) \n", + "\tgraph_output {file}: set the output graph file (mandatory) \n", + "\trdata_output {file}: set the output Rdata file (mandatory) \n", + "\tbatch_col_name {val}: the column name for batch. Default value is \"batch\".\n", + "\tinjection_order_col_name {val}: the column name for the injection order. Default value is \"injectionOrder\".\n", + "\tsample_type_col_name {val}: the column name for the sample types. Default value is \"sampleType\".\n", + "\tsample_type_tags {val}: the tags used inside the sample type column, defined as key/value pairs separated by commas (example: blank=blank,pool=pool,sample=sample).\n", + "\n") + quit(status = 0) +} + +##------------------------------ +## init. params +##------------------------------ + +args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects + +# Set default col names +if ( ! 'batch_col_name' %in% names(args)) + args[['batch_col_name']] <- 'batch' +if ( ! 'injection_order_col_name' %in% names(args)) + args[['injection_order_col_name']] <- 'injectionOrder' +if ( ! 'sample_type_col_name' %in% names(args)) + args[['sample_type_col_name']] <- 'sampleType' +if ( ! 'sample_type_tags' %in% names(args)) + args[['sample_type_tags']] <- 'blank=blank,pool=pool,sample=sample' + +# Parse sample type tags +sample.type.tags <- list() +for (kv in strsplit(strsplit(args$sample_type_tags, ',')[[1]], '=')) + sample.type.tags[[kv[[1]]]] <- kv[[2]] +if ( ! all(c('pool', 'blank', 'sample') %in% names(sample.type.tags))) + stop("All tags pool, blank and sample must be defined in option sampleTypeTags.") +args$sample_type_tags <- sample.type.tags + +##------------------------------ +## init. functions +##------------------------------ + +source_local <- function(fname){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + source(paste(base_dir, fname, sep="/")) +} + +## Import the different functions +source_local("batch_correction_all_loess_script.R") + +argVc <- unlist(args) + +## argVc["method"] is either 'all_loess_pool' or 'all_loess_sample' +## alternative version developped by CEA +## all variables are treated with loess +## the reference observations for loess are either 'pool' +## ('all_loess_pool') or 'sample' ('all_loess_sample') + + +##------------------------------ +## Initializing +##------------------------------ + +## options +##-------- + +strAsFacL <- options()$stringsAsFactors +options(stringsAsFactors = FALSE) + +## libraries +##---------- + +suppressMessages(library(ropls)) + +if(packageVersion("ropls") < "1.4.0") + stop("Please use 'ropls' versions of 1.4.0 and above") + +## constants +##---------- + +modNamC <- "Batch correction" ## module name + +## log file +##--------- + +## sink(argVc["information"]) ## not implemented + +cat("\nStart of the '", modNamC, "' Galaxy module call: ", + format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") + +## loading +##-------- + +rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], + header = TRUE, + comment.char = '', + row.names = 1, + sep = "\t"))) + +samDF <- read.table(argVc["sampleMetadata"], + header = TRUE, + comment.char = '', + row.names = 1, + sep = "\t") + +varDF <- read.table(argVc["variableMetadata"], + check.names = FALSE, + header = TRUE, + comment.char = '', + row.names = 1, + sep = "\t") ## not used; for compatibility only + +refC <- tolower(gsub("all_loess_", "", argVc["method"])) + +spnN <- as.numeric(argVc["span"]) + +## checking +##--------- + +stopifnot(refC %in% c('pool', 'sample')) +refC <- args$sample_type_tags[[refC]] + +if(refC == args$sample_type_tags$pool && + !any(args$sample_type_tags$pool %in% samDF[, args$sample_type_col_name])) + stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") + +refMN <- rawMN[samDF[, args$sample_type_col_name] == refC, ] +refNasZerVl <- apply(refMN, 2, + function(refVn) + all(sapply(refVn, + function(refN) {is.na(refN) || refN == 0}))) + +if(sum(refNasZerVl)) { + + refNasZerVi <- which(refNasZerVl) + cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "") + rawMN <- rawMN[, !refNasZerVl, drop = FALSE] + varDF <- varDF[!refNasZerVl, , drop = FALSE] + +} + +##------------------------------ +## Computation +##------------------------------ + + +## ordering (batch and injection order) +##------------------------------------- + +samDF[, "ordIniVi"] <- 1:nrow(rawMN) +ordBatInjVi <- order(samDF[, args$batch_col_name], samDF[, args$injection_order_col_name]) +rawMN <- rawMN[ordBatInjVi, ] +samDF <- samDF[ordBatInjVi, ] + +## signal drift and batch-effect correction +##----------------------------------------- + +nrmMN <- shiftBatchCorrectF(rawMN, + samDF, + refC, + spnN) + +## figure +##------- + +cat("\nPlotting\n") + +pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) +plotBatchF(rawMN, samDF, spnN) +plotBatchF(nrmMN, samDF, spnN) +dev.off() + +## returning to initial order +##--------------------------- + +ordIniVi <- order(samDF[, "ordIniVi"]) +nrmMN <- nrmMN[ordIniVi, ] +samDF <- samDF[ordIniVi, ] +samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] + + +##------------------------------ +## Ending +##------------------------------ + + +## saving +##------- + +datMN <- nrmMN + +datDF <- cbind.data.frame(dataMatrix = colnames(datMN), + as.data.frame(t(datMN))) +write.table(datDF, + file = argVc["dataMatrix_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + +varDF <- cbind.data.frame(variableMetadata = rownames(varDF), + varDF) ## not modified; for compatibility only +write.table(varDF, + file = argVc["variableMetadata_out"], + quote = FALSE, + row.names = FALSE, + sep = "\t") + + +res <- list(dataMatrix_raw = rawMN, + dataMatrix_normalized = nrmMN, + sampleMetadata = samDF) +save(res, + file = argVc["rdata_output"]) ## for compatibility + +## closing +##-------- + +cat("\nEnd of '", modNamC, "' Galaxy module call: ", + as.character(Sys.time()), "\n", sep = "") + +## sink() + +options(stringsAsFactors = strAsFacL) + + +rm(argVc) + diff -r 73892ef177e3 -r 23314e1192d4 BC/batch_correction_docker_wrapper.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/batch_correction_docker_wrapper.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,76 @@ +#!/usr/bin/env Rscript + +################################################################################################ +# batch_correction_main_wrapper # +# # +# Author: Nils Paulhe # +# User: Galaxy # +# Original data: -- # +# Starting date: 2017-12-11 # +# Version 1: 2017-12-11 # +# # +# # +# # +################################################################################################ + +library(batch) #necessary for parseCommandArgs function + +##------------------------------ +## init. prog. constants +##------------------------------ + +argv.wrapper <- commandArgs(trailingOnly = FALSE) +script.path <- sub("--file=", "", argv.wrapper[grep("--file=", argv.wrapper)]) +prog.name <- basename(script.path) + +##------------------------------ +## init. functions +##------------------------------ + +script_bypass <- function(other.script.name) { + initial.options <- commandArgs(trailingOnly = FALSE) + file.arg.name <- "--file=" + script.name <- sub(file.arg.name, "", initial.options[grep(file.arg.name, initial.options)]) + script.basename <- dirname(script.name) + other.script.fullpath <- paste(sep="/", script.basename, other.script.name) + other.script.cmd <- paste(sep=" ", "Rscript", other.script.fullpath, "-h") + system(other.script.cmd, wait=TRUE) +} + +source_wrapper <- function(other.script.name){ + initial.options <- commandArgs(trailingOnly = FALSE) + file.arg.name <- "--file=" + script.name <- sub(file.arg.name, "", initial.options[grep(file.arg.name, initial.options)]) + script.basename <- dirname(script.name) + other.script.fullpath <- paste(sep="/", script.basename, other.script.name) + source(other.script.fullpath) +} + +##------------------------------ +## Test Help +##------------------------------ + +if (length(grep('-h', argv.wrapper)) > 0) { + cat("Usage: Rscript ", + prog.name, + "{args} \n", + "parameters: \n", + "\t-h: display this help message, call all scripts with the same option and exit (optional) \n", + "\t--loess \"TRUE\": call the script as \"batch_correction_all_loess_wrapper.R\"; otherwise call it as \"batch_correction_wrapper.R\" one (optional) \n", + "for other parameters, please refer to each script specific options and parameters. \n", + "\n") + script_bypass("batch_correction_all_loess_wrapper.R") + script_bypass("batch_correction_wrapper.R") + quit(status = 0) +} + +##------------------------------ +## check if loess or normal +##------------------------------ + +if (length(grep('--loess', argv.wrapper)) > 0) { + source_wrapper("batch_correction_all_loess_wrapper.R") +} else { + source_wrapper("batch_correction_3Lwrapper.R") +} + diff -r 73892ef177e3 -r 23314e1192d4 BC/determine_bc.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/determine_bc.xml Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,231 @@ + + to choose between linear, lowess and loess methods + + + macros.xml + + + + r-batch + r-ade4 + bioconductor-pcamethods + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +.. class:: infomark + +**Authors** + | Jean-Francois Martin - PF MetaToul-AXIOM ; INRAE ; MetaboHUB (for original version of this tool and overall development of the R script) + +.. class:: infomark + +**Contributors** + | Melanie Petera - PFEM ; INRAE ; MetaboHUB (for R wrapper and R script improvement) + +.. class:: infomark + +**Wrapping** + | Marion Landi - FLAME ; PFEM (for original xml interface and R wrapper) + | Franck Giacomoni - PFEM ; INRAE ; MetaboHUB (for original xml interface and R wrapper) + +--------------------------------------------------- + +.. class:: infomark + +**Please cite** If you use this tool, please cite: + | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ + +--------------------------------------------------- + +========================== +Determine_batch_correction +========================== + +| + +----------- +Description +----------- + +| + +Generates outputs to help to determine what type of regression to use between linear or non-linear (lowess or loess) functions for batch correction +using quality control pooled samples (QC-pools) with correction algorithm as described by Van Der Kloet (J Prot Res 2009). + + +Warning: this module does *not* deliver which choice should be made in model type; +it only provides information to help users in determining which choice may be appropriate, based on their own expertise. + + +This tool is meant to be used prior to the Batch_correction tool to help to make a choice in parameters, +but it is not a requirement and thus can be avoided. + +| + +----------------- +Workflow position +----------------- + +.. image:: determine_batch_correction.png + :width: 600 + + +----------- +Input files +----------- + ++--------------------------+-----------+ +| Parameter : num + label | Format | ++==========================+===========+ +| 1 : Data matrix file | tabular | ++--------------------------+-----------+ +| 2 : Sample metadata file | tabular | ++--------------------------+-----------+ + +| + +The data matrix file must contain the intensity values of variables. + | First line must contain all the samples' names. + | First column must contain all the variables' ID. + + +The sample metadata file must contain at least the three following columns: + | - a batch column (default to "*batch*") to identify the batches of analyses + | - an injection order column (default to "*injectionOrder*") composed of integers defining the injection order of samples + | - a sample type column (default to "*sampleType*") indicating if a sample is a biological one ("*sample*"), a QC-pool ("*pool*") or a blank ("*blank*") + | *Default values* can be changed according to your data coding using the customisation parameters in the "**Sample metadata file coding parameters**" section. + + +**Notes concerning your design:** + | - the 3 mandatory columns must not contain NA + | - your data should contain at least 3 QC-pools in each batch for intra-batch **linear** adjustment and 8 for **lo(w)ess** adjustment + + + +---------- +Parameters +---------- + +Sample metadata file coding parameters + | Enables to give the names of columns in the sample metadata table that contain the injection order, the batches and the sample types. + | Also enables to specify the sample type coding used in the sampletype column. + | + +Factor of interest + | Name of the factor (column header) that will be used as a categorical variable for design plots (often a biological factor ; if none, put the batch column name). + | This factor does not affect correction calculation. + | + +Advanced options + | Should only be put at "show" if you have good understanding of the span parameter and are willing to adjust it. + | + +Span + | - When advanced option is at "hide" (default): + | default is 1 for loess regression and is two times the ratio between number of pools and number of samples for lowess regression. + | - When advanced option is at "show": + | filled value is used for lowess and loess regressions. + + +------------ +Output files +------------ + +Determine_BC_preNormSummary.tabular + | tabular output + | Meaning of results of diagnosis analysis + | 0 - no preliminary-condition problem + | 1 - standard deviation of QC-pools or samples = 0 + | 2 - insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) + | 2.5 - less than 2 samples within a batch + | 3 - significant difference between QC-pools' and samples' means + | 4 - denominator =0 when on 1 pool per batch non-zero + | 5 - (linear regression only) the slopes ratio “QC-pools/samples†is lower than -0.2 + | 6 - (linear regression only) none of the pool or sample could be corrected if negative and infinite values are turned into NA + | + +Determine_BC_graph.pdf + | graphical output + | One page per ion. Plots regression curves for all methods allowed and plot.design results regarding the factor of interest. + + +--------------------------------------------------- + +---------------------- +Additional information +---------------------- + + +.. class:: warningmark + +Refer to the corresponding "W4M HowTo" page: + | `MS data processing - Filters and normalisation <https://download.workflow4metabolomics.org/docs/w4e2018/2018-10_EC_W4E%20-%20Dataprocessing_Filter_and_normalisation.pdf>`_ + | + | + + + + + + + + 10.1021/pr900499r + + + + + diff -r 73892ef177e3 -r 23314e1192d4 BC/easyrlibrary-lib/RcheckLibrary.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/easyrlibrary-lib/RcheckLibrary.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,124 @@ +###################################################### +# R check library +# Coded by: M.Petera, +# - - +# R functions to use in R scripts +# (management of various generic subroutines) +# - - +# V0: script structure + first functions +# V1: More detailed error messages in match functions +###################################################### + + +# Generic function to return an error if problems have been encountered - - - - + +check.err <- function(err.stock){ + + # err.stock = vector of results returned by check functions + + if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } + +} + + + + +# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - + +# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers +match2 <- function(dataMatrix, Metadata, Mtype){ + + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + + err.stock <- NULL # error vector + + id2 <- Metadata[,1] + if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } + if(Mtype=="variable"){ id1 <- dataMatrix[,1] } + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the ",Mtype," metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + err.stock <- c(err.stock,"\nPlease check your data.\n") + } + + return(err.stock) + +} + +# To check if the 3 standard tables match regarding identifiers +match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ + + # dataMatrix = data.frame containing dataMatrix + # sampleMetadata = data.frame containing sampleMetadata + # variableMetadata = data.frame containing variableMetadata + + err.stock <- NULL # error vector + + id1 <- colnames(dataMatrix)[-1] + id2 <- sampleMetadata[,1] + id3 <- dataMatrix[,1] + id4 <- variableMetadata[,1] + + if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ + err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") + if(length(which(id1%in%id2))!=length(id1)){ + if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the sample metadata file:\n") + identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id2%in%id1))!=length(id2)){ + if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", + " do not appear in the data matrix:\n") + identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ + err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") + if(length(which(id3%in%id4))!=length(id3)){ + if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the data matrix\n", + " do not appear in the variable metadata file:\n") + identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + if(length(which(id4%in%id3))!=length(id4)){ + if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") + }else{ err.stock <- c(err.stock,"\n For example, the ") } + err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", + " do not appear in the data matrix:\n") + identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] + err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") + } + } + + if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } + + return(err.stock) + +} \ No newline at end of file diff -r 73892ef177e3 -r 23314e1192d4 BC/easyrlibrary-lib/miniTools.R --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/easyrlibrary-lib/miniTools.R Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,133 @@ +##################################################### +# Mini tools for Galaxy scripting +# Coded by: M.Petera, +# - - +# R functions to use in R scripts and wrappers +# to make things easier (lightening code, reducing verbose...) +# - - +# V0: script structure + first functions +# V1: addition of functions to handle special characters in identifiers +##################################################### + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Function to call packages without printing all the verbose +# (only getting the essentials, like warning messages for example) + +shyLib <- function(...){ + for(i in 1:length(list(...))){ + suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) + } +} + +#example: shyLib("xcms","pcaMethods") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Fonction pour sourcer les scripts R requis +# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, +# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. + +if(FALSE){ +source_local <- function(...){ + argv <- commandArgs(trailingOnly = FALSE) + base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) + for(i in 1:length(list(...))){ + source(paste(base_dir, list(...)[[i]], sep="/")) + } +} +} + +#example: source_local("filter_script.R","RcheckLibrary.R") + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - +# Functions to stock identifiers before applying make.names() and +# to reinject it into final matrices +# Note: it reproduces the original order of datasets' identifiers +# - - - +# stockID: stocks original identifiers and original order +# -> needs checked data regarding table match +# reproduceID: reinjects original identifiers and original order into final tables +# -> function to be used at the very end, when exporting tables + +stockID <- function(dataMatrix, Metadata, Mtype){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + cname <- colnames(dataMatrix)[1] + # dataMatrix temporary-stock + transfo - - - - + if(Mtype=="sample"){ + id.ori <- colnames(dataMatrix)[-1] + colnames(dataMatrix) <- make.names(colnames(dataMatrix)) + } + if(Mtype=="variable"){ + id.ori <- dataMatrix[,1] + dataMatrix[,1] <- make.names(dataMatrix[,1]) + } + # global stock - - - - - - - - - - - - - - - - + id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], + id.new=make.names(Metadata[,1]),id.ori, + id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) + colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) + # Metadata transfo + returning data - - - - - + Metadata[,1] <- make.names(Metadata[,1]) + return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match + +reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ + # dataMatrix = data.frame containing dataMatrix + # Metadata = data.frame containing sampleMetadata or variableMetadata + # Mtype = "sample" or "variable" depending on Metadata content + # id.match = 'id.match' element produced by stockID + #Metadada - - - - - - - - - - - - - - + temp.table <- id.match[,c(1,2,3)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) + temp.table <- temp.table[order(temp.table$order.ori),] + Metadata <- temp.table[,-c(1,2)] + rownames(Metadata) <- NULL + #dataMatrix - - - - - - - - - - - - - + rownames(dataMatrix)<-dataMatrix[,1] + if(Mtype=="sample"){ + dataMatrix <- t(dataMatrix[,-1]) + } + temp.table <- id.match[,c(1,4,5)] + ## Removing deleted rows + for(i in 1:(dim(id.match)[1])){ + if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} + } + if(length(which(temp.table[,1]==0))!=0){ + temp.table <- temp.table[-c(which(temp.table[,1]==0)),] + } + ## Restoring original identifiers and order + temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) + temp.table <- temp.table[order(temp.table$order.ori),] + if(Mtype=="variable"){ + dataMatrix <- temp.table[,-c(1,2,4)] + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } else { + rownames(temp.table) <- temp.table[,3] + temp.table <- t(temp.table[,-c(1,2,3)]) + dataMatrix <- data.frame(rownames(temp.table),temp.table) + colnames(dataMatrix)[1] <- colnames(id.match)[4] + } + rownames(dataMatrix) <- NULL + # return datasets - - - - - - - - - - - + return(list(dataMatrix=dataMatrix, Metadata=Metadata)) +} +#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff -r 73892ef177e3 -r 23314e1192d4 BC/macros.xml --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/macros.xml Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,44 @@ + + + + +
+ + + + + + +
+ + + + batch_col_name "$smcust.batch_col_name" + injection_order_col_name "$smcust.injection_order_col_name" + sample_type_col_name "$smcust.sample_type_col_name" + sample_type_tags "blank=$smcust.sampleTypeTagBlank,pool=$smcust.sampleTypeTagPool,sample=$smcust.sampleTypeTagSample" + + + + + + + + + + + + + + + + + + + + + + + + + diff -r 73892ef177e3 -r 23314e1192d4 BC/static/images/batch_correction.png Binary file BC/static/images/batch_correction.png has changed diff -r 73892ef177e3 -r 23314e1192d4 BC/static/images/determine_batch_correction.png Binary file BC/static/images/determine_batch_correction.png has changed diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/input-batchcorrection-dataMatrix.tsv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/input-batchcorrection-dataMatrix.tsv Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,114 @@ + QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 +met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 +met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 +met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 2768153 17622620 100138 5657045 155546 3993478 895432 6630262 1160086 1398006 20292345 8345069 9496638 2281112 1622765 559527 1169164 24371841 6010179 5988080 6808771 4430121 6994393 13311751 5318285 783176 353306 5788416 6714250 6043357 3119950 4761136 4840500 316705 2576605 4562242 7534703 5546336 3149195 2525989 2463379 413059 4398279 855987 2243033 6719671 4189278 1103830 3718953 5441941 4324385 9454992 5764607 7703610 7439304 5651876 5810300 4075671 5884945 2071030 822119 2324725 1072516 75496 15134893 4124869 5293399 3395800 NA 2578641 5179943 5878251 8146783 4702730 2191032 34289 4192685 3234808 2907002 8592351 5858938 1541012 10652067 3600540 11259836 2932946 +met_004 22027726 28338717 19767257 776755 29237805 551519 43361691 17669 24178241 2483160 22961817 36696085 29568489 12694039 38098794 28957490 4548936 21546827 8439927 23754498 19390563 2410036 15610073 48462830 743472 12281479 957970 22957209 3382722 23184843 3152846 6026857 29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 +met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 +met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 +met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 +met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 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23232727 14264998 16295947 3887988 9126898 7845474 8238760 3501955 7223657 8624873 7399474 3635483 16621131 8874905 8315877 895109 5538822 9994456 2851607 16905160 6418248 7987640 7221992 +met_031 1693955 1350873 441101 720164 205935 6232540 292240 NA 2042354 5111194 1630747 654773 260235 113852 7998652 558252 56627 567235 440472 1671518 2389553 141667 355907 858457 5155501 6753638 132280 126598 390440 1584203 376822 278355 2702321 4279904 474124 3061113 1149061 833752 596788 300727 1512845 7405588 286513 277951 3431522 275429 1883533 28342 341775 1533530 4371896 177208 173557 159672 4237446 324497 218223 1947969 356170 1408813 5443380 4005638 322129 49382 453013 625480 234390 420681 1184368 808147 160182 3202563 496884 255037 396557 657502 855069 539843 204051 1164728 313711 137639 129363 161389 23776 1161919 3140284 1858027 273246 961528 235786 3356118 309929 2764411 707041 408679 284508 833686 5891318 956502 330301 139520 261747 3233346 152027 84497 84821 444352 +met_032 1687436 1327191 482363 2626653 1737284 632465 1270979 NA 390343 203483 1938259 6647760 2495064 1811611 2650533 4773443 177386 387012 677635 1805860 460232 1169018 420212 2788576 90560 243580 81997 4001147 385458 1693049 1268903 379160 1193294 3057856 2761768 1538023 1670686 646899 424302 6016819 1638922 788163 619121 1812329 1415358 4764833 856753 261700 300022 1593894 3191637 1009268 1449991 492131 257104 73115 225552 4390926 1011450 1382981 1021477 769354 112295 44388 2175061 965745 940518 2208789 1223698 54992 405783 335695 3782355 1159166 630205 575851 2396077 396162 1747538 1153530 2280240 626451 65581 931429 262861 400527 3758150 1419565 455451 1064058 28139 448160 509897 2417119 1647107 573586 1395045 192544 3298607 1064775 432684 714508 965175 695907 1108821 179327 1505795 940918 +met_033 404126 229387 246732 495438 458999 739333 350568 NA 330232 155057 416459 52993 317248 328619 330066 108690 109686 335235 382859 302862 352792 336346 544700 415546 374615 337498 82197 66583 385699 303232 710881 190588 396744 190115 253078 176786 249379 136409 541059 221847 270413 146609 257646 176619 310604 314169 221940 11720 180707 263315 174008 226313 291109 175475 210371 86368 200669 318310 214428 186936 255829 103260 45779 89182 62054 234630 228615 168381 163878 196463 103182 92351 36596 121218 104859 170809 237488 192046 87427 145850 126984 211099 199070 277152 38435 220863 111540 143482 148208 112504 134058 79038 50613 104417 93098 138633 8565 123087 74655 99018 28762 52762 76281 19806 110633 65274 77529 64346 +met_034 2565674 10775564 202970 1263880 1007314 1841773 238321 NA 484647 1762143 2600938 2917722 1036864 654657 8606215 691410 1107304 1797882 616802 2689618 619579 1400934 494131 7314582 3971612 538607 256701 475577 1109846 2646193 354020 814835 2799028 472250 731499 1065191 885369 415542 382725 7864367 2547839 955850 18355720 140683 3524337 2131412 6425537 183653 1029280 2631140 1258516 1266858 10303865 875299 244475 336115 944565 445116 1054613 2459228 3980481 2092637 2150059 217219 1169554 128909 8566725 774686 1562154 1775531 313326 948077 226506 273674 NA 4695875 2749271 3142867 676603 1897116 380696 637865 492247 566598 752544 838299 773400 737190 652803 1658098 528147 1069139 NA 1591788 2129952 638766 1216868 1233059 3587011 1456699 86508 2293689 770063 852874 8245262 1232647 496410 1235831 +met_035 22714777 38539337 36094253 28309457 34368288 21657153 28842822 62818 18365031 22535800 23748288 71133623 14819462 23120549 27824506 13291143 2256924 29600997 36509200 22377673 8942994 27227023 13149497 65752669 8643944 21624621 7504338 11702362 9301430 20435839 21715864 8497108 20617405 7808108 32410789 3491939 6318179 19596410 8705057 44277093 18618993 8398849 21403405 8730504 20144493 40224321 7656712 911840 25402981 19108241 10323538 17014484 8052888 13344300 6073237 31801700 9504232 11727953 13075832 17466386 26541282 10875890 2756815 20547711 27355349 24866898 20634987 18449412 14842540 5178958 5297799 15844496 7349562 34059792 7614812 11744150 13118723 25536053 18799404 13925057 8454656 10952437 23695831 11853595 7070757 7802782 14074996 5191662 32124259 12140890 718475 4225286 8448318 11042657 9396033 5593544 4259983 2204912 7290689 11122753 11650909 7252139 10868116 5677158 12586074 4753255 14449757 9961251 +met_036 21910180 89704 2520485 110607 39095 NA 2209290 NA 4210839 NA 21788199 20955 61334 580965 46629 116038 NA NA NA 20914212 504761 44504 NA NA NA NA NA NA 78328 18686749 80103 NA 134269 224051974 2101138 64349 NA 55036 104303799 59889 18216889 4757 NA 34045 63428 27872459 NA NA 113408257 18124292 NA NA 31396 29198305 NA 133523 NA 8125367 NA 15904732 NA NA NA 8221636 NA 32970 821526 NA 14408573 143205 NA NA NA NA NA 16146374 NA 38846 135973 13863699 70411 44997 13292 NA NA 181791 607355 13789 1947449 11891156 189745474 NA NA NA NA 11380 12016751 2576327 NA 11144433 NA 12160 58793 NA 64919 227346 14963 9500588 +met_037 1215221 1705277 485817 1252895 2410025 1941038 1739764 NA 967672 1684512 1205710 825197 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4445575 3515332 10080088 16275380 3647887 8575743 4597352 6826457 6920585 8323683 2872766 7035752 3901 3205685 8161771 5473670 12365702 9582148 5074389 5278253 6794366 4482627 3676422 10218681 7559597 6717247 1209774 594625 189370 1189080 9061916 7076483 5778008 6172523 11032495 3057450 4875248 2667344 4121072 7807104 15171920 5674073 266842 2566408 5712647 4205850 4942607 19601860 2796145 2484114 1403229 2636250 7520508 3540476 4737596 8219944 1884544 2610478 1568541 7946607 2044631 141925 10012208 5242011 4512357 2220858 3640892 769083 84248 2923157 2679339 7406584 3489127 +met_039 1254051 281508 245108 273952 569419 730609 678094 NA 494815 1301913 1192639 1165415 917601 318679 265972 5405773 150121 692922 6800706 1203006 731979 213201 477009 700751 975835 515123 98124 242969 691184 1150293 491614 200763 730555 280490 666883 430953 482566 511421 857346 1907337 1057871 858737 301492 346707 1155191 291161 1837109 227172 132684 941402 415416 549092 820199 1371112 663848 232251 732002 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2459732 1210002 809744 446084 1220718 1024353 296873 454961 724952 501473 181875 1246354 1567402 2147312 5320683 1616235 1223141 62811 2666747 697082 309762 511823 1270991 1324607 1006751 100127 269095 576813 825600 147734 304585 1306926 2551169 858352 623956 1548003 346560 597557 106257 1273822 931636 1242275 1268409 160796 386017 95017 107818 527412 1499286 639026 1173227 186524 129258 340274 118408 1735429 1784232 512851 5172164 291154 435242 1141550 574802 262155 302272 1442991 1069837 194190 1550274 461659 537206 1164806 114998 1135025 371446 1759590 1283886 1756737 936916 580946 4303809 1051934 200066 442708 106909 1595425 1204114 585911 575159 1193809 +met_044 148759 317088 204108 73352 399663 230723 133536 NA 205609 NA 132383 1029745 241573 NA 257757 24549 33087 352459 NA 136271 785038 22730 220388 NA 108626 NA 29211 17048 220872 156789 608399 29430 150215 263399 739399 14427 NA 70424 53195 111823 121388 232044 98450 NA 206448 67465 100274 27139 123586 144008 13029 100077 218432 63359 132442 NA 60031 121997 236650 98318 121988 338007 66957 24468 18803 2715 102837 108338 77258 4488 51503 108259 17624 NA 39980 17143 53192 397300 NA 82596 91955 1782 256035 NA NA 51223 46237 183325 91943 78212 85501 296736 51665 30922 58510 8746 47990 117332 57108 70890 NA 1215 48830 98691 4210 22036 120745 58942 +met_045 19546588 18395020 11935035 47835836 21852002 11688609 12122494 39784 3906549 93626069 18704700 10073492 16404007 7854911 37070468 16824194 6520356 6507394 770611 18732002 29108071 8652821 14875738 37536317 19298981 17719633 3963091 5974990 16081530 17330000 33706376 1064425 3148574 43259440 17211026 7415602 198017 8219899 7904564 24385218 16837455 6206683 11417257 6683408 12747755 22901213 16544987 2544399 9375222 16072409 20451005 17981653 20387454 7454357 6338548 916097 4053585 5858357 8430478 14527586 14365282 4813205 3819220 1657599 9653718 25209232 23617369 10813753 12560529 6907040 5826783 10145154 6992931 9158773 11009736 28404061 2038723 10249415 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247446691 289593182 200573134 341820646 117804624 219025970 112012964 175740869 325200375 125412476 72660030 258515743 164579916 188705089 181235207 182426903 267667702 139942482 132685121 166766804 138730239 185256300 140172294 177424262 160652312 167911409 114993733 136115583 154553156 128272328 168463952 136435305 244183825 128489790 +met_047 1010609 484998 204614 1904396 1629695 4158817 6186087 NA 1093909 2704196 1186063 979331 852201 345849 1403502 134990 276081 2848519 740498 1286529 1252684 159195 1482989 1926751 4075274 2306187 178006 66691 2305114 1038602 5094645 287135 1614465 1132712 274933 661725 2642772 455733 1305824 719008 1133723 207720 1057714 547619 1142407 938556 425186 27889 312943 1009812 891582 1795317 1398919 529377 410604 148265 716168 1989118 1266912 1003724 1318163 555985 196456 296219 224307 845952 944862 845662 760273 711813 266150 550679 77972 1563954 370790 1513273 865333 2328222 375078 727727 439586 453417 787202 1026481 NA 1844365 449347 1701461 1498609 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138258 8183260 9132 11753114 28657944 1169390 29190451 10841717 1777804 1305536 14203562 7945530 3161630 1288789 451277 23084770 146993 195989 11389821 54245 936950 2129319 7636029 402061 36132 726734 93687176 314737 30097873 4455 690225 8064023 3572777 NA 2206491 3046082 7931947 10138 36338610 16358767 5640490 7167964 NA 659754 NA 1687281 527470 5417581 6104668 13214044 7105591 904392 206168 2341126 79757 930551 82012 307692 271048 82733943 290833 8248611 90309 2068500 447562 790068 12140 89989883 6209 32778252 31723583 6455869 30127465 13499271 121595 26588247 70945 19389 35535 333427 27180678 6030050 NA 6795132 1539577 173949 1526423 40232576 72683 4322914 +met_050 583361 1109077 258027 489142 481317 674642 333975 NA 425280 1386443 675816 2191550 955771 89914 1175098 784034 53759 356122 922121 760766 778324 200739 514002 664374 785877 582663 88331 1059310 505148 681361 734192 114522 853369 916033 957179 666910 268794 96828 480261 980791 718567 766517 704517 392394 619866 700962 1160912 357973 156248 582908 810792 451904 659661 487296 536677 135414 470985 879880 473368 630329 528618 495975 369701 32219 585788 147637 318047 494452 379275 197867 49378 851730 332238 372680 215075 365033 780430 811108 214243 384270 112014 117151 314065 582036 108663 197788 1275153 169919 453081 305492 218061 482130 23318 847407 709566 292572 572191 265030 442256 257706 26143 83491 123849 460556 226495 25325 215064 172264 +met_051 1520855 1153774 1105060 1324851 1747180 1964226 2060877 NA 1324107 973332 1378122 1025724 912557 918862 726894 1144088 669974 1510226 1562532 1341844 2134139 748952 1915499 2075373 1473121 1678112 501433 374583 2135864 1333809 2155336 598671 1053496 1023604 1272615 1003406 1345347 938266 1411538 954373 1204116 869839 884312 841837 1097917 655677 1068801 174140 584208 1151557 1014129 1706372 1245335 941397 906724 575898 1004517 1364963 1219177 1018592 1194126 930356 376599 506989 520043 1544594 1993170 1172138 1035912 1034967 601573 954910 154427 883441 706640 990509 1475399 2030304 676022 969557 1081671 1262280 2057611 1816199 233416 1658495 914220 1247853 1447673 827152 631505 926922 600435 974595 487778 1387558 380716 723213 522097 790920 289554 711215 718101 312462 824275 844338 1007519 612682 +met_052 20365 8286 NA 30126 66923 58384 24668 NA 22291 10107 29243 NA 6616 4397 NA NA NA 32468 28421 42002 20687 5155 55486 57706 53381 23677 4475 NA 60673 14626 70260 11271 35414 7629 NA NA 24627 5294 33362 NA 30039 5386 7088 19800 46120 38125 NA NA 4806 33383 31030 37184 33089 14254 12352 NA 26579 22485 28114 15522 22773 12102 NA NA NA 30703 48894 30691 7330 35862 5017 21352 NA 13674 16361 19769 44612 50261 4771 25664 28927 19144 28549 24703 NA 35845 8831 28162 36115 16693 40838 12482 2801 21653 12521 49724 NA 25765 6331 19266 2464 11461 13857 NA 14954 17701 22776 14809 +met_053 738984 2424680 530000 353461 274130 420709 580470 56056 256754 1544972 683537 3641961 1766279 204773 3139551 457672 113679 280458 492638 709934 400375 124165 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555467 1773440 1538909 1476666 1111630 177931 334512 162784 97662 137423 29084 306890 149573 5963 104831 294770 2119342 45254 19447 229546 119869 15090 8913 691366 114161 393970 12965 112510 20523 53598 87713 5231 5979 20872 243634 2317563 23779 6306 41791 153393 209189 403763 8230 96941 6251 228240 1273279 48989 591243 135792 12609 965062 24553 56916 1972189 246003 55570 69335 503553 84848 32512 80480 299758 103157 28131 219389 232449 61782 30591 434172 63276 108181 6159 157553 +met_082 335820 38185 143437 676162 889040 971358 770773 NA 562169 527857 325434 67565 105855 314576 269507 629427 234820 611221 994602 298716 993592 331307 819151 1125036 849481 625426 177300 NA 971682 279127 865103 228315 742011 NA 243990 153883 526853 432373 207985 520444 239544 92204 313549 365333 875425 358634 182934 NA NA 267574 384247 561433 696678 300817 370111 253930 466799 467352 606943 230511 562880 105531 79947 167310 6958 548991 892786 533895 262636 384126 248580 147498 42961 345068 436829 647872 580617 656135 128323 232975 553222 451099 657701 582331 31789 677913 70922 456759 510671 250065 NA 105429 256463 448370 147630 545639 18099 360109 337324 189218 111580 295602 308203 4691 240444 310209 355551 185756 +met_083 427724 275794 297876 657461 454355 453499 320645 2948 398887 361530 478463 441540 477827 357630 467254 485773 226842 485187 747139 426199 667505 269391 510618 539778 792428 594783 271420 246821 474493 368888 816092 266475 241416 520474 888629 515905 459826 302085 475355 320619 346346 294890 456264 409226 380644 409610 480749 85752 394395 390287 341140 307996 592540 317101 223877 117219 336294 410017 265898 317420 394861 276984 135599 126384 135679 338237 362112 294923 264701 277308 128309 236969 113674 133649 260489 452269 323078 241908 141546 270175 307367 299946 372541 490113 161607 252743 322259 289260 356238 209787 250977 189789 107639 272599 228495 252460 137900 301024 277988 177589 77028 124076 224926 133643 116568 155782 206100 154820 +met_084 2146369 813650 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355302 34805 132384 312706 628706 591088 457170 560421 86927 NA 740435 156068 319052 689666 464080 544643 155443 483456 392549 585699 211875 373814 63678 739832 527881 890490 344661 1005035 509103 808385 835096 272327 689235 359562 556128 106061 500866 122967 88508 423559 207522 488734 445894 436231 274258 278781 236566 220453 1027837 233015 334970 754726 176912 75952 387467 166441 493955 352876 289977 47393 410282 269523 658630 320968 343207 737456 410302 59383 265859 197416 349345 198660 171037 250661 315370 48930 281771 170571 163952 110000 204407 228319 292236 +met_086 971949 1614846 368356 1628172 3244652 279540 572433 2726 435191 452277 915087 1613511 2326319 797681 1168103 1231557 257867 887179 760931 869119 3011253 689608 1808605 1069205 1648705 606125 220902 529622 829089 969005 1539241 760695 848858 2320581 1294843 766475 200598 939229 943730 760434 907761 445498 371523 667730 583126 496614 731364 142369 10991 829856 1251987 1065528 468600 629796 1246803 486994 343725 646307 1379653 776598 1178728 466834 854524 217358 535155 174760 296792 793376 426410 403497 302318 572481 509493 637030 503467 351180 1046810 458108 381259 601356 869955 96257 393684 139095 104331 359997 460735 312751 356222 311484 281561 541115 59438 210317 572395 192357 454988 1047600 342338 392372 223793 138848 302764 323145 171546 83421 226707 147710 +met_087 175432 129591 135720 179441 450798 160662 242362 NA 207986 181323 209130 282650 333038 91420 380139 223580 NA 98235 222896 186155 507974 54845 189827 275350 153976 78176 5370 54788 68025 170736 87354 131220 176870 249246 290195 114149 91084 157503 85982 241767 167035 138020 72672 102338 114257 40665 189181 10770 89926 128447 137661 196801 153237 100272 258551 11323 59794 269566 130187 146469 160540 138144 88782 3400 115048 214755 89218 159212 142856 72996 38529 173922 63866 155292 145517 153302 229408 48761 101431 129207 71628 43620 32368 135363 43641 83110 126428 35612 169792 96252 56012 146398 44448 104416 206400 75640 79674 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1615646 1059774 1888272 1981032 2544954 815277 1084081 2050065 1265062 1250972 1648773 1309405 1133453 480176 1351170 2113117 1380145 2058986 1335497 1731497 1122884 806724 1577665 1893012 1714548 1565901 1800084 1199215 673270 1782902 827930 922991 3698071 1394086 1862637 2630630 960803 1720175 1574497 1349333 1381829 2076052 575536 1514541 5494032 2010867 1473853 1499688 883056 1717235 622519 1770559 1738630 1310437 1183795 724557 1939521 1366756 317612 832840 979118 931704 1326853 853461 961892 1144621 +met_091 3951874 7370628 305105 3672597 288835 410788 384800 66641 77540 NA 4140064 950309 2543407 2803087 367570 1833503 497944 344716 1514237 4200099 6065165 1348016 593194 647065 NA NA 950773 5123257 2332860 3726471 14996434 4500386 1105540 416317 2252126 20697234 150105 8499549 2965834 803335 3478144 121858 59625 288346 303527 4824029 378550 478019 4434449 3361938 575071 178738 111398 1142241 2262486 541090 406282 138102 1644606 2880750 172636 449761 8766 3313334 2210672 980659 NA 92981 2414553 297234 1760229 126911 17562646 NA 1876505 3177295 3754807 NA 5709321 2362465 NA 1839242 10171553 129309 671350 5322435 2083142 1546649 26809244 2062201 10659039 NA 93555 155940 NA NA 848242 23940564 128764 1850944 670327 670519 103830 106104 541638 100128 53347 1384794 +met_092 5207310 5000861 4260290 5010785 5617064 7707684 5821153 41736 4209295 1167107 5043799 2474470 4099332 4685389 6168059 3642819 3140084 4053013 3698801 4412084 9087214 5383955 6731758 5332804 2981005 4452590 10284943 1471764 4915952 4639929 18983958 3419508 1064982 5408091 7564638 5054243 1403182 5750807 5840943 2899717 4125222 1322770 983049 3297690 2725387 2231962 5476933 263503 3199564 4107699 3101419 4060073 6232875 2125535 1390412 3270130 3943098 4057380 3037099 3754778 2113616 3910511 529591 1775707 3675519 4398498 5873994 3711999 3319688 3044038 2630560 1811163 1144687 2322637 2730292 9035800 3981687 3800442 3777947 3339205 5260481 5887561 6189834 2594627 843320 7100259 1313729 2734055 4270202 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796807 3987798 1823028 770040 2555838 1178526 435916 1231494 1408554 2390755 1616588 3590749 2332931 1097159 1021206 1171670 3474799 1865044 622538 2013568 2065482 3806933 1006136 950871 804492 604206 1138285 1058431 2838268 3204413 +met_102 10474724 18640156 9398818 12886582 10029602 404122 13887842 4523 2970811 2191610 10419660 24457520 15933423 8548424 26053729 8769578 137522 7466798 213388 10167723 1087050 6774950 109288 8239664 561019 6963656 68282 22158681 1784650 10101200 1831972 3703818 5449038 10830484 12702568 5024566 7677038 9275615 8080 30706485 9600308 16796258 835237 4794538 10060908 6719203 8742100 5566052 7224729 9166544 15796056 2225353 2959631 10655009 5515342 26440 296663 9580922 7813548 8883286 4239757 9318863 6168775 8521 17239758 138115 3544793 10557742 7788944 60076 4343124 4381509 14604653 15103355 6771077 7175549 6437693 933468 17495733 7410651 8318855 5036179 1782071 5238686 3788355 21365 19994461 2959924 6113241 6833029 1058905 7905401 7969378 11191873 10917774 6856042 16000537 1788695 12464220 6369951 3468169 6413892 8617999 14001840 12554414 4584226 15132406 5798575 +met_103 3038778 14193917 7884431 8467244 4791608 5419343 7739715 14716 5931174 6227393 3158096 9981878 3477652 1210851 2488671 3288352 1328222 6489935 4977275 3058017 5550481 2930722 3551620 7843444 6247961 2919396 837715 923772 8510941 2893996 7413022 1511557 10515620 4396182 7548310 2778862 4293948 2135677 6709445 17695990 2728922 2320772 1748006 3588390 6268035 3388469 3546667 575799 1874812 2599158 2366620 2223432 3065515 3760704 4250450 1537301 3269603 1884664 3186768 2676759 4740682 3360723 1890952 1333556 4282757 2437706 4242677 3448659 2255406 2219518 2488255 7001739 1053513 3727167 2216831 11146096 6598371 11419599 1652485 2216659 1550371 2458285 4365534 10530571 497195 3776148 3096812 2300228 3181050 2074355 8719387 1846325 2247449 7641709 2162142 3728097 1374523 3692619 3450453 2072358 576496 3045713 3447958 1664055 2536040 2129666 2070735 1582002 +met_104 1412908 1698846 1196489 1494334 2781797 7628559 4544074 NA 3319179 5031977 2496155 3539222 1580251 1091267 3153361 4199392 1257060 6002057 5316779 2789978 2883601 2516364 1849538 5604429 2579540 2087949 1023990 953262 5944523 2766852 2502641 2327034 9231105 3671542 4049005 2066506 4158248 918541 5529651 7318566 2728445 1643155 2798724 1519221 4670158 1721368 3922807 731655 1121066 2467939 1355536 1552355 2410306 3219073 2456800 1583501 3260358 1821908 1062135 2446421 1974808 1494826 1692802 1153312 1948898 1079904 1998289 1177663 1053291 652984 1285081 4140644 685953 896366 602373 2715429 998320 2085301 388158 791967 528570 652394 393978 1288961 717578 607605 1887230 318038 749493 912558 2494536 740476 797783 752892 1813333 1209404 675236 438924 774860 728744 283281 1233185 219075 745177 1032992 2217710 439491 1187853 +met_105 12793419 23535415 5344558 20982120 28603692 12613245 2105851 NA 17896560 3273597 11654374 8053253 19077140 6718561 2125404 20436336 1561579 4345459 13572127 11096877 43456706 29050074 4039518 12844173 5515698 3693486 1675219 1778334 14110683 10980791 5723130 2468088 22765367 21807244 26191263 2174708 9968311 9455273 11742901 13674507 10102691 26735420 5446256 6860083 8792188 6882331 4058995 864977 9905729 9377076 9190570 7238562 9074498 11920193 6219582 2432861 4382472 4146521 16494470 8851715 15667875 4647054 2524653 4475693 2027567 5397137 18037533 4318924 9698270 4765807 5352799 10759203 2628835 8088165 9318567 9488186 3413383 7490570 6629679 9158994 8237636 20034342 7003374 10919250 1203445 15833338 3282196 7383811 11448944 8368154 3485556 6881496 4546484 13294326 2721520 14345510 1658543 16300387 12903263 7872453 2941299 2126782 13153041 1597338 12279232 3375221 16960658 4206774 +met_106 561083 251794 988646 993586 1082292 544028 482220 292549 729939 3096237 562671 454545 506657 770250 231489 1173873 284818 967486 373105 546727 454256 521907 6518 465878 1344684 684010 6174 158257 1296234 496902 407582 1833652 5795 81322 450301 479471 3981317 255719 286557 493690 516410 1033241 18188 115631 462403 NA 1321324 710212 71417 498318 109296 450752 1120516 201769 246269 206818 546895 342009 398993 483822 180275 892482 187882 444773 241782 54860 423583 100924 473596 461916 868297 1156708 227223 156518 469387 335408 27191 865315 83815 447614 403960 649910 1200658 1276946 67878 1066444 106858 336559 85424 434147 163495 463186 1429550 198076 170206 128685 152415 2623 185380 392053 115329 682683 487417 317608 67265 511166 137348 399312 +met_107 201582 75410 95388 223372 299101 576764 328772 NA 193337 268202 179759 392882 274922 NA 115736 36052 90324 276254 212282 189272 142054 171324 165306 301091 480057 198236 NA 4221 382700 182721 358989 12438 201540 322952 52636 25559 176565 17162 86193 202267 144552 63397 115468 52602 391431 54720 121582 NA 29665 141500 213104 66684 359238 64145 180454 NA 217455 255074 378585 162391 87821 176146 20257 36925 6203 262054 255942 420848 151634 52791 30697 154052 NA 166229 114644 204447 118902 646098 NA 138880 45920 162491 171430 472754 NA 389655 101701 228612 450240 142415 79067 154946 68627 195301 64307 208891 3210 42905 98563 101516 NA 128307 120150 10855 120630 228377 58521 87268 +met_108 3611050 337281 1568496 829839 787242 1184795 1382222 NA 200938 729889 1080156 1081094 141312 1178130 7147341 44857 732843 110684 113797 810384 1255280 127231 956735 354295 1293048 707058 433284 845693 543469 716759 700772 979416 820758 709255 1852263 32010 127736 2812608 10064 393720 657528 639572 892471 758360 341676 100966 214990 18945 161975 645484 928350 270958 1176416 267300 88930 275130 805771 1738257 95137 728854 147464 223930 261243 49451 1007337 857047 1618812 2407238 3274776 514652 1615173 1152733 767664 8086876 3798948 2185760 6553555 46318 7021342 2349035 1688759 2143951 11726529 2373218 1223659 1111505 4464462 1916635 1237563 2632954 1239801 6734170 2053650 1820519 2090701 1281098 2321166 3041016 4801228 2316764 456626 1043066 430170 5699919 3120767 933288 3381137 2187363 +met_109 28704630 33586179 24692441 28786031 33702648 30944680 28399727 2656016 20383142 43557757 28591838 35548272 25334421 23782385 33496403 27502756 21304507 36008666 31066457 28168027 32541069 28514582 26973491 31448100 34659066 28767624 25600071 15859089 27835970 27390922 41203737 20498119 24452585 19528858 38827573 19668360 36226070 20834484 23959078 24861056 26613170 19267218 29521876 24702382 22611875 27200384 24013133 8211817 19321158 25053327 21309585 26111146 22752518 23678180 14152377 18368970 20070120 25344880 23708432 24308059 21954805 17310020 15790465 18113923 15887568 21212232 24847089 26846871 21379272 16591716 20216215 26495026 9555821 25623659 22300532 19302590 32540833 38044859 18732489 20874060 25502870 19077479 27777050 38317810 11205446 23184858 22056757 19844415 20832666 18822607 22767829 20416588 14459562 18594833 20083706 24380208 11525928 16313321 14407791 17369758 14005534 14258891 13852000 11087898 24969299 15806268 16899211 15920144 +met_110 935810 216794 1250664 961929 322675 358002 748600 1860981 1018669 502991 684506 319659 372075 435408 271584 134703 303433 660710 497665 545837 562326 294841 768892 810960 1051193 334380 415293 274518 1024104 541427 301845 328083 257992 599182 440881 228402 425882 556153 473391 796559 433075 637036 502610 252290 878377 318451 806407 240703 431264 364408 432337 490946 495207 557849 481367 240800 239131 552620 296097 325675 299775 538890 129963 202343 159717 524611 659238 837602 401479 347983 286154 405225 113652 522101 168009 185467 508620 217008 189382 300949 181027 293385 593884 707190 86552 667494 119244 290894 850008 307178 409093 223301 101862 205697 38427 209271 69666 182736 247482 273165 123847 387771 325480 44799 104296 295313 155240 212170 +met_111 1043674 783394 569047 2884257 2457038 2025231 2245847 NA 576988 636282 1109803 511108 1986572 950755 453817 673562 345902 1199314 673490 1088285 1650159 548818 673318 1350162 1955525 740092 273505 467277 2262955 1064977 2870714 199436 422478 991340 2525718 798722 179006 619100 874665 3040034 996244 329299 679032 733260 2162571 528686 219519 138708 740267 940086 736191 703043 1639741 433247 2081907 705395 1089016 1249615 789518 854281 424305 719392 258294 813349 666412 1123188 524519 910137 742428 1482493 1050502 1019270 846205 398868 409318 832274 122817 1372087 902737 753444 1261485 1138611 1159395 680881 111575 2005973 748730 797783 815843 601216 897182 1159520 207899 606512 1051255 493530 299954 651714 315358 558515 255169 338669 832857 218229 649477 415127 1274096 494555 +met_112 6419071 2797128 4299074 11909792 6115103 3096009 8035572 NA 3259089 6395447 5049944 4099603 7256757 5080926 3738872 2566634 1719671 4297409 5324570 4873112 7648125 1910687 5439846 4340784 7283405 3178504 1547866 3074074 6191537 4916409 8943211 1784458 4200543 4136622 7786416 4378240 2608290 2992852 4462941 9689440 4286272 2686538 2745539 4160961 7108278 2547671 2212921 992136 3451416 4253840 4661221 2464180 4009317 3451266 9045261 2681403 3260592 5840008 2611730 4002414 3128586 4061269 875155 2993219 4222945 4810052 3599437 6386359 4087475 5853004 2845191 5015241 5255266 2977940 4272008 7251435 3019276 3081894 2290972 3841186 3298124 3942297 7512978 3936963 796120 7537291 3841541 4596420 5044950 3496643 2341361 6304734 1369143 4345921 3364143 3282371 2017426 2744678 5320910 3371583 1340912 2186105 3792760 2150395 4931386 2886649 3159267 2835997 +met_113 1351348 1546452 704498 1178543 1910776 2419982 1730728 NA 1518760 1292032 1333917 1256258 974162 519797 2540508 976266 328769 1916054 1273384 1345103 2028673 740657 1759018 2037601 1797824 1183570 281005 210403 2013482 1157284 2890251 473682 1397064 922962 1608440 785419 836119 552727 996652 1314640 1080507 941223 1069492 492963 1146686 413720 1146636 106708 428730 1153669 682704 1685395 1027646 673104 762161 230163 984144 741438 962147 954327 887638 721180 215275 364352 353548 991113 1975188 1308883 919371 525484 489779 945717 86415 409383 910262 1155717 1527056 1552890 374555 863254 831837 632228 1534291 1054678 104907 1181832 570191 1181392 710672 765250 157618 799343 352504 730991 12561534 1127759 317084 828816 772629 761105 256288 491981 517417 208846 2334220 563581 849860 654635 diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/input-batchcorrection-sampleMetadata-customSampleType.tsv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/input-batchcorrection-sampleMetadata-customSampleType.tsv Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,109 @@ + injectionOrder MySampType batch +QC1_001 1 lot b1 +HU_022 2 echant b1 +HU_076 3 echant b1 +HU_166 4 echant b1 +HU_114 5 echant b1 +HU_190 6 echant b1 +HU_139 7 echant b1 +HU_096 8 echant b1 +HU_058 9 echant b1 +HU_031 10 echant b1 +QC1_002 11 lot b1 +HU_039 12 echant b1 +HU_087 13 echant b1 +HU_143 14 echant b1 +HU_162 15 echant b1 +HU_102 16 echant b1 +HU_188 17 echant b1 +HU_095 18 echant b1 +HU_062 19 echant b1 +QC1_003 20 lot b1 +HU_063 21 echant b1 +HU_011 22 echant b1 +HU_074 23 echant b1 +HU_122 24 echant b1 +HU_142 25 echant b1 +HU_030 26 echant b1 +HU_187 27 echant b1 +HU_167 28 echant b1 +HU_113 29 echant b1 +QC1_004 30 lot b1 +HU_081 31 echant b1 +HU_014 32 echant b1 +HU_206 33 echant b1 +HU_119 34 echant b1 +HU_033 35 echant b1 +HU_067 36 echant b1 +HU_140 37 echant b1 +HU_164 38 echant b1 +HU_193 39 echant b1 +HU_112 40 echant b1 +QC1_005 41 lot b1 +HU_097 42 echant b1 +HU_056 43 echant b1 +HU_195 44 echant b1 +HU_135 45 echant b1 +HU_159 46 echant b1 +HU_070 47 echant b1 +HU_038 48 echant b1 +HU_026 49 echant b1 +QC1_006 50 lot b1 +HU_098 51 echant b1 +HU_115 52 echant b1 +HU_137 53 echant b1 +HU_019 54 echant b1 +HU_073 55 echant b1 +HU_168 56 echant b1 +HU_191 57 echant b1 +HU_040 58 echant b1 +HU_046 59 echant b1 +QC1_007 60 lot b1 +HU_103 61 echant b1 +HU_015 62 echant b1 +HU_053 63 echant b1 +HU_121 64 echant b1 +HU_183 65 echant b1 +HU_199 66 echant b1 +HU_042 67 echant b1 +HU_075 68 echant b1 +QC1_008 69 lot b1 +HU_203 70 echant b1 +HU_024 71 echant b1 +HU_082 72 echant b1 +HU_169 73 echant b1 +HU_129 74 echant b1 +HU_057 75 echant b1 +HU_035 76 echant b1 +HU_194 77 echant b1 +HU_145 78 echant b1 +HU_104 79 echant b1 +QC1_009 80 lot b1 +HU_177 81 echant b1 +HU_025 82 echant b1 +HU_080 83 echant b1 +HU_117 84 echant b1 +HU_136 85 echant b1 +HU_197 86 echant b1 +HU_036 87 echant b1 +HU_054 88 echant b1 +HU_085 89 echant b1 +QC1_010 90 lot b1 +HU_160 91 echant b1 +HU_092 92 echant b1 +HU_023 93 echant b1 +HU_124 94 echant b1 +HU_147 95 echant b1 +HU_205 96 echant b1 +HU_084 97 echant b1 +HU_120 98 echant b1 +HU_198 99 echant b1 +QC1_011 100 lot b1 +HU_045 101 echant b1 +HU_029 102 echant b1 +HU_069 103 echant b1 +HU_155 104 echant b1 +HU_106 105 echant b1 +HU_146 106 echant b1 +HU_128 107 echant b1 +QC1_012 108 lot b1 diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/input-batchcorrection-sampleMetadata.tsv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/input-batchcorrection-sampleMetadata.tsv Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,109 @@ + injectionOrder sampleType batch +QC1_001 1 pool b1 +HU_022 2 sample b1 +HU_076 3 sample b1 +HU_166 4 sample b1 +HU_114 5 sample b1 +HU_190 6 sample b1 +HU_139 7 sample b1 +HU_096 8 sample b1 +HU_058 9 sample b1 +HU_031 10 sample b1 +QC1_002 11 pool b1 +HU_039 12 sample b1 +HU_087 13 sample b1 +HU_143 14 sample b1 +HU_162 15 sample b1 +HU_102 16 sample b1 +HU_188 17 sample b1 +HU_095 18 sample b1 +HU_062 19 sample b1 +QC1_003 20 pool b1 +HU_063 21 sample b1 +HU_011 22 sample b1 +HU_074 23 sample b1 +HU_122 24 sample b1 +HU_142 25 sample b1 +HU_030 26 sample b1 +HU_187 27 sample b1 +HU_167 28 sample b1 +HU_113 29 sample b1 +QC1_004 30 pool b1 +HU_081 31 sample b1 +HU_014 32 sample b1 +HU_206 33 sample b1 +HU_119 34 sample b1 +HU_033 35 sample b1 +HU_067 36 sample b1 +HU_140 37 sample b1 +HU_164 38 sample b1 +HU_193 39 sample b1 +HU_112 40 sample b1 +QC1_005 41 pool b1 +HU_097 42 sample b1 +HU_056 43 sample b1 +HU_195 44 sample b1 +HU_135 45 sample b1 +HU_159 46 sample b1 +HU_070 47 sample b1 +HU_038 48 sample b1 +HU_026 49 sample b1 +QC1_006 50 pool b1 +HU_098 51 sample b1 +HU_115 52 sample b1 +HU_137 53 sample b1 +HU_019 54 sample b1 +HU_073 55 sample b1 +HU_168 56 sample b1 +HU_191 57 sample b1 +HU_040 58 sample b1 +HU_046 59 sample b1 +QC1_007 60 pool b1 +HU_103 61 sample b1 +HU_015 62 sample b1 +HU_053 63 sample b1 +HU_121 64 sample b1 +HU_183 65 sample b1 +HU_199 66 sample b1 +HU_042 67 sample b1 +HU_075 68 sample b1 +QC1_008 69 pool b1 +HU_203 70 sample b1 +HU_024 71 sample b1 +HU_082 72 sample b1 +HU_169 73 sample b1 +HU_129 74 sample b1 +HU_057 75 sample b1 +HU_035 76 sample b1 +HU_194 77 sample b1 +HU_145 78 sample b1 +HU_104 79 sample b1 +QC1_009 80 pool b1 +HU_177 81 sample b1 +HU_025 82 sample b1 +HU_080 83 sample b1 +HU_117 84 sample b1 +HU_136 85 sample b1 +HU_197 86 sample b1 +HU_036 87 sample b1 +HU_054 88 sample b1 +HU_085 89 sample b1 +QC1_010 90 pool b1 +HU_160 91 sample b1 +HU_092 92 sample b1 +HU_023 93 sample b1 +HU_124 94 sample b1 +HU_147 95 sample b1 +HU_205 96 sample b1 +HU_084 97 sample b1 +HU_120 98 sample b1 +HU_198 99 sample b1 +QC1_011 100 pool b1 +HU_045 101 sample b1 +HU_029 102 sample b1 +HU_069 103 sample b1 +HU_155 104 sample b1 +HU_106 105 sample b1 +HU_146 106 sample b1 +HU_128 107 sample b1 +QC1_012 108 pool b1 diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/input-batchcorrection-variableMetadata.tsv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/input-batchcorrection-variableMetadata.tsv Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,114 @@ + number MSI_level +met_001 1 1 +met_002 2 1 +met_003 3 1 +met_004 4 1 +met_005 5 2 +met_006 6 1 +met_007 7 1 +met_008 8 1 +met_009 9 1 +met_010 10 1 +met_011 11 2 +met_012 12 1 +met_013 13 1 +met_014 14 1 +met_015 15 1 +met_016 16 1 +met_017 17 2 +met_018 18 1 +met_019 19 1 +met_020 20 1 +met_021 21 1 +met_022 22 2 +met_023 23 1 +met_024 24 2 +met_025 25 2 +met_026 26 1 +met_027 27 1 +met_028 28 1 +met_029 29 1 +met_030 30 2 +met_031 31 1 +met_032 32 2 +met_033 33 1 +met_034 34 1 +met_035 35 2 +met_036 36 1 +met_037 37 2 +met_038 38 2 +met_039 39 2 +met_040 40 2 +met_041 41 1 +met_042 42 1 +met_043 43 2 +met_044 44 2 +met_045 45 1 +met_046 46 1 +met_047 47 2 +met_048 48 1 +met_049 49 1 +met_050 50 1 +met_051 51 2 +met_052 52 2 +met_053 53 1 +met_054 54 2 +met_055 55 2 +met_056 56 2 +met_057 57 2 +met_058 58 1 +met_059 59 2 +met_060 60 2 +met_061 61 2 +met_062 62 2 +met_063 63 2 +met_064 64 1 +met_065 65 1 +met_066 66 2 +met_067 67 2 +met_068 68 2 +met_069 69 1 +met_070 70 2 +met_071 71 2 +met_072 72 2 +met_073 73 1 +met_074 74 1 +met_075 75 1 +met_076 76 2 +met_077 77 2 +met_078 78 2 +met_079 79 2 +met_080 80 2 +met_081 81 2 +met_082 82 1 +met_083 83 1 +met_084 84 1 +met_085 85 1 +met_086 86 1 +met_087 87 1 +met_088 88 2 +met_089 89 2 +met_090 90 1 +met_091 91 1 +met_092 92 1 +met_093 93 2 +met_094 94 2 +met_095 95 2 +met_096 96 1 +met_097 97 1 +met_098 98 2 +met_099 99 2 +met_100 100 2 +met_101 101 1 +met_102 102 1 +met_103 103 1 +met_104 104 1 +met_105 105 2 +met_106 106 1 +met_107 107 2 +met_108 108 2 +met_109 109 2 +met_110 110 1 +met_111 111 2 +met_112 112 2 +met_113 113 1 diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/input-determinebc-dataMatrix.tsv --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/input-determinebc-dataMatrix.tsv Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,11 @@ +"" "QC1_001" "HU_neg_017" "HU_neg_018" "HU_neg_020" "HU_neg_021" "HU_neg_027" "HU_neg_028" "HU_neg_032" "HU_neg_034" "QC1_002" "HU_neg_037" "HU_neg_041" "HU_neg_043" "HU_neg_044" "HU_neg_047" "HU_neg_048" "QC1_003" "HU_neg_049" "HU_neg_050" "HU_neg_051" "HU_neg_052" "HU_neg_055" "HU_neg_059" "HU_neg_060" "HU_neg_061" "QC1_004" "HU_neg_064" "HU_neg_065" "HU_neg_066" "HU_neg_068" "HU_neg_071" "HU_neg_072" "HU_neg_077" "HU_neg_078" "QC1_005" "HU_neg_079" "HU_neg_083" "HU_neg_086" "HU_neg_088" "HU_neg_089" "HU_neg_090" "HU_neg_091" "HU_neg_093" "HU_neg_094" "QC1_006" "HU_neg_099" "HU_neg_100" "HU_neg_101" "HU_neg_105" "HU_neg_107" "HU_neg_108" "HU_neg_109" "HU_neg_110" "HU_neg_111" "QC1_007" "HU_neg_116" "HU_neg_118" "HU_neg_123" "HU_neg_125" "HU_neg_126" "HU_neg_127" "QC1_008" "HU_neg_130" "HU_neg_131" "HU_neg_132" "HU_neg_133" "HU_neg_134" "HU_neg_138" "QC1_009" "HU_neg_144" "HU_neg_148" "HU_neg_149" "HU_neg_150" "QC1_010" "HU_neg_152" "HU_neg_154" "HU_neg_156" "HU_neg_157" "HU_neg_158" "HU_neg_163" "HU_neg_170" "HU_neg_171" "QC1_011" "HU_neg_172" "HU_neg_173" "HU_neg_174" "HU_neg_175" "HU_neg_178" "HU_neg_179" "HU_neg_180" "HU_neg_181" "HU_neg_182" "QC1_012" "HU_neg_184" "HU_neg_185" "HU_neg_186" "HU_neg_189" "HU_neg_192" "HU_neg_196" "QC1_013" "HU_neg_200" "HU_neg_201" "HU_neg_202" "HU_neg_204" "HU_neg_207" "HU_neg_208" "HU_neg_209" "QC1_014" "QC1_001_b2" "HU_neg_022_b2" "HU_neg_076_b2" "HU_neg_166_b2" "HU_neg_114_b2" "HU_neg_190_b2" "HU_neg_139_b2" "HU_neg_096_b2" "HU_neg_058_b2" "HU_neg_031_b2" "QC1_002_b2" "HU_neg_039_b2" "HU_neg_087_b2" "HU_neg_143_b2" 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1666427.33988977 1004253.3295445 674528.955383271 834239.221505881 1234789.7318291 741392.880609547 161292.306643301 1587484.10783621 308275.89974379 4383001.41804118 1757407.563014 1357396.38659822 5560070.6874909 107863.643505138 NA 912430.261828198 4985759.70754324 1949562.78021474 4258206.97571243 1611843.84586971 806548.438092981 936692.831389326 1959979.77225689 299179.687472651 1157461.3989634 3113121.20629743 2654340.88535823 1616300.23108706 NA 265872.04480127 1806211.61056395 701177.037984812 1698619.4941964 910788.596160386 1075186.28026224 148318.138787428 1323773.85570399 1493514.1258369 1624500.67287462 4895663.88151516 1734999.18192543 3796491.6227334 5692387.68425877 2423985.98788058 1239421.43263197 2798191.81420242 1052624.68168328 303944.945180659 4089407.39891433 736911.481964469 1897492.3016465 366689.638425409 1301689.55680529 3265271.52420551 797360.463495392 3895654.30808391 1557909.93171011 344057.76405268 1543482.89302654 +met_015 529458.619988772 495036.941329857 281080.916192286 1005231.3472559 880525.304313829 474257.342981324 413739.841372801 NA 416625.463732812 491913.727701207 524194.137158541 704910.490402123 418706.991292945 576099.138249659 1935027.61605427 21254.4063282977 NA 337825.051894781 1010296.03452311 501849.476933716 1041632.04844655 82672.7223663106 990929.022037204 684182.767173983 601117.008327457 419833.919385959 NA 64489.9013066341 18922.9425279657 548438.05419246 1301104.62194316 311637.429261772 400356.387078147 1418282.74966085 1030570.91130408 360523.597330471 135539.410471399 284367.170931066 682385.695744897 245865.257913198 527222.45992207 205882.538818473 497330.19457958 327001.483898672 588770.02719376 364065.743247184 255185.249523841 NA NA 542611.369773165 273105.871989176 1642073.21025122 410339.019789765 NA 82910.9909289859 97041.8548303656 377846.143649046 397130.281121622 623695.501474941 506217.390394149 327121.396308575 285836.715770459 81508.8189953141 NA 350590.114112736 736195.630773545 1149396.01880679 431567.888589194 513858.972304564 418313.452334391 180157.65574264 345203.008729499 189952.615782566 417873.93483512 575525.388811945 332940.496000638 520170.731899033 60877.6279505304 211038.651923654 524787.670310421 271796.860841707 269103.227507003 273264.292556722 1027822.13472102 100459.182751578 108557.088458484 763317.121721107 491868.17425664 1147549.91377612 501343.994798637 1224816.19681426 415645.561062133 64666.2582859362 376315.090903388 1281458.17725854 978140.622198296 36419.8596526614 537207.953192374 504171.053349797 557704.52500672 35694.416863633 469677.110595825 3615.76145811209 180801.882696336 742323.117526482 508121.457671656 522648.952763088 514078.378289401 +met_016 2261006.82236912 3217885.74693034 1472285.00657083 5932170.10731837 3185261.86251954 615128.578868965 2621158.93359211 19759.7729794841 380248.207380955 1213776.76725214 2304646.58336891 2760578.27270082 1300307.94692543 2581587.894673 6467193.73695289 3057099.60973302 953553.502022519 2492273.92296165 2125023.80059426 2263164.70083646 949787.998314931 5299028.67265199 366235.992497697 8037317.70285592 9216918.69591018 1228573.50181887 354246.724194343 684140.709114361 1969090.16022889 2273181.76171613 555084.247409951 1780906.25703327 1020673.33030083 2090489.28863649 3706024.39894417 988357.990781182 291960.187531956 1651878.9276004 2525016.96173698 1132866.44244134 2282153.56713268 724034.949254305 1261950.95945116 788545.208136719 6330627.01694867 1225049.37817267 7655932.60926507 1307931.23367561 2622103.26062346 2341490.85978569 668246.375845999 1426015.60405375 1675357.48333513 1371155.81762858 327263.071225525 344165.953239807 1884543.95918143 733003.501750467 3646002.26146248 2317326.48404083 193085.763648154 3295565.08103403 1345915.42789872 891947.04908786 881908.366834644 2539078.85567954 3741561.07118204 3194969.55186593 2071124.3045081 1291699.55310497 1368000.72275099 1218231.23938436 840008.79862559 392691.095313368 2007793.14828837 5838845.90178574 523710.591633684 5593184.6702624 634273.637585765 2355940.27119377 1672397.74456006 896229.821218319 3318121.50889044 3246964.68501211 239796.496507639 3385292.48391934 945825.109801808 3351819.86253658 4998449.18366241 2174103.2318378 1472305.08430844 2032646.00592078 555108.774998643 3447892.59887747 5293061.74025668 1684492.45385022 1634474.03613492 1570375.89667523 1653286.96847577 2582498.34424934 546093.482741857 2587738.53962076 2732386.77443516 4652061.80452205 1936254.86893419 1037611.07548103 912437.668568051 2074764.61972837 +met_017 4821103 2435403 2318732 4245753 3748189 4349935 4689943 NA 2451934 3331274 4202823 1370470 1761558 1754097 2700769 426851 1421552 3508482 1312895 3480628 153921 640917 4404841 2251667 4439211 3342751 1543974 1098969 858681 3440833 6434298 1877831 602319 195656 151869 2383960 2486404 2254876 1908070 705181 2902467 1052946 1271786 2219297 1805955 3250971 1844215 495613 1812866 3086559 1835313 2882274 3433802 2034058 3943305 1112063 3043290 3146250 1149854 3119954 1959167 2538248 931529 1334514 2458891 2782916 4005410 3855724 3184232 2002086 1822977 1588408 519939 3609550 2113979 4260220 7162992 2063593 1974086 3128563 2511623 3723824 3208944 3304203 292819 5146262 2436561 2378318 2980413 2487889 2835818 1141876 1331599 2511176 2512983 2690201 1226346 2457264 1783679 2374533 578362 1931922 7306894 751094 2056881 2013244 3440995 1986099 +met_018 3189068.13824707 930278.040048712 3062182.5787137 3512210.22604092 5198487.14740168 4731980.83767569 6677081.00655291 NA 3399554.4437436 6502242.96432166 3020125.77694267 2335979.58273115 3124412.82337732 1971158.25455437 4396736.21111668 3779262.76399297 776533.55123391 3792432.9450736 2427323.42168661 3053107.09514829 1599290.08505887 1394834.02465643 5136391.97451523 3760931.46204017 4574484.31919117 2547681.54482059 284027.611580559 49618.8725487234 8890434.27319509 3184816.59251059 3693128.32431839 913227.536350302 4642247.80940707 3778942.76516404 2937119.12727546 2792298.05522566 1518143.53125639 1420596.07422274 2360516.07881831 7264654.51021365 3151789.44507766 2664486.30249075 1508714.59571527 684521.904667005 6480063.99478949 486448.152528935 5529879.32596103 4752.87573136388 1018527.07622864 3332848.96865841 2992000.01059951 2110269.94288927 5046718.09856548 2828571.5738874 5788507.26489658 1350745.27507381 1024520.74882811 1407682.10235773 4681298.30939501 3082848.82289657 1971685.82194117 4563852.5869271 2247143.65410527 1008180.28410104 1349574.55029033 4794711.34265834 2230110.96924608 4109627.64125026 2729135.94836036 1507082.86513225 1519129.73827135 3810937.01605552 717388.937443973 3907022.14564106 3875714.92797184 3496113.11061276 3278083.66058667 2630875.08139341 1877462.10682681 3250583.80260673 2124685.60543689 7119022.66882412 4436705.90568128 5816354.50210551 399415.289827066 4685341.72125829 2035697.96817302 2649298.61578368 4558917.09939268 3033865.5371605 3723159.80045571 2271273.90973341 1315275.3896764 1867975.77477958 1998979.51177184 3834736.62525006 217585.929840466 1745179.95207796 2522061.97095888 3007639.95712717 1164987.18366678 3642048.85520513 3154151.86451505 268993.007429348 1308089.74614091 4815408.23883786 2019810.15494969 3269913.03666126 +met_019 3897653.38971062 1352811.18621835 2067043.08384845 9891292.48483335 5141111.60615796 6854992.31016711 6793826.87266572 NA 1512383.46586352 5893717.70784188 3813047.24735281 1719915.46957392 6461206.50732416 2525303.50222824 1418423.74923515 792687.914362612 874997.448695442 3221627.37437223 4041190.66860259 3772826.83025173 5984431.12263333 3049184.36469462 3111824.84157115 3885436.78692186 7239399.10425002 3289422.14224206 869410.115300195 1471225.18049236 7158668.29305888 3909829.28184535 9253532.70844886 1107045.00838947 2802885.83567237 3424275.18349068 6869336.71626878 3075394.74409809 1398709.17202965 1851725.32676902 3744361.13785684 10685987.4226928 3814577.66782458 1765956.18772971 2639703.04961551 2568710.64237482 5496393.4366589 1813480.00873909 746274.269033505 605843.614903063 2333816.19084483 3937965.97115663 2954904.45321536 2077575.87495583 4698611.73452563 2126746.01181295 8266022.70395572 2483832.52637292 3593086.61282779 4667700.62752581 2701008.84312066 3841490.57838103 1729449.0741807 3003785.76674061 638145.675565263 2566933.24870883 4218873.44263096 7617553.07253054 3402969.77525401 4623526.76272761 3729282.72501438 7342620.00813203 3011453.82834838 4587715.47583569 4562460.08003945 1949388.74492262 1604502.45123766 9303191.8206926 1383409.17379352 4584394.09179467 2482278.89660077 3921635.98922499 6358775.15817 3692632.69292923 8496813.15066293 4797232.7949376 659665.434302325 9404952.25595775 3362259.21281736 5778631.09772256 4547328.45040819 3885352.33672929 3317817.34537726 5055656.13447211 1030716.61681454 4285720.98448145 4186602.46587189 2989511.55383628 1333794.39866849 4386320.71330555 2686058.38600045 3912333.2744824 1729212.30462625 2237100.18546689 4418748.29357153 1607581.72921911 4491935.31332922 2698594.36537475 8584592.67956446 3774479.43401431 +met_020 380460.662530204 545043.809688284 428060.63092774 628969.873202076 725429.87466462 1077126.41728487 1719848.61604982 49295.9572323184 685060.521232811 338701.433412276 444971.923414127 521972.238827728 349231.554914656 194457.915761107 795623.49103355 1554089.29785085 121885.861776506 414502.517085271 1179981.11696259 428335.787186172 882406.982516911 347257.755672827 399700.077615497 787982.643923043 316945.28930176 343978.159871503 66646.6193578285 90652.7571298145 453568.325191447 444724.914941863 734400.337495777 324914.642858664 805735.394651856 1390800.7572855 540357.391170123 296668.087819409 653439.971668872 109098.127941938 1105897.09807873 1147235.53342694 372106.225659587 154112.029274189 471610.078652277 115855.070920421 664278.606254665 234973.768302979 495177.973958203 66989.0624080028 112147.429502614 460770.920287776 217064.816833352 675394.732597931 362866.474495026 272112.86247148 265425.824130158 119649.914938069 757028.691671476 625030.160145377 371092.42079731 547226.923559283 268278.699258314 321674.196117464 143406.819262747 169236.950986558 165240.404152451 260832.746766526 470012.882648704 131007.07351727 240511.864777452 193020.222990609 223645.337186303 315616.631295092 168261.897472301 330145.931609031 255342.134602234 866000.82097745 459566.752785138 444475.754945979 236939.554098071 287467.777747412 423535.780999503 368637.815927329 129698.867830011 463151.298810215 106714.554752985 395838.496305391 566430.631232052 328161.23489477 284917.987981237 395804.933587855 559234.11075959 211544.396656032 219021.369017209 418200.165586387 703095.470064642 469101.546046875 339424.652946772 296540.975468291 397137.027545414 425384.199243966 151792.24324229 611923.970005419 476317.204651986 312828.499800305 191898.130289251 884031.804926983 823896.972797341 542959.132329054 +met_021 544395.063036637 457583.423964441 238149.711962312 1098780.06154983 936356.950003889 505641.277987247 481231.916575154 NA 446326.548731241 477084.551974982 532365.747382305 688787.41900836 401580.541961547 644960.501980169 2048386.47477181 23503.5090498123 6612.79561286682 335627.952916975 1132384.06363148 536504.032162794 1152525.85151867 66804.6030981732 988915.033913575 663381.366539849 654471.172312522 473635.795450179 4091.10898788827 98788.3967375868 27371.5466732553 512641.407543922 1531262.75858915 316443.553187286 444916.191677483 1433628.24342794 1057527.63113824 381383.1268355 185044.804066609 313303.539311042 805902.349772003 244823.975379045 552788.674783904 200408.462277306 516631.371493922 396937.988566926 634612.261935163 352331.894391746 282275.218552416 4323.80824676051 NA 551428.270739642 338387.834929822 1741565.06438245 424672.891427297 4637.72103447745 118026.216674003 116668.664753012 442195.485597974 457196.07522785 610791.998797998 570169.864082036 325515.503445489 275949.713461391 125602.579838509 35140.5833768946 439822.741588247 661354.770045084 913575.207088308 487132.55182237 463860.899479115 419870.84975637 193604.085611706 294185.246656632 173950.88422037 384375.536782964 502810.526341134 331922.252809105 536233.572169708 18929.7444697866 211505.856359293 536923.027249265 301502.570589574 187492.075077537 247043.934663221 852664.917265638 86600.8817709459 71009.4666229194 791368.803261011 553068.491927806 1028957.14647291 595013.37263808 2341040.28656172 426071.439350868 55261.1840255577 407311.185798424 826854.500349706 1183911.47207 112652.563369825 600105.985427598 564365.142260229 573629.281876729 46624.7282334128 643962.531481922 NA 26885.5126583707 468745.72776051 528696.691742251 540684.06634708 481066.575987173 +met_022 544077.651139656 822914.596176267 814417.877393707 367221.970187314 410976.420926772 112602.651495342 253129.195397263 NA 307559.92142082 177571.762580103 482232.474414016 1010970.96434718 359187.510667535 358014.892665059 172748.397386334 197066.860702444 80460.9777875907 2473476.78742414 312074.448928389 505706.831781882 768826.67251867 795658.6691447 652223.32248486 494309.947497758 272099.35956161 259429.223661286 113566.43088544 495404.694123108 473158.576028736 509437.649178146 694125.988394637 171621.149985714 197313.115949933 600918.306960209 559544.104022623 323488.382003759 61806.1184873077 398541.691474507 425876.666190441 334581.402132516 505229.39927194 552623.285922353 999291.989057668 4119215.34390167 400758.5861508 933930.275846996 623549.066897212 47034.9869538633 107300.033418218 544329.494538898 164043.937846926 379802.895869542 1503788.55936316 271400.546466944 46113.8080811862 341211.634050901 2323468.55805459 391385.431883543 221804.197791903 475910.055973526 313186.005294841 550873.101221294 39629.7952473015 81013.5062758282 1157809.61463423 1369091.12974675 1116905.6609068 304945.006541613 559282.338724759 629385.541733208 314062.71593035 91059.1086909299 571846.76785269 275061.146994552 372943.272111538 381043.485078595 986889.22620308 3592027.39857342 352769.890112544 507837.167592554 146270.741268245 174804.578952807 1277614.66212208 294314.711370799 88855.367292181 719316.707587499 1143463.81059807 215028.776512652 2085227.13533808 517238.313522229 721487.521681997 440917.198158734 76560.9411653242 730741.406932885 516106.040127178 455756.151970404 1259519.57646548 772686.159151635 576552.194196359 552496.726181275 134389.733754802 175072.368537704 317821.72434349 1105046.40207872 463063.425707931 704981.419844904 844442.148741467 488265.038649675 +met_023 1010654.40402613 2517437.72953248 2528089.50984 1856290.62116976 1908716.48071379 1033048.94627065 1094242.31254035 NA 1121539.33934192 1247871.19796693 1157423.37447724 6383220.53891933 469942.626689717 874536.97392185 632570.000797207 895646.657690885 73578.8319228479 1121319.88566802 5802794.25628624 1189930.12844222 794972.7898863 929972.222359883 290388.651757604 3561032.37739808 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57502.4659936368 43699.0837085922 92442.8763161118 101010.834865604 194413.68823886 83072.522925317 NA 176857.625848002 58264.8766057323 87340.1187250742 23852.310801538 109666.578119042 129113.698647099 11812.8106398011 91847.6116348365 203142.641617085 59769.2117730581 126805.858298275 NA 59146.087777914 121855.327743216 239514.66780143 100786.441751669 126615.18677986 355133.145153599 71201.5702454826 26331.628577063 20477.1402564392 2992.03385405573 114683.908618971 122264.246673495 88235.1817974785 5187.3755941303 60247.7406392878 128174.413624588 21119.5587752994 NA 49084.211771061 21303.7523410375 66909.7063368837 505865.364238396 NA 107747.983241364 121416.755799045 2381.49734633994 346308.49146098 NA NA 71804.11372203 65582.3696958618 263084.881606371 133484.088085302 114862.179694519 127004.840706984 445773.14079657 78483.8820608656 47493.5330032803 90848.7670620243 13726.3911008546 76118.1632978099 188050.373909029 92470.0840076939 115946.9088983 NA 2026.50968093655 82220.8989282233 167729.260678228 7220.37084017026 38129.7864690536 210746.748697004 103748.200371686 +met_045 19546588 18395020 11935035 47835836 21852002 11688609 12122494 39784 3906549 93626069 18704700 10073492 16404007 7854911 37070468 16824194 6520356 6507394 770611 18732002 29108071 8652821 14875738 37536317 19298981 17719633 3963091 5974990 16081530 17330000 33706376 1064425 3148574 43259440 17211026 7415602 198017 8219899 7904564 24385218 16837455 6206683 11417257 6683408 12747755 22901213 16544987 2544399 9375222 16072409 20451005 17981653 20387454 7454357 6338548 916097 4053585 5858357 8430478 14527586 14365282 4813205 3819220 1657599 9653718 25209232 23617369 10813753 12560529 6907040 5826783 10145154 6992931 9158773 11009736 28404061 2038723 10249415 8928648 13013417 12321845 7965524 14635607 20738058 2447664 8330660 9840889 7732335 15196753 9937921 7586473 6890522 1835999 17672299 4943751 4708055 13271317 8958894 117606 9616583 2738562 4736424 6919346 14090850 14539768 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214992098.534968 377847426.755097 289878114.176437 220121294.861714 235108172.589423 165098274.987771 177973763.853288 298923054.506179 224548999.171659 311454112.63323 295323067.918253 259874627.18212 185243333.857123 178573031.738247 256228287.896186 145366371.867039 298773162.752934 296783005.780204 351840731.616052 246897129.19726 426396924.06014 148949668.060712 280753499.119689 145593913.840241 231679837.815121 434915101.180222 170189192.431326 100075294.817796 361462504.703628 233671452.056102 272129406.578202 265528393.0969 271612963.820075 405107973.67047 215358013.980854 207681293.947235 265570194.749545 224838343.133752 305661686.231061 235528150.205653 303707127.491713 280249073.686981 298615290.812873 208567176.997485 251878709.266332 291912187.251942 247391354.641997 331917570.134021 274741906.023219 502808200.787889 270684748.756448 +met_047 840050.457887697 400701.514224266 168085.731011586 1556033.39986252 1324896.96725389 3365148.01240911 4983680.07104642 NA 874432.482149454 2154214.00831687 941876.624528012 775495.031541292 673101.393276869 272544.723586544 1103822.69884074 105984.815391831 216448.077165354 2230641.12813539 579355.347543631 1005929.49698317 979111.102470136 124416.481826805 1159205.0735271 1506739.10549219 3189160.60975602 1806504.97868543 139612.253191597 52386.7035682354 1813985.00400746 819035.046218433 4027228.11198144 227586.49935546 1283478.07877277 903467.987652998 220085.009026913 531803.943316847 2132985.01823786 369522.033496401 1064065.42605435 589017.491820765 934059.557655971 172181.876873326 882458.278473882 460049.035049899 966800.742635746 800507.284838185 365660.060272929 24195.303445845 274006.498157476 892697.55149921 795983.325893115 1618704.94841386 1273404.05034815 486233.796228119 380792.103985893 138937.831875908 677803.662562022 1900336.9482197 1221302.11272231 976094.119925966 1293009.1864395 550112.478281424 196084.818014036 298290.84764384 227925.731569465 867575.933452986 978224.750143395 884056.959810643 802743.573596009 759298.345509729 286900.253418186 600042.746097936 85906.3500195155 1742767.63581513 418023.497383931 1726544.02602895 999457.168824184 2723084.69691474 444377.495153722 873641.50740681 534917.031010639 559454.341448613 985205.877924709 1303523.44830691 NA 2414038.02642317 597433.924063208 2298853.51887236 2058423.16034106 896023.092855524 1942411.83708894 530937.284826265 403409.396298642 1832025.32066013 531128.614448813 3104394.88933885 146718.785317482 449282.652423731 1072123.88628863 1124646.69878179 211971.392110781 782901.303281416 2159484.3518059 138076.419364063 629260.680279705 956572.439067101 66213.7869983923 728951.238827932 +met_048 240957.190722653 156980.020172149 110791.822609995 338727.351702483 77433.0854485737 559855.922717964 663646.718477668 NA 148776.528959855 362322.075092577 204992.903528332 273342.15877003 399925.836541905 39391.299700686 80897.2275017666 173678.889758347 92759.3168525677 409127.568769047 167620.497802401 228941.610723045 174202.320072809 211543.680642428 163825.30283826 225630.353487189 242832.481475897 196714.003139366 19541.6862774957 6328.0675868197 219966.436373116 210514.069822698 283466.621693577 34640.7842190637 326760.549393896 668897.87755637 118769.879646077 51350.3749165711 120663.713041293 47630.7831051111 415556.09346401 144027.772173344 252482.843363615 50236.6750537125 155823.710684027 128426.129249619 199811.658230433 242169.48801487 117308.002252849 NA 111241.481206052 215081.978622115 173566.246685717 184863.80726124 476834.357946212 97344.7163014495 192387.011416015 26791.5046737685 134027.640944733 311512.803959328 190811.432242206 239384.873126308 29766.8245823353 137518.763140468 4089.88101155944 48467.4839390827 21707.7887105572 252427.954719035 364292.273085954 356911.686306052 202398.805958023 138268.808733765 61466.4701734175 300935.055043866 16559.2901433413 187187.471440722 101421.33272414 275323.496878322 535643.542717349 338822.048539576 8628.67846319179 231508.637953535 106820.303915349 356298.66201208 505464.907386396 632766.870943206 2230.37251278788 420161.960793634 76534.3139386057 147058.510603343 870868.014438869 222718.990859336 691021.184300012 470765.667961785 34082.3035591554 626638.886688271 128984.752661198 103547.083513377 6230.24903219474 121362.628796491 229180.031791296 228313.788804827 8074.08491629961 242410.419952144 430763.18848488 123350.777980046 402759.027275407 360616.775160121 127001.937990385 228241.999471836 +met_049 7353829.92602082 803303.511251271 NA 439553.010297129 42439237.3048515 73000059.5761717 23022002.6585898 1703968.84424696 733433.121938992 142040.364920617 7471619.56226249 549861.7734647 26311132.3643945 67268.3651499787 7050.77430173465 35283.3208319297 5273255.41249589 6258992.54609874 123303.801923465 7320958.98714415 8194.97613158321 10579364.6052156 25873854.2828898 1058935.45530836 26511202.4823306 9875284.74054441 1623987.73734412 1195967.36469818 13047989.377176 7319294.18636275 2920394.04227294 1193658.87209249 419076.534249134 21493688.1281943 137214.668055824 183415.910481369 10685778.6362767 51017.0125665426 883322.417386003 2012203.33497139 7232806.98526305 381696.450779382 34378.1142598622 692953.695411187 89519896.3754906 301346.607937918 28873351.5975071 4281.6388601064 664515.403659337 7776097.1312788 3450233.19345414 NA 2136117.83132744 2952123.45457288 7688770.24891376 9819.2666838959 35157854.3618208 15810352.2254938 5447306.92881872 6920557.71250231 NA 637636.048930935 NA 1635606.4394931 512418.396643562 5276443.36058539 5963073.25460535 12950044.0864539 6988948.06073265 893075.049219096 204461.368997304 2332433.25151238 79851.0799542069 936507.106217963 82992.2479542522 313181.038580603 277571.366278653 85269194.5182606 301761.69100155 8618802.73363884 95055.868273808 2193940.43594964 478506.20817081 851749.495203909 13201.7572747005 98748367.8471276 6877.71036010893 36665904.7504419 35849873.3125741 7373431.04817102 34791611.5858109 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419695.33486857 66881.3462641391 977477.84414582 154474.935037378 202826.38127298 961134.404315289 177855.969191021 141726.254946627 330715.429910035 19714.0215212878 214583.531418191 248167.789607944 19998.7904593243 222689.531157242 213054.431401496 544464.383612027 108167.564162133 206181.904367727 21320.4852352146 489608.082666705 479292.972812626 95945.6426201523 183671.686904313 147914.630351904 264816.475380202 96494.3013356801 307188.915129668 372898.417106129 31918.1675634717 145212.259187844 339089.750846239 724506.9526978 334821.902006325 +met_072 183806.342079217 89648.1746216891 129586.088129748 422385.017831793 513516.395907175 767137.306534623 324204.161262438 NA 116012.226687276 645679.625531921 248621.018072642 304265.34803215 403453.455363975 105543.264418666 314314.929472055 315118.008548866 103654.997773676 178621.617990249 395877.383885298 215325.197421846 258087.123763798 81975.9766041141 323769.843506551 311796.876952531 324271.573983145 277941.469844941 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897534.57821386 288344.687020174 2975610.68334469 1229271.16333887 1327587.23810098 1387555.41393671 1047889.53422985 6264615.44907611 935263.511602511 209648.348483169 4283131.97930825 3096871.786365 584679.583633969 2907496.64888378 619889.912650968 1389580.29932316 1399540.69982984 3404702.97407197 2398461.3980123 2301260.25600563 533215.105824989 315309.059518747 846593.568733793 2773384.66136999 1850585.09497394 1401417.31216544 1281583.69486307 30303.2210238652 2520093.88774222 941278.421543383 1005033.99721433 2405613.94488181 3179733.34946406 502375.103659848 611061.609203505 1818424.52151544 1399691.87233854 696953.677962189 1977397.39465172 851959.308646051 280532.836747977 832520.538865161 1633100.7307123 1898343.75594558 1420395.42231599 +met_081 302805.934339317 198268.110356067 508780.368626825 26013.7393118613 49235.7760988675 50823.6488256171 11782.7414731473 NA 17346.8826187513 5845.18177310912 279022.45157333 132623.606701876 133673.498689374 NA 518186.925767248 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221567.035439131 431586.444710143 8880.53801633617 105625.940071322 6879.61268666415 253797.68668466 1430978.27614384 55661.5622876469 679368.851749934 157846.119238671 14832.0042387536 1149146.87035326 29605.349699632 69517.1998969656 2440892.81435987 308628.62098272 70695.0216853404 89477.6955032979 659457.838110551 112806.382253783 43899.7325329574 110411.387956553 418015.219303301 146288.334941198 40587.0228320363 322193.577158025 347653.807594148 94151.0415671175 47526.6735340501 688071.892792621 102352.587158494 178719.106162974 10398.6434564243 272045.205433086 +met_082 335820 38185 143437 676162 889040 971358 770773 NA 562169 527857 325434 67565 105855 314576 269507 629427 234820 611221 994602 298716 993592 331307 819151 1125036 849481 625426 177300 NA 971682 279127 865103 228315 742011 NA 243990 153883 526853 432373 207985 520444 239544 92204 313549 365333 875425 358634 182934 NA NA 267574 384247 561433 696678 300817 370111 253930 466799 467352 606943 230511 562880 105531 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298671.198276473 256249.389149052 399592.119689275 361274.594389735 338795.191472946 367616.448254614 435108.265985572 78271.6868947275 363050.663039898 362276.591117789 319217.664604072 290399.991771016 562598.899555644 302993.005644574 215399.271870995 113690.88532319 328904.204410123 404481.646605152 264647.01381884 318812.615379121 400294.811641733 283468.879502722 140120.239200256 131889.099084178 143015.044238447 360183.731435886 389639.954488149 320724.990224729 290985.777803656 308220.392030133 144221.95570918 269423.406891437 130758.702876459 155574.734707736 306921.345817873 539512.76834608 390287.734094569 296011.436766899 175488.084156899 339469.739444202 391504.22987442 387406.452764711 488053.787600288 651462.109779484 218014.974114667 346160.087928398 448247.535269292 408756.413527642 511603.406791658 306300.676854067 372687.269667132 286743.783303265 165532.17413033 426885.120308903 364526.265250104 410496.1285927 228640.011188027 509185.867803005 479969.388977488 313148.785804567 138795.681206006 228593.846011672 423969.569955952 257894.092838902 230446.749928205 315729.858958826 428559.372002787 330552.147993284 +met_084 1586223.73397367 603218.233724442 1039664.66875421 1336491.21006042 2098068.87354096 2186591.83717174 3122187.71098696 NA 1568069.66426025 2923556.87518794 1539853.93851536 1449741.63652538 1892044.56970272 766597.752524585 868482.42062711 2132406.61222431 510854.985038913 1951915.03412423 2326698.07311378 1647979.53661189 1347469.8707442 967019.826304132 1703587.41055447 2274214.30649625 1743286.8314767 1284260.20832479 258821.522097706 404259.736459925 2004826.2056637 1490099.78500955 2575924.86404597 807993.807805688 2006228.19449597 1852035.04965689 1356768.7205114 1305978.74076454 1220287.31952254 997090.851083892 1357412.04238461 2472315.54313975 1614954.08949353 802374.124336859 1063940.77017024 1008525.98504383 2830588.89748004 686174.182533472 1178947.88288179 250803.008065538 1457875.52441996 1640504.88725525 2159771.40850613 1419419.80225219 2159858.969382 1981565.13742231 4260192.13213954 1041734.05232463 1318328.37824323 2596877.94073541 1727144.39261462 1557839.99299476 938175.530766688 1626359.90961402 616227.507071332 449025.624265825 685366.643356613 883739.324894012 1786628.3282443 1782494.70251877 1441155.77848133 1588082.20793368 1141704.40563427 2602713.12639246 503542.839618198 2527464.50060344 1977992.83038549 2313296.44251768 2365429.66014482 1511657.87571084 806265.513091982 1716736.30799622 1431935.88435279 856712.406211081 1273319.61991103 1518436.28339906 280976.708754515 2036179.48970519 1103984.74601602 2209100.69598736 2304386.72697207 1533310.05416524 1490734.16844253 2066778.0993009 764043.265877034 2636713.59983725 1794166.72305958 2546623.47986866 1093609.15028956 1603853.64442092 2401835.22736959 1827854.6669052 660157.429431202 2497470.85189658 1579197.10908408 600051.015330059 813995.599060062 1543401.42787065 2062903.45704993 1352001.28103063 +met_085 485305.713796081 113374.576756088 173908.274174162 680084.908653724 842624.651931713 401954.262376303 641426.406280863 NA 220950.737496989 799327.403950651 509660.913291497 341628.501856658 1003291.93698417 146087.676039225 446561.02178908 184030.571380669 239797.955784593 191928.830075187 661012.666168852 486163.372314444 81309.029736508 63096.5623650373 1614161.86096076 546682.379704561 1203554.1417024 285978.627087475 28106.8124464964 107275.064861868 254303.821765427 513190.409766574 484349.77746209 376117.62569386 462981.535104919 72122.8762405188 NA 619936.518829922 131295.722232269 269741.358639035 586069.768134643 396465.286661839 467849.194530996 134285.488250822 420110.167527886 343190.039145886 515273.40996906 187609.373030457 333220.328048447 57155.0966938127 668764.575878107 480649.084732283 816839.543984204 318535.985339668 935893.345579615 477683.154811726 764788.458084076 797338.528668671 262501.02521973 670848.588186786 353401.46615717 551941.775333207 106285.408205287 506776.977681639 125616.620193642 91284.958017834 441054.904585089 218180.992444511 518822.114943625 477965.014871938 472204.849485675 299818.403518265 307812.83080134 263841.640790283 248382.203967945 1170013.75218859 268018.180108623 389362.162653407 886667.186570188 210092.3472121 91187.1940106482 470362.810830494 204327.018553695 613317.113958483 443218.942981742 368490.054475502 60941.2282962989 533929.862368477 355036.879073088 878349.465601189 433420.281831502 469353.325733779 1021531.70425011 575795.148718484 84440.873511191 383130.472107733 288377.859530301 517367.107677456 298332.740914076 260500.933723977 387273.957387239 494366.338434242 77837.0769926238 454964.326508472 279604.49696268 272899.643541671 185958.8662874 351034.581304827 398400.122471037 518237.86743277 +met_086 706071.154060074 1169719.34254175 266111.016039498 1173381.12553656 2333189.66806834 200617.421001346 410102.16762445 1950.0074410367 310909.506312044 322777.566888062 652540.498664118 1149913.55379478 1657345.26564075 568232.498186632 832212.17724829 877742.164126443 183895.694854279 633220.074650944 543702.166789257 621831.346663572 2157862.82741096 495071.466440321 1301080.5869397 770942.813317901 1191819.94419157 439381.821947663 160619.1173484 386355.014532751 606945.301910954 712043.907975014 1135595.79684352 563595.993040348 631736.732413642 1735181.43054305 973005.777244634 578960.928535136 152346.815037025 717358.333031613 725057.617273878 587825.803071508 706193.19824248 348871.878218432 292940.391908779 530244.311669187 466479.041271683 400316.743567347 594244.854427832 116639.087772855 9083.21705796267 692144.127900184 1054531.49777193 907061.810968971 403555.527256857 549269.29164658 1102986.17368765 437415.362541631 313448.234836861 598231.295634868 1295811.65523689 739951.065331355 1139185.59773373 457619.981251462 849683.980538895 219261.442333455 547784.140371507 181562.646391228 313054.703957764 849912.644344986 464093.919772824 446342.665322824 340028.075627124 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224785.314982887 126283.506467159 64419.6966661603 4446.44830255133 45589.1652690723 56888.839607604 143520.146660449 73815.6994114806 111479.573126253 151088.826438278 214114.244830249 250729.668767004 99208.488242453 79642.6555248607 138576.369039701 76133.9657998515 215484.79783855 149885.077877731 124712.907676846 66137.3626873529 93826.0342036053 105554.190092932 37863.4423709673 177574.338893587 10193.1000900656 85826.458939816 123626.336381494 133587.762362518 192459.083590221 150893.410318906 99322.8330603218 257428.88839326 11333.9308789248 60191.1191984258 272989.279094218 132677.180137248 150260.914028848 165827.751855038 143702.010386926 93021.0339783607 3588.5441384188 122335.242594937 230087.821171637 96321.193732546 173222.075098019 156646.934269244 80678.1944481282 42925.6879842744 195342.48438844 72321.3572146009 177314.630158041 167553.671795147 178025.047828465 268711.111487844 57616.463936392 120919.773348822 155425.967528471 86954.5565949913 53447.9887405126 40037.3367292991 169053.253410038 55038.4700535131 105864.439643486 162684.259111456 46300.7035602892 223092.088668303 127832.845078914 75209.5088807512 198784.233483975 61045.4314364947 145085.549156358 290220.471451161 107656.280210869 114811.530918273 523313.365985681 169010.204446685 150083.040311 63103.5875359216 136841.958149501 75742.3462357972 26909.5939914595 108306.521058793 156136.929116422 231544.77745666 144591.424405918 +met_088 1114156.10844461 718962.434703991 251169.755693155 2430966.15744992 771935.303694082 500878.108207795 1506532.21606952 NA 260003.887477074 1193923.07210796 1063550.99794682 733833.757082309 481311.958165321 2038122.90237624 729304.130362747 672943.036858587 351460.073363752 1281410.2455841 3049080.96794124 1122272.03337669 1662091.44944421 1966742.526825 2131860.0994331 1202189.74831586 893982.58112865 1158051.41917858 402108.223598413 214276.484634403 2290672.64733941 1086455.37737022 1049989.6023926 303745.419466866 443333.459109463 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4258206.97571243 1611843.84586971 806548.43809298 936692.831389327 1959979.77225689 299179.687472651 1157461.3989634 3113121.20629743 2654340.88535823 1616300.23108706 NA 265872.04480127 1806211.61056395 701177.037984812 1698619.4941964 910788.596160385 1075186.28026224 148318.138787428 1323773.85570399 1493514.1258369 1624500.67287462 4895663.88151516 1734999.18192543 3796491.6227334 5692387.68425876 2423985.98788057 1239421.43263197 2798191.81420242 1052624.68168328 303944.945180658 4089407.39891433 736911.481964469 1897492.30164651 366689.638425409 1301689.55680529 3265271.52420551 797360.463495392 3895654.30808391 1557909.93171011 344057.76405268 1543482.89302654 +met_015 529458.619988772 495036.941329857 281080.916192286 1005231.34725591 880525.30431383 474257.342981324 413739.841372801 NA 416625.463732812 491913.727701207 524194.137158541 704910.490402123 418706.991292945 576099.13824966 1935027.61605427 21254.4063282977 NA 337825.051894781 1010296.03452311 501849.476933716 1041632.04844655 82672.7223663106 990929.022037204 684182.767173983 601117.008327458 419833.919385959 NA 64489.9013066341 18922.9425279658 548438.05419246 1301104.62194316 311637.429261772 400356.387078146 1418282.74966085 1030570.91130408 360523.597330471 135539.410471399 284367.170931067 682385.695744897 245865.257913198 527222.45992207 205882.538818473 497330.19457958 327001.483898672 588770.02719376 364065.743247185 255185.249523841 NA NA 542611.369773165 273105.871989176 1642073.21025122 410339.019789765 NA 82910.9909289859 97041.8548303656 377846.143649046 397130.281121622 623695.501474941 506217.390394149 327121.396308575 285836.715770459 81508.8189953142 NA 350590.114112736 736195.630773545 1149396.01880679 431567.888589194 513858.972304564 418313.452334391 180157.65574264 345203.008729499 189952.615782566 417873.93483512 575525.388811945 332940.496000638 520170.731899033 60877.6279505303 211038.651923654 524787.67031042 271796.860841707 269103.227507003 273264.292556722 1027822.13472102 100459.182751579 108557.088458484 763317.121721107 491868.17425664 1147549.91377612 501343.994798637 1224816.19681426 415645.561062133 64666.2582859362 376315.090903388 1281458.17725854 978140.622198296 36419.8596526614 537207.953192374 504171.053349797 557704.52500672 35694.416863633 469677.110595825 3615.76145811209 180801.882696336 742323.117526482 508121.457671657 522648.952763088 514078.378289401 +met_016 2261006.82236912 3217885.74693034 1472285.00657083 5932170.10731836 3185261.86251954 615128.578868965 2621158.93359211 19759.7729794841 380248.207380955 1213776.76725214 2304646.58336891 2760578.27270082 1300307.94692543 2581587.894673 6467193.73695289 3057099.60973302 953553.502022519 2492273.92296165 2125023.80059426 2263164.70083647 949787.99831493 5299028.67265199 366235.992497697 8037317.70285591 9216918.69591017 1228573.50181887 354246.724194343 684140.709114361 1969090.16022889 2273181.76171612 555084.247409951 1780906.25703327 1020673.33030083 2090489.28863649 3706024.39894417 988357.990781181 291960.187531956 1651878.9276004 2525016.96173698 1132866.44244134 2282153.56713268 724034.949254304 1261950.95945116 788545.208136719 6330627.01694867 1225049.37817267 7655932.60926507 1307931.23367561 2622103.26062346 2341490.85978569 668246.375845999 1426015.60405375 1675357.48333513 1371155.81762858 327263.071225525 344165.953239807 1884543.95918143 733003.501750468 3646002.26146248 2317326.48404083 193085.763648154 3295565.08103403 1345915.42789872 891947.049087861 881908.366834643 2539078.85567954 3741561.07118204 3194969.55186593 2071124.3045081 1291699.55310497 1368000.72275099 1218231.23938436 840008.79862559 392691.095313368 2007793.14828837 5838845.90178574 523710.591633684 5593184.6702624 634273.637585765 2355940.27119377 1672397.74456006 896229.82121832 3318121.50889044 3246964.68501211 239796.496507639 3385292.48391935 945825.109801808 3351819.86253658 4998449.18366241 2174103.2318378 1472305.08430844 2032646.00592078 555108.774998643 3447892.59887747 5293061.74025668 1684492.45385022 1634474.03613491 1570375.89667523 1653286.96847577 2582498.34424934 546093.482741857 2587738.53962076 2732386.77443516 4652061.80452205 1936254.86893419 1037611.07548103 912437.668568051 2074764.61972837 +met_017 3254293.34440216 1665903.19869495 1607138.24581532 2981494.86693231 2666417.48689976 3134477.5599142 3422723.4831346 NA 1834787.96351897 2523677.32261007 3222907.0538807 1063638.23970792 1383474.98942734 1393823.80518663 2170947.40371291 347033.326880065 1168729.05427065 2916402.92257831 1103199.93318471 2955931.82652454 132087.483593327 555654.148950128 3857282.76500541 1991181.4073371 3963439.79163599 3012534.97211266 1404199.38194934 1008396.6555009 794746.542966719 3211456.79370407 6054374.93432332 1780899.02865228 575580.307782375 188342.261922386 147222.509552027 2326623.06976217 2442239.27140403 2228392.20383433 1896591.19909249 704762.582252538 2915534.40484888 1062682.88798989 1289099.41414391 2258283.81409448 1844005.603313 3329240.2697306 1893152.39530245 509687.216849016 1866557.97480998 3179704.75347238 1890608.08321573 2967683.5617838 3533337.49672562 2091973.83003033 4053025.07851718 1142296.43151512 3124709.12527526 3230308.14788113 1181142.9473897 3208132.34097763 2017619.37580684 2619149.32031037 963499.31877851 1384065.86691051 2557908.01130991 2904549.1542395 4195370.23415387 4053954.60690056 3361456.1273483 2122522.64987396 1941302.43855273 1699462.0971961 559029.018388985 3900887.11158231 2296869.53383234 4654698.41098447 7871876.3766396 2281574.95177065 2196386.44160565 3503704.06309786 2831963.96653942 4228514.86197165 3670666.89117803 3808522.1021572 340191.134720304 6028108.56432051 2878511.03394668 2834671.17160336 3585064.5066891 3021273.04223012 3478017.18015441 1414907.27746867 1667650.32707325 3179829.6259009 3218772.13697444 3486941.77132161 1609253.31939291 3265983.85276515 2402352.89010592 3242436.04799689 801105.962496546 2715876.46185711 10431015.6477772 1089469.92649803 3033349.6947739 3020504.69463286 5255663.03193147 3090362.92969184 +met_018 3189068.13824707 930278.040048711 3062182.5787137 3512210.22604092 5198487.14740168 4731980.83767569 6677081.00655291 NA 3399554.4437436 6502242.96432166 3020125.77694267 2335979.58273115 3124412.82337732 1971158.25455437 4396736.21111668 3779262.76399297 776533.55123391 3792432.9450736 2427323.42168661 3053107.09514829 1599290.08505887 1394834.02465643 5136391.97451523 3760931.46204017 4574484.31919117 2547681.54482059 284027.611580559 49618.8725487235 8890434.27319508 3184816.59251059 3693128.32431839 913227.536350302 4642247.80940707 3778942.76516404 2937119.12727546 2792298.05522566 1518143.53125639 1420596.07422274 2360516.07881831 7264654.51021365 3151789.44507766 2664486.30249075 1508714.59571527 684521.904667005 6480063.99478948 486448.152528936 5529879.32596103 4752.87573136388 1018527.07622864 3332848.96865841 2992000.01059951 2110269.94288927 5046718.09856549 2828571.5738874 5788507.26489658 1350745.27507381 1024520.74882811 1407682.10235773 4681298.30939501 3082848.82289657 1971685.82194117 4563852.5869271 2247143.65410527 1008180.28410104 1349574.55029033 4794711.34265835 2230110.96924608 4109627.64125026 2729135.94836036 1507082.86513224 1519129.73827135 3810937.01605552 717388.937443973 3907022.14564106 3875714.92797184 3496113.11061276 3278083.66058666 2630875.08139341 1877462.10682681 3250583.80260673 2124685.60543689 7119022.66882412 4436705.90568128 5816354.50210551 399415.289827066 4685341.72125829 2035697.96817302 2649298.61578368 4558917.09939268 3033865.5371605 3723159.80045571 2271273.90973341 1315275.3896764 1867975.77477958 1998979.51177184 3834736.62525006 217585.929840466 1745179.95207796 2522061.97095887 3007639.95712717 1164987.18366678 3642048.85520513 3154151.86451505 268993.007429348 1308089.74614091 4815408.23883785 2019810.15494969 3269913.03666126 +met_019 3897653.38971062 1352811.18621835 2067043.08384845 9891292.48483335 5141111.60615796 6854992.31016711 6793826.87266572 NA 1512383.46586351 5893717.70784188 3813047.24735281 1719915.46957391 6461206.50732416 2525303.50222824 1418423.74923515 792687.914362612 874997.448695442 3221627.37437223 4041190.66860259 3772826.83025174 5984431.12263332 3049184.36469462 3111824.84157114 3885436.78692185 7239399.10425002 3289422.14224206 869410.115300195 1471225.18049236 7158668.29305888 3909829.28184535 9253532.70844886 1107045.00838947 2802885.83567237 3424275.18349068 6869336.71626878 3075394.74409809 1398709.17202965 1851725.32676902 3744361.13785684 10685987.4226928 3814577.66782459 1765956.18772971 2639703.04961552 2568710.64237482 5496393.4366589 1813480.00873909 746274.269033505 605843.614903064 2333816.19084483 3937965.97115663 2954904.45321536 2077575.87495583 4698611.73452563 2126746.01181295 8266022.70395572 2483832.52637292 3593086.61282779 4667700.62752581 2701008.84312066 3841490.57838103 1729449.0741807 3003785.76674061 638145.675565264 2566933.24870883 4218873.44263096 7617553.07253054 3402969.77525401 4623526.76272761 3729282.72501438 7342620.00813203 3011453.82834838 4587715.47583569 4562460.08003945 1949388.74492262 1604502.45123766 9303191.8206926 1383409.17379352 4584394.09179467 2482278.89660077 3921635.98922498 6358775.15817 3692632.69292923 8496813.15066293 4797232.7949376 659665.434302325 9404952.25595775 3362259.21281736 5778631.09772257 4547328.45040819 3885352.33672929 3317817.34537726 5055656.13447211 1030716.61681454 4285720.98448145 4186602.46587189 2989511.55383628 1333794.39866849 4386320.71330555 2686058.38600045 3912333.2744824 1729212.30462625 2237100.18546689 4418748.29357153 1607581.72921911 4491935.31332922 2698594.36537475 8584592.67956446 3774479.43401431 +met_020 380460.662530203 545043.809688284 428060.630927739 628969.873202076 725429.874664621 1077126.41728487 1719848.61604982 49295.9572323184 685060.521232811 338701.433412276 444971.923414127 521972.238827728 349231.554914656 194457.915761107 795623.491033551 1554089.29785085 121885.861776506 414502.517085271 1179981.11696259 428335.787186172 882406.98251691 347257.755672827 399700.077615496 787982.643923043 316945.28930176 343978.159871503 66646.6193578285 90652.7571298145 453568.325191447 444724.914941863 734400.337495777 324914.642858664 805735.394651856 1390800.7572855 540357.391170123 296668.087819409 653439.971668872 109098.127941938 1105897.09807873 1147235.53342694 372106.225659587 154112.029274189 471610.078652277 115855.070920421 664278.606254665 234973.768302979 495177.973958203 66989.0624080028 112147.429502614 460770.920287776 217064.816833352 675394.732597932 362866.474495026 272112.86247148 265425.824130158 119649.914938069 757028.691671476 625030.160145377 371092.42079731 547226.923559283 268278.699258314 321674.196117464 143406.819262747 169236.950986558 165240.404152451 260832.746766526 470012.882648704 131007.07351727 240511.864777452 193020.222990609 223645.337186303 315616.631295092 168261.897472301 330145.931609031 255342.134602234 866000.82097745 459566.752785138 444475.754945979 236939.554098071 287467.777747412 423535.780999503 368637.81592733 129698.867830012 463151.298810215 106714.554752985 395838.496305391 566430.631232052 328161.23489477 284917.987981237 395804.933587855 559234.110759591 211544.396656032 219021.369017209 418200.165586387 703095.470064643 469101.546046874 339424.652946772 296540.975468292 397137.027545414 425384.199243967 151792.24324229 611923.970005418 476317.204651986 312828.499800305 191898.130289251 884031.804926982 823896.972797342 542959.132329054 +met_021 544395.063036636 457583.423964441 238149.711962312 1098780.06154983 936356.95000389 505641.277987247 481231.916575154 NA 446326.548731241 477084.551974981 532365.747382306 688787.419008359 401580.541961547 644960.501980169 2048386.47477181 23503.5090498123 6612.79561286682 335627.952916975 1132384.06363148 536504.032162795 1152525.85151867 66804.6030981732 988915.033913575 663381.366539849 654471.172312522 473635.795450179 4091.10898788827 98788.3967375868 27371.5466732553 512641.407543922 1531262.75858915 316443.553187286 444916.191677483 1433628.24342794 1057527.63113824 381383.1268355 185044.804066609 313303.539311042 805902.349772003 244823.975379045 552788.674783904 200408.462277306 516631.371493922 396937.988566926 634612.261935163 352331.894391746 282275.218552416 4323.80824676052 NA 551428.270739642 338387.834929822 1741565.06438245 424672.891427297 4637.72103447745 118026.216674003 116668.664753012 442195.485597974 457196.075227851 610791.998797998 570169.864082036 325515.503445489 275949.713461391 125602.579838509 35140.5833768946 439822.741588246 661354.770045084 913575.207088308 487132.551822369 463860.899479115 419870.84975637 193604.085611706 294185.246656632 173950.88422037 384375.536782964 502810.526341134 331922.252809105 536233.572169708 18929.7444697866 211505.856359293 536923.027249265 301502.570589574 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361880.992467401 188968.30813673 114411.261753446 537550.494208668 73540.7375790095 116680.352962645 91417.7513374774 128516.523783066 126787.037053244 479000.913532186 142108.514089261 384439.726231124 1499273.46794089 241433.259744274 221920.482940962 602662.123600831 17102.10532827 326067.943358695 148179.578209412 252886.863436648 204584.900027829 335399.15150072 298184.539680372 2339324.86313315 100003.920619707 194020.922038754 563501.571018571 634458.590128565 43695.7000540082 323683.533122184 75889.7156529325 376741.62592659 88722.1823530852 176836.841613421 253450.012181671 38773.9231584259 176493.278573858 252132.765346788 465414.153909299 388207.622769262 +met_041 1895039.73340222 1341785.84793659 1457664.17702303 2212341.17665203 1501104.81423202 2428074.41570468 2247133.73478291 60752.8212657568 1234643.80710326 1278092.15612927 1897031.49523207 1375606.51139342 1675255.04042883 1226541.43253974 1631277.68569062 1436732.52613515 1359928.58361842 2445932.03690514 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2450480.41163849 1085357.95928032 1899854.38129753 1399980.72903392 2525652.96098586 3203320.49813049 1448660.73565729 578549.75509233 4308376.61249761 1799698.24380428 1841395.26596451 2072318.85195067 1888099.75880136 2653642.35234902 2568795.95975257 877129.129421236 2313763.9568804 1617538.09274386 2270459.98188261 1074392.45382531 1296615.09377952 1887149.41460136 1905834.30568235 1524846.87389573 1545467.56633575 2669803.15774402 1307547.42497344 2185092.35060545 2383800.00224969 1789072.69863945 1899679.77912485 +met_042 7031003.16886075 7572178.9398514 5740949.25512577 5858963.63046236 5450171.55655782 8625110.17559616 9756910.83348362 298258.766458085 21102425.4976848 5098763.61681273 7005797.92788008 11376559.0966923 4731531.75497175 2802190.52750336 2719818.9693502 8481522.51180185 2266200.41733205 10619332.6534899 15691555.1016724 7222259.05995225 7697159.70584781 9176141.8417223 4665205.7820755 9739017.84757587 8837270.92094443 3412636.63953586 1656915.00264622 5888971.47611431 10562430.0765888 6918515.29014762 3932728.56319346 3834319.44070194 8930066.84807478 5315832.52160083 12420123.0105744 3744947.08399389 5519797.56196026 2504630.05603173 8885847.18553208 15167785.7524081 7249216.0766447 4503650.77425467 4550363.54678378 9672506.00241096 15784745.6300764 4373081.0554914 6619452.99657202 1862001.62246154 3498317.14374506 7201051.00257591 4338579.22848678 3010507.84753796 9223719.09379421 12767618.9961261 8440069.06954553 8215325.62070774 11230930.1028349 3994103.54490441 4185303.98282054 7019555.07697265 5490593.10807847 4990748.1302578 3664309.83466982 3512558.91172221 9532542.04236358 5902319.0704894 9276377.4737376 7187556.83915196 6577404.16782817 4566872.17795198 4212387.43759627 19327350.2184687 2597672.26349049 7838924.97694404 5985142.30677785 9992924.98229435 4336546.64172568 19060710.3451655 5932136.11105496 7387469.90720492 6325675.80209719 8451474.99390326 9110399.86208233 7769554.19596814 1876041.90612235 7248725.90942196 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977003.10867522 606778.17895564 4502228.25892095 1102107.83548459 209918.129421122 465172.521838629 112488.683231258 1680914.30492495 1270243.50228166 618836.094718304 608176.648109766 1263707.40354036 +met_044 114024.966484926 242438.46986567 155700.013417913 55840.5243423454 303698.431930339 175046.29761582 101175.741454185 NA 155475.0532284 NA 100001.020955961 777739.580669798 182468.907605737 NA 194864.840608046 18573.9033883556 25059.7291809877 267288.529831127 NA 103678.688858134 598463.945611586 17366.4193328132 168796.769280342 NA 83665.0102572161 NA 22645.9413029959 13264.2417894328 172509.205660526 122955.067132443 479153.094828796 23282.3365085444 119397.632309982 210396.511017267 593665.274781295 11645.9344817658 NA 57502.4659936368 43699.0837085922 92442.8763161118 101010.834865604 194413.68823886 83072.522925317 NA 176857.625848001 58264.8766057324 87340.1187250742 23852.3108015381 109666.578119042 129113.698647099 11812.8106398011 91847.6116348366 203142.641617085 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10896158.9033667 12783522.5836465 7104690.65157432 6061209.87972421 10679121.6853624 7453411.21413001 9890744.831793 12054432.9382331 31551300.7189951 2299102.58649015 11742689.8372942 10400103.808066 15422443.0948322 14869168.9865295 9795544.03603526 18356882.5947573 26553352.2561049 3202400.19064519 11148276.7505136 13484169.5176708 10860426.1222233 21905292.585927 14719940.18862 11562492.8708276 10821737.2977406 2975991.9154014 29614413.9855502 8580575.15841909 8480496.99644925 24863696.9778598 17499436.3036467 240144.362325131 20588269.4027435 6167532.19109864 11262735.2246094 17445988.9750451 37853255.786893 41848973.5110948 11901003.9385278 130103097.097968 4081917.35808255 +met_046 272841576.7733 282724283.540879 257362643.413183 347345645.791204 262488033.207091 258150345.160086 355874802.597196 9548629.80686468 195958832.928019 128607279.852831 285176325.728859 340399579.817773 243285403.372989 221899510.214254 454025880.048574 252270222.492537 112669272.601032 307939072.354269 300490417.531419 285183969.995183 379425706.950049 165384200.681924 517692189.621809 451427613.380544 203537683.467533 172450800.539093 65653962.5046915 111904173.951328 453068229.709485 282125179.788227 253490153.381404 185286695.687657 290573468.864473 408556869.372545 362954013.950761 105306970.564675 191998628.23823 238370744.348788 309879913.367117 309355205.595706 277229780.35036 225721143.525558 195921233.162759 87132361.3889471 331029081.997463 163476962.448989 199171379.829233 66060486.1802818 189654210.132671 282062595.723303 225184244.330004 337860833.187817 272459810.374944 281294463.422557 252704740.513722 284531049.535981 197303078.865593 214992098.534968 377847426.755098 289878114.176437 220121294.861714 235108172.589423 165098274.987771 177973763.853289 298923054.506179 224548999.171659 311454112.63323 295323067.918253 259874627.18212 185243333.857123 178573031.738248 256228287.896186 145366371.867039 298773162.752934 296783005.780204 351840731.616052 246897129.19726 426396924.06014 148949668.060712 280753499.119689 145593913.840241 231679837.815121 434915101.180222 170189192.431326 100075294.817796 361462504.703628 233671452.056102 272129406.578202 265528393.0969 271612963.820075 405107973.67047 215358013.980854 207681293.947235 265570194.749545 224838343.133752 305661686.231061 235528150.205653 303707127.491713 280249073.68698 298615290.812873 208567176.997485 251878709.266332 291912187.251942 247391354.641997 331917570.134021 274741906.023219 502808200.787889 270684748.756448 +met_047 840050.457887697 400701.514224266 168085.731011586 1556033.39986252 1324896.96725389 3365148.01240911 4983680.07104642 NA 874432.482149453 2154214.00831687 941876.624528013 775495.031541292 673101.393276869 272544.723586544 1103822.69884074 105984.815391831 216448.077165354 2230641.12813539 579355.34754363 1005929.49698317 979111.102470136 124416.481826805 1159205.0735271 1506739.10549218 3189160.60975602 1806504.97868543 139612.253191598 52386.7035682354 1813985.00400746 819035.046218433 4027228.11198144 227586.49935546 1283478.07877277 903467.987652998 220085.009026913 531803.943316847 2132985.01823786 369522.033496401 1064065.42605435 589017.491820765 934059.557655971 172181.876873326 882458.278473882 460049.035049899 966800.742635745 800507.284838186 365660.060272929 24195.303445845 274006.498157475 892697.55149921 795983.325893115 1618704.94841386 1273404.05034815 486233.79622812 380792.103985893 138937.831875908 677803.662562022 1900336.9482197 1221302.11272231 976094.119925966 1293009.1864395 550112.478281424 196084.818014036 298290.84764384 227925.731569465 867575.933452986 978224.750143395 884056.959810643 802743.573596009 759298.345509729 286900.253418187 600042.746097936 85906.3500195155 1742767.63581513 418023.497383931 1726544.02602895 999457.168824183 2723084.69691474 444377.495153722 873641.507406809 534917.031010639 559454.341448613 985205.877924709 1303523.44830691 NA 2414038.02642317 597433.924063208 2298853.51887237 2058423.16034106 896023.092855524 1942411.83708895 530937.284826264 403409.396298642 1832025.32066013 531128.614448813 3104394.88933885 146718.785317481 449282.652423731 1072123.88628863 1124646.69878179 211971.392110781 782901.303281416 2159484.3518059 138076.419364062 629260.680279705 956572.439067102 66213.7869983922 728951.238827933 +met_048 240957.190722653 156980.020172149 110791.822609995 338727.351702483 77433.0854485737 559855.922717964 663646.718477668 NA 148776.528959855 362322.075092578 204992.903528332 273342.15877003 399925.836541905 39391.299700686 80897.2275017666 173678.889758347 92759.3168525677 409127.568769047 167620.497802401 228941.610723045 174202.320072809 211543.680642428 163825.30283826 225630.353487189 242832.481475897 196714.003139366 19541.6862774957 6328.0675868197 219966.436373116 210514.069822697 283466.621693577 34640.7842190637 326760.549393896 668897.87755637 118769.879646077 51350.3749165711 120663.713041293 47630.7831051111 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176069.730774265 600205.402558315 91423.2245611613 214050.23599157 268809.505899906 226010.508515167 164836.247041523 413782.65526447 56432.951797973 153943.8961654 96357.6673685218 419695.33486857 66881.3462641391 977477.84414582 154474.935037378 202826.38127298 961134.404315289 177855.969191021 141726.254946627 330715.429910035 19714.0215212878 214583.531418191 248167.789607944 19998.7904593243 222689.531157242 213054.431401496 544464.383612027 108167.564162133 206181.904367727 21320.4852352146 489608.082666704 479292.972812626 95945.6426201522 183671.686904313 147914.630351904 264816.475380202 96494.3013356801 307188.915129668 372898.417106129 31918.1675634717 145212.259187843 339089.75084624 724506.952697799 334821.902006325 +met_072 183806.342079217 89648.174621689 129586.088129748 422385.017831793 513516.395907176 767137.306534623 324204.161262438 NA 116012.226687276 645679.625531921 248621.018072642 304265.34803215 403453.455363975 105543.264418666 314314.929472055 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528564.486991671 461894.541792852 382956.541060572 546794.034408443 154630.007912095 716259.495046856 232410.999067075 258706.605619237 715416.857945324 307804.065457706 270880.828107514 434092.014738147 263323.936179642 430380.128500763 878603.768044785 1055152.44244212 130243.257168092 1013064.07004337 182537.019331596 449147.252328361 1323831.16093734 482583.86583938 648331.295727069 357008.865990431 164299.871621097 334745.844694145 63097.7324624238 346742.088956954 116485.345872499 308363.275047107 421510.220146948 469630.244071362 214944.539087649 679473.815523522 575874.754905382 80044.5334481536 188212.074199603 538318.614357879 285891.884100972 394813.373467562 +met_111 829000.28997595 621330.988744865 450740.709470865 2282077.67453648 1942259.22615969 1599738.15705569 1773016.86671848 NA 455251.31893667 502025.800582396 875771.501944033 403461.492354442 1568966.83957551 751403.630730766 358967.800839651 533331.136206212 274215.114572557 952059.984434005 535463.221190266 866726.591517779 1316679.62612104 438804.876083318 539543.133894599 1084498.49798105 1574773.63499868 597622.682446737 221497.369896048 379590.645665412 1844298.69664545 870937.442830778 2356166.75195693 164311.529003331 349459.801477914 823428.847301445 2107084.32750251 669378.01382843 150733.348803707 523911.746625199 744024.061805947 2599962.04012818 856833.824741266 284883.086861231 591043.736673909 642323.237630858 1907003.50488254 469450.994570684 196339.885602822 125002.9600286 672404.048261206 860929.784369575 679927.541258647 654929.477989829 1540739.95309163 410562.903519911 1989289.6989242 679559.976464001 1057930.49563655 1224273.21983297 780153.428304949 851459.59548852 426594.142639599 729634.719366778 264295.457609759 839697.679793717 694220.121072861 1180742.63583948 556486.258026036 974617.45493391 802529.952244419 1617802.85361309 1157452.28225789 1134009.02893168 950763.050806536 452631.049787301 469184.972536049 963758.139805117 143691.091476743 1622088.74186515 1078521.16384775 909801.613197758 1539788.40006757 1405057.03024695 1446597.07759849 859101.558136012 142383.112819682 2589391.88056521 977785.384695409 1054180.33235713 1090979.33590343 813748.203006604 1229309.49062481 1608619.81571132 292076.848877472 863039.358844594 1515390.49822307 720835.420170901 443982.812394315 977783.054388112 479678.805085766 861454.511172265 399179.581453245 537468.992122009 1341168.53297045 356665.05278084 1077581.84947797 699378.392150834 2180156.83550866 859740.908081678 +met_112 4538260.07332924 1997603.63759386 3101105.23740388 8676705.07693322 4499120.50413992 2300186.26663146 6028064.84593985 NA 2491991.86068611 4936389.92875914 3934368.63868677 3223602.52806592 5758560.31329564 4068603.841081 3020876.08310117 2092201.98947378 1414128.60450223 3564589.34919401 4454519.51899205 4111395.21282403 6506628.04141497 1638924.06694788 4704057.12477128 3783706.68101197 6398699.60280182 2814042.19687001 1380804.4721669 2762753.71246615 5605197.20586148 4482681.39654663 8211280.3603205 1649600.0418054 3908924.69185977 3874350.9274596 7338556.35476537 4151528.10101192 2487779.1011633 2870763.03704328 4304219.62588264 9393649.7874239 4176141.32094111 2629914.41305345 2699719.51441013 4108774.30717426 7046808.49106602 2534899.22779241 2209294.01128173 993612.490501395 3466629.03422472 4284484.51427465 4707978.58556783 2496536.33382371 4076646.32542001 3524390.53123507 9275598.64644259 2759480.08076153 3366878.58611063 6050319.56436356 2714865.54936974 4174949.54971015 3275325.72458992 4267918.90420684 923327.926460122 3170959.29947981 4492717.85645683 5139744.91372233 3863471.57733796 6886498.45100012 4428439.83785168 6371944.02729372 3112777.74911802 5514644.81005529 5808375.07378356 3308682.79888993 4771946.46729538 8144361.80783535 3409974.53680361 3500477.92909192 2617203.28223743 4414062.2820156 3812798.14081105 4585421.2045072 8793172.67675604 4637139.66088434 943790.950209665 8994466.91015319 4615134.45758878 5559998.73571828 6145353.55124427 4289798.20115878 2893421.75793062 7849317.9231938 1717519.10857095 5494016.27783925 4286547.30565284 4216165.66988365 2612752.98298915 3584586.08196358 7009045.08682862 4480360.79775925 1797914.42775286 2958118.63205771 5180419.78048592 2965412.74263722 6867343.34574981 4060369.23068331 4489646.44698815 4072790.12794517 +met_113 1008565.5752504 1158567.63903145 529830.796502162 889814.888535702 1448388.21917358 1841757.04389807 1322567.71170675 NA 1170273.11749264 999795.60192758 1036645.09275775 980543.484756615 763711.435143932 409322.220596871 2009596.78032114 775776.680204633 262459.955623623 1536763.6397872 1026146.72109141 1089130.8837249 1650573.81412147 605567.758060381 1445318.28337213 1682617.78861332 1492151.26331285 987383.80646001 235646.175796624 177370.54091637 1706438.13091351 986114.199693531 2476280.35702388 408095.520330724 1210422.14154099 804240.996639918 1409699.96479546 692439.380275386 741562.342086506 493209.987837817 894850.612050541 1187806.75778047 982531.920495763 861473.583014974 985392.332655452 457279.162538855 1071029.24363867 389141.615930624 1086237.1583117 101822.549704857 412116.995986363 1117205.58522017 666034.618948003 1656278.0882703 1017055.12392107 670681.845781125 764619.55232811 232557.596158996 1001461.99426945 759811.792469226 992902.332619325 991708.040046475 928839.397680866 759923.801127517 228428.464322441 389332.254437437 380456.756714177 1074125.13525503 2155924.49102891 1438928.10254248 1018035.38268366 586120.199558703 550305.983321682 1070444.71972962 98540.2137253375 470324.959918036 1053661.68418953 1347955.77809265 1794698.05572542 1839129.91193994 447039.267881417 1038365.31754997 1008450.35781633 772534.824283954 1889746.64026194 1309455.69768566 131302.851803826 1491241.59783436 725369.21239059 1515316.3946072 919122.079000583 997990.2905651 207287.048524534 1060150.0355142 471509.506822373 986177.685439062 17093346.8989243 1547984.63462982 439051.348344737 1157749.50227074 1088849.75286227 1082199.05099702 367690.017886928 712227.420096786 755882.247545083 307899.905156455 3473142.11220125 846374.452146134 1288272.54990407 1001712.70994295 diff -r 73892ef177e3 -r 23314e1192d4 BC/test-data/output-determinebc-preNormSummary.txt --- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/output-determinebc-preNormSummary.txt Thu Jan 14 09:56:58 2021 +0000 @@ -0,0 +1,11 @@ +labion batch.1.linear batch.1.loess batch.1.lowess batch.2.linear batch.2.loess batch.2.lowess +M53T345 0 0 0 0 0 0 +M58T69 0 0 0 0 0 0 +M59T246 0 0 0 5 0 0 +M59T62 0 0 0 3 3 3 +M59T270 0 0 0 0 0 0 +M62T56 0 0 0 0 0 0 +M64T348 0 0 0 0 0 0 +M64T379 0 0 0 0 0 0 +M65T347 5 0 0 5 0 0 +M65T379 0 0 0 0 0 0 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/Normalisation_QCpool.r --- a/batchcorrection-57edfd3943ab/Normalisation_QCpool.r Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,437 +0,0 @@ -# Author: jfmartin -# Modified by : mpetera -############################################################################### -# Correction of analytical effects inter and intra batch on intensities using quality control pooled samples (QC-pools) -# according to the algorithm mentioned by Van der Kloet (J Prot Res 2009). -# Parameters : a dataframe of Ions intensities and an other of samples? metadata which must contains at least the three following columns : -# "batch" to identify the batches of analyses ; need at least 3 QC-pools for linear adjustment and 8 for lo(w)ess adjustment -# "injectionOrder" integer defining the injection order of all samples : QC-pools and analysed samples -# "sampleType" indicates if defining a sample with "sample" or a QC-pool with "pool" -# NO MISSING DATA are allowed -# Version 0.91 insertion of ok_norm function to assess correction feasibility -# Version 0.92 insertion of slope test in ok_norm -# Version 0.93 name of log file define as a parameter of the correction function -# Version 0.94 Within a batch, test if all QCpools or samples values = 0. Definition of an error code in ok_norm function (see function for details) -# Version 0.99 include non linear lowess correction. -# Version 1.00 the corrected result matrix is return transposed in Galaxy -# Version 1.01 standard deviation=0 instead of sum of value=0 is used to assess constant data in ok_norm function. Negative values in corrected matrix are converted to 0. -# Version 1.02 plotsituation create a result file with the error code of non execution of correction set by function ok_norm -# Version 1.03 fix bug in plot with "reg" option. suppression of ok_norm=4 condition if ok_norm function -# Version 2.00 Addition of loess function, correction indicator, plots ; modification of returned objects' format, some plots' displays and ok_norm ifelse format -# Version 2.01 Correction for pools negative values earlier in norm_QCpool -# Version 2.10 Script refreshing ; vocabulary adjustment ; span in parameters for lo(w)ess regression ; conditionning for third line ACP display ; order in loess display -# Version 2.11 ok1 and ok2 permutation (ok_norm) ; conditional display of regression (plotsituation) ; grouping of linked lignes + conditioning (normX) ; conditioning for CVplot -# Version 2.20 acplight function added from previous toolBox.R [# Version 1.01 "NA"-coding possibility added in acplight function] -# Version 2.30 addition of suppressWarnings() for known and controlled warnings ; suppression of one useless "cat" message ; change in Rdata names ; 'batch(es)' in cat -# Version 2.90 change in handling of generated negative and Inf values -# Version 2.91 Plot improvement - -ok_norm=function(qcp,qci,spl,spi,method) { - # Function used for one ion within one batch to determine whether or not batch correction is possible - # ok_norm values : - # 0 : no preliminary-condition problem - # 1 : standard deviation of QC-pools or samples = 0 - # 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) - # 3 : significant difference between QC-pools' and samples' means - # 4 : denominator =0 when on 1 pool per batch <> 0 - # 5 : (linear regression only) the slopes ratio ?QC-pools/samples? is lower than -0.2 - - ok=0 - if (method=="linear") {minQC=3} else {minQC=8} - if (length(qcp) 0 - if (method=="linear" & length(which(((penteB*qci)+ordori)==0))>0 ){ ok=6 - } else { - # different sloop between samples and pools - if (method=="linear" & penteB/penteS < -0.20) { ok=5 } - }}}} - ok_norm=ok -} - -plotsituation <- function (x, nbid,outfic="plot_regression.pdf", outres="PreNormSummary.txt",fact="batch",span="none") { - # Check for all ions in every batch if linear or lo(w)ess correction is possible. - # Use ok_norm function and create a file (PreNormSummary.txt) with the error code. - # Also create a pdf file with plots of linear and lo(w)ess regression lines. - # x: dataframe with ions in columns and samples in rows ; x is the result of concatenation of sample metadata file and ions file - # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" - # outfic: name of regression plots pdf file - # fact: factor to be used as categorical variable for plots and PCA. - indfact =which(dimnames(x)[[2]]==fact) - indtypsamp =which(dimnames(x)[[2]]=="sampleType") - indbatch =which(dimnames(x)[[2]]=="batch") - indinject =which(dimnames(x)[[2]]=="injectionOrder") - lastIon=dim(x)[2] - nbi=lastIon-nbid # Number of ions = total number of columns - number of identifying columns - nbb=length(levels(x$batch)) # Number of batch = number of levels of "batch" comlumn (factor) - nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples = number of rows with "sample" value in sampleType - pdf(outfic,width=27,height=7*ceiling((nbb+2)/3)) - cat(nbi," ions ",nbb," batch(es) \n") - cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation de la dataset qui contiendra les CV - pre_bilan=matrix(0,nrow=nbi,ncol=3*nbb) # dataset of ok_norm function results - for (p in 1:nbi) {# for each ion - par (mfrow=c(ceiling((nbb+2)/3),3),ask=F,cex=1.2) - labion=dimnames(x)[[2]][p+nbid] - indpool=which(x$sampleType=="pool") # QCpools subscripts in x - pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction - for (b in 1:nbb) {# for each batch... - xb=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) - indpb = which(xb$sampleType=="pool")# QCpools subscripts in the current batch - indsp = which(xb$sampleType=="sample")# samples subscripts in the current batch - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool")# indices de tous les samples d'un batch pools+samples - normLinearTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") - normLoessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") - normLowessTest=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") - #cat(dimnames(x)[[2]][p+nbid]," batch ",b," loess ",normLoessTest," linear ",normLinearTest,"\n") - pre_bilan[ p,3*b-2]=normLinearTest - pre_bilan[ p,3*b-1]=normLoessTest - pre_bilan[ p,3*b]=normLowessTest - if(length(indpb)>1){ - if(span=="none"){span1<-1 ; span2<-2*length(indpool)/nbs}else{span1<-span ; span2<-span} - resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") - resloessSample=loess(xb[indsp,3]~xb[indsp,2],span=2*length(indpool)/nbs,degree=2,family="gaussian",iterations=4,surface="direct") - reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) - reslowessSample=lowess(xb[indsp,2],xb[indsp,3]) - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16, main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="green3") - points(cbind(resloessSample$x,resloessSample$fitted)[order(resloessSample$x),],type="l",col="green3",lty=2) - points(reslowess,type="l",col="red"); points(reslowessSample,type="l",col="red",lty=2) - abline(lsfit(xb[indpb,2],xb[indpb,3]),col="blue") - abline(lsfit(xb[indsp,2],xb[indsp,3]),lty=2,col="blue") - legend("topleft",c("pools","samples"),lty=c(1,2),bty="n") - legend("topright",c("linear","lowess","loess"),lty=1,col=c("blue","red","green3"),bty="n") - } - } -# series de plot avant et apres correction -minval=min(x[p+nbid]);maxval=max(x[p+nbid]) -plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylim=c(minval,maxval),ylab=labion, - main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) -suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) - } -dev.off() -pre_bilan=data.frame(pre_bilan) -labion=dimnames(x)[[2]][nbid+1:nbi] -for (i in 1:nbb) { - dimnames(pre_bilan)[[2]][3*i-2]=paste("batch",i,"linear") - dimnames(pre_bilan)[[2]][3*i-1]=paste("batch",i,"loess") - dimnames(pre_bilan)[[2]][3*i]=paste("batch",i,"lowess") -} -bilan=data.frame(labion,pre_bilan) -write.table(bilan,file=outres,sep="\t",row.names=F,quote=F) -} - - -normlowess=function (xb,detail="no",vref=1,b,span=NULL) { - # Correction function applied to 1 ion in 1 batch. Use a lowess regression computed on QC-pools in order to correct samples intensity values - # xb : dataframe for 1 ion in columns and samples in rows. - # vref : reference value (average of ion) - # b : batch subscript - # nbid: number of samples description columns (id and factors) with at least : "batch","injectionOrder","sampleType" - indpb = which(xb$sampleType=="pool") # pools subscripts of current batch - indsp = which(xb$sampleType=="sample") # samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QC-pools - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="lowess") - #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") - if (normTodo==0) { - if(length(span)==0){span2<-2*length(indpb)/length(indsp)}else{span2<-span} - reslowess=lowess(xb[indpb,2],xb[indpb,3],f=span2) # lowess regression with QC-pools - px=xb[indsp,2]; # vector of injectionOrder values only for samples - for(j in 1:length(indbt)) { - if (xb$sampleType[j]=="pool") { - if (reslowess$y[which(indpb==j)]==0) reslowess$y[which(indpb==j)] <- 1 - newval[j]=(vref*xb[j,3]) / (reslowess$y[which(indpb==j)])} - else { # for samples, the correction value cor correspond to the nearest QCpools - cor= reslowess$y[which(abs(reslowess$x-px[which(indsp==j)])==min(abs(reslowess$x - px[which(indsp==j)])))] - if (length(cor)>1) {cor=cor[1]} - if (cor <= 0) {cor=vref} # no modification of initial value - newval[j]=(vref*xb[j,3]) / cor - } - } - if (detail=="reg") { - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(reslowess,type="l",col="red") - } - ind <- 1 - } else {# if ok_norm <> 0 , we perform a correction based on batch samples average - moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - -normlinear <- function (xb,detail="no",vref=1,b,valneg=0) { - # Correction function applied to 1 ion in 1 batch. - # Use a linear regression computed on QC-pools in order to correct samples intensity values - # xb: dataframe with ions in columns and samples in rows; x is a result of concatenation of sample metadata file and ion file - # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder" and "sampleType" - # b: which batch it is - # valneg: to determine what to do with generated negative and Inf values - indpb = which(xb$sampleType=="pool")# pools subscripts of current batch - indsp = which(xb$sampleType=="sample")# samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool") # QCpools and samples of current batch subscripts - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="linear") - if (normTodo==0) { - ind <- 1 - reslsfit=lsfit(xb[indpb,2],xb[indpb,3]) # linear regression for QCpools - reslsfitSample=lsfit(xb[indsp,2],xb[indsp,3]) # linear regression for samples - ordori=reslsfit$coefficients[1] - pente=reslsfit$coefficients[2] - if (detail=="reg") { - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16, - main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - abline(reslsfit) - abline(reslsfitSample,lty=2) - } - # correction with rescaling of ion global intensity (vref) - newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori) - newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 00){ # slope orientation - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori) - ## }else{ - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori) - ## } - } - } - } else {# if ok_norm!=0 , we perform a correction based on batch samples average. - moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - - -normloess <- function (xb,detail="no",vref=1,b,span=NULL) { - # Correction function applied to 1 ion in 1 batch. - # Use a loess regression computed on QC-pools in order to correct samples intensity values. - # xb : dataframe for 1 ion in columns and samples in rows. - # detail : level of detail in the outlog file. - # vref : reference value (average of ion) - # b : batch subscript - indpb = which(xb$sampleType=="pool") # pools subscripts of current batch - indsp = which(xb$sampleType=="sample") # samples of current batch subscripts - indbt = which(xb$sampleType=="sample" | xb$sampleType=="pool");# batch subscripts of all samples and QCpools - labion=dimnames(xb)[[2]][3] - newval=xb[[3]] # initialisation of corrected values = intial values - ind <- 0 # initialisation of correction indicator - normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") - #cat("batch:",b," dim xb=",dim(xb)," ok=",normTodo,"\n") - if (normTodo==0) { - if(length(span)==0){span1<-1}else{span1<-span} - resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools - cor=predict(resloess,newdata=xb[,2]) - cor[cor<=1] <- 1 - newval=(vref*xb[,3]) / cor - if(length(which(newval>3*(quantile(newval)[4])))>0){ # in this case no modification of initial value - newval <- xb[,3]} else {ind <- 1} # confirmation of correction - if ((detail=="reg")&(ind==1)) { # plot - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - points(cbind(resloess$x,resloess$fitted)[order(resloess$x),],type="l",col="red") - } - } - if (ind==0) {# if ok_norm != 0 or if correction creates outliers, we perform a correction based on batch samples average - moySample=mean(xb[indsp,3]);if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - - - -norm_QCpool <- function (x, nbid, outlog, fact, metaion, detail="no", NormMoyPool=F, NormInt=F, method="linear",span="none",valNull="0") -{ - ### Correction applying linear or lo(w)ess correction function on all ions for every batch of a dataframe. - # x: dataframe with ions in column and samples' metadata - # nbid: number of sample description columns (id and factors) with at least "batch", "injectionOrder", "sampleType" - # outlog: name of regression plots and PCA pdf file - # fact: factor to be used as categorical variable for plots - # metaion: dataframe of ions' metadata - # detail: level of detail in the outlog file. detail="no" ACP + boxplot of CV before and after correction. - # detail="plot" with plot for all batch before and after correction. - # detail="reg" with added plots with regression lines for all batches. - # NormMoyPool: not used - # NormInt: not used - # method: regression method to be used to correct : "linear" or "lowess" or "loess" - # valNull: to determine what to do with negatively estimated intensities - indfact =which(dimnames(x)[[2]]==fact) - indtypsamp=which(dimnames(x)[[2]]=="sampleType") - indbatch =which(dimnames(x)[[2]]=="batch") - indinject =which(dimnames(x)[[2]]=="injectionOrder") - lastIon=dim(x)[2] - valref=apply(as.matrix(x[,(nbid+1):(lastIon)]),2,mean) # reference value for each ion used to still have the same rought size of values - nbi=lastIon-nbid # number of ions - nbb=length(levels(x$batch)) # Number of batch(es) = number of levels of factor "batch" (can be =1) - nbs=length(x$sampleType[x$sampleType=="sample"])# Number of samples - nbp=length(x$sampleType[x$sampleType=="pool"])# Number of QCpools - Xn=data.frame(x[,c(1:nbid)],matrix(0,nrow=nbp+nbs,ncol=nbi))# initialisation of the corrected dataframe (=initial dataframe) - dimnames(Xn)=dimnames(x) - cv=data.frame(matrix(0,nrow=nbi,ncol=2))# initialisation of dataframe containing CV before and after correction - dimnames(cv)[[2]]=c("avant","apres") - if (detail!="reg" && detail!="plot" && detail!="no") {detail="no"} - pdf(outlog,width=27,height=20) - cat(nbi," ions ",nbb," batch(es) \n") - if (detail=="plot") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} - res.ind <- matrix(NA,ncol=nbb,nrow=nbi,dimnames=list(dimnames(x)[[2]][-c(1:nbid)],paste("norm.b",1:nbb,sep=""))) - for (p in 1:nbi) {# for each ion - labion=dimnames(x)[[2]][p+nbid] - if (detail == "reg") {if(nbb<6){par(mfrow=c(3,3),ask=F,cex=1.5)}else{par(mfrow=c(4,4),ask=F,cex=1.5)}} - indpool=which(x$sampleType=="pool")# QCpools subscripts in all batches - pools1=x[indpool,p+nbid]; cv[p,1]=sd(pools1)/mean(pools1)# CV before correction - for (b in 1:nbb) {# for every batch - indpb = which(x$batch==levels(x$batch)[b] & x$sampleType=="pool")# QCpools subscripts of the current batch - indsp = which(x$batch==levels(x$batch)[b] & x$sampleType=="sample")# samples subscripts of the current batch - indbt = which(x$batch==levels(x$batch)[b] & (x$sampleType=="pool" | x$sampleType=="sample")) # subscripts of all samples - # cat(dimnames(x)[[2]][p+nbid]," indsp:",length(indsp)," indpb=",length(indpb)," indbt=",length(indbt)," ") - sub=data.frame(x[(x$batch==levels(x$batch)[b]),c(indtypsamp,indinject,p+nbid)]) - if (method=="linear") { res.norm = normlinear(sub,detail,valref[p],b,valNull) - } else { if (method=="loess"){ res.norm <- normloess(sub,detail,valref[p],b,span) - } else { if (method=="lowess"){ res.norm <- normlowess(sub,detail,valref[p],b,span) - } else {stop("\n--\nNo valid 'method' argument supplied.\nMust be 'linear','loess' or 'lowess'.\n--\n")} - }} - Xn[indbt,p+nbid] = res.norm[[1]] - res.ind[p,b] <- res.norm[[2]] - # CV batch test : if after normaliszation, CV before < CV after initial values are kept -# moypoolRaw=mean(x[indpb,p+nbid]) ; if (moypoolRaw==0) moypoolRaw=1 -# moySampleRaw=mean(x[indsp,p+nbid]); if (moySampleRaw==0) moySampleRaw=1 -# moypool=mean(Xn[indpb,p+nbid]) ; if (moypool==0) moypool=1 -# #moySample=mean(Xn[indsp,p+nbid]); if (moySample==0) moySample=1 -# if (sd( Xn[indpb,p+nbid])/moypool>sd(x[indpb,p+nbid])/moypoolRaw) { -# Xn[indpb,p+nbid] = (valref[p]*x[indpb,p+nbid])/moypoolRaw -# Xn[indsp,p+nbid] = (valref[p]*x[indsp,p+nbid])/moySampleRaw -# } - } - Xn[indpool,p+nbid][Xn[indpool,p+nbid]<0] <- 0 - pools2=Xn[indpool,p+nbid]; cv[p,2]=sd(pools2,na.rm=TRUE)/mean(pools2,na.rm=TRUE)# CV apres correction - if (detail=="reg" || detail=="plot" ) { - # plot before and after correction - minval=min(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE);maxval=max(cbind(x[p+nbid],Xn[p+nbid]),na.rm=TRUE) - plot( x$injectionOrder, x[,p+nbid],col=x$batch,ylab=labion,ylim=c(minval,maxval), - main=paste0("before correction (CV for pools = ",round(cv[p,1],2),")")) - points(x$injectionOrder[indpool],x[indpool,p+nbid],col="maroon",pch=".",cex=2) - plot(Xn$injectionOrder,Xn[,p+nbid],col=x$batch,ylab="",ylim=c(minval,maxval), - main=paste0("after correction (CV for pools = ",round(cv[p,2],2),")")) - points(Xn$injectionOrder[indpool],Xn[indpool,p+nbid],col="maroon",pch=".",cex=2) - suppressWarnings(plot.design( x[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect before correction")) - suppressWarnings(plot.design(Xn[c(indtypsamp,indbatch,indfact,p+nbid)],main="factors effect after correction")) - } - } - ### Replacement of post correction negative values by chosen value - Xnn=Xn - for (i in c((nbid+1):dim(Xn)[2])) { - cneg=which(Xn[[i]]<0) - Xnn[[i]]=replace(Xn[[i]],cneg,as.numeric(valNull)) - } - Xn=Xnn - - if (detail=="reg" || detail=="plot" || detail=="no") { - if (nbi > 3) { - par(mfrow=c(3,4),ask=F,cex=1.2) # PCA Plot before/after, normed only and ions plot - acplight(x[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE) - norm.ion <- which(colnames(Xn)%in%(rownames(res.ind)[which(rowSums(res.ind)>=1)])) - acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,(nbid+1):lastIon)],"uv",TRUE,norm.ion) - if(length(norm.ion)>0){acplight(Xn[,c(indtypsamp,indbatch,indtypsamp,indfact,norm.ion)],"uv",TRUE)} - par(mfrow=c(1,2),ask=F,cex=1.2) # Before/after boxplot - cvplot=cv[!is.na(cv[[1]])&!is.na(cv[[2]]),] - if(nrow(cvplot)>0){ - boxplot(cvplot[[1]],ylim=c(min(cvplot),max(cvplot)),main="CV before correction") - boxplot(cvplot[[2]],ylim=c(min(cvplot),max(cvplot)),main="CV after correction") - } - dev.off() - } - } - if (nbi<=3) {dev.off()} - # transposed matrix is return (format of the initial matrix with ions in rows) - Xr=Xn[,-c(1:nbid)]; dimnames(Xr)[[1]]=Xn[[1]] - Xr=t(Xr) ; Xr <- data.frame(ions=rownames(Xr),Xr) - - res.norm[[1]] <- Xr ; res.norm[[2]] <- data.frame(metaion,res.ind) ; res.norm[[3]] <- x[,c(1:nbid)] - names(res.norm) <- c("dataMatrix","variableMetadata","sampleMetadata") - return(res.norm) -} - - - - - -acplight <- function(ids, scaling="uv", indiv=FALSE,indcol=NULL) { - suppressPackageStartupMessages(library(ade4)) - suppressPackageStartupMessages(library(pcaMethods)) - # Make a PCA and plot scores and loadings. - # First column must contain samples' identifiers. - # Columns 2 to 4 contain factors to colour the plots. - for (i in 1:3) { - idss=ids[which(ids[,i+1]!="NA"),] - idss=data.frame(idss[idss[,i+1]!="",]) - classe=as.factor(idss[[i+1]]) - idsample=as.character(idss[[1]]) - colour=1:length(levels(classe)) - ions=as.matrix(idss[,5:dim(idss)[2]]) - # Removing ions containing NA (not compatible with standard PCA) - ions=t(na.omit(t(ions))) - if(i==1){if(ncol(ions)!=(ncol(idss)-4)){cat("Note:",(ncol(idss)-4)-ncol(ions),"ions were ignored for PCA display due to NA in intensities.\n")}} - # Scaling choice: "uv","none","pareto" - object=suppressWarnings(prep(ions, scale=scaling, center=TRUE)) - if(i==1){if(length(which(apply(ions,2,var)==0))>0){cat("Warning: there are",length(which(apply(ions,2,var)==0)),"constant ions.\n")}} - # ALGO: nipals,svdImpute, Bayesian, svd, probalistic=F - result <- pca(object, center=F, method="svd", nPcs=2) - # ADE4 : to plot samples' ellipsoid for each class - s.class(result@scores, classe, cpoint = 1,xax=1,yax=2,col=colour,sub=sprintf("Scores - PCs %sx%s",1,2), possub="bottomright") - #s.label(result@loadings,label = ions, cpoint = 0, clabel=0.4, xax=1,yax=2,sub="Loadings",possub="bottomright") - if(i==1){resulti <- result} - } - if(indiv) { - colour <- rep("darkblue",length(resulti@loadings)) ; if(!is.null(indcol)) {colour[-c(indcol)] <- "red"} - plot(resulti@loadings,col=colour,main="Loadings",xaxt="n",yaxt="n",pch=20, - xlab=bquote(PC1-R^2==.(resulti@R2[1])),ylab=bquote(PC2 - R^2 == .(resulti@R2[2]))) - abline(h=0,v=0)} -} - - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/README.md --- a/batchcorrection-57edfd3943ab/README.md Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,93 +0,0 @@ -Signal drift and batch-effect correction -======================================== - -A Galaxy module from the [Workflow4metabolomics](http://workflow4metabolomics.org) infrastructure - -Status: [![Build Status](https://travis-ci.org/workflow4metabolomics/batchcorrection.svg?branch=master)](https://travis-ci.org/workflow4metabolomics/batchcorrection). - -### Description - -**Version:** 2.1.2 -**Date:** 2017-04-30 -**Author:** Jean-François Martin (INRA, AXIOM), Mélanie Pétéra (INRA, PFEM), Marion Landi (INRA, PFEM), Franck Giacomoni (INRA, PFEM), and Etienne A. Thévenot (CEA, LIST) -**Email:** [jean-francois.martin(at)toulouse.inra.fr](mailto:jean-francois.martin@toulouse.inra.frr), [melanie.petera(at)clermont.inra.fr](mailto:melanie.petera@clermont.inra.fr), [etienne.thevenot(at)cea.fr](mailto:etienne.thevenot@cea.fr) -**Citation:** -**Licence:** CeCILL -**Reference history:** [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) -**Funding:** Agence Nationale de la Recherche ([MetaboHUB](http://www.metabohub.fr/index.php?lang=en&Itemid=473) national infrastructure for metabolomics and fluxomics, ANR-11-INBS-0010 grant) - -### Installation - -* Configuration files: - + `batch_correction.xml` (for the "Batch Correction" module) - + `determine_bc.xml` (for the "Determine Batch Correction" module) -* Image files: - + `static/images/batch_correction.png` - + `static/images/determine_batch_correction.png` - + `static/images/pdf_plotsituation.png` - + `static/images/Vdk_pdf1.png` - + `static/images/Vdk_pdf2.png` -* Wrapper files: - + `batch_correction_wrapper.R` - + `batch_correction_all_loess_wrapper.R` -* Script files: - + `Normalisation_QCpool.r` - + `batch_correction_all_loess_script.R` -* R packages - + **batch** from CRAN - - ```r - install.packages("batch", dep=TRUE) - ``` - - + **ade4** from CRAN - - ```r - install.packages("ade4", dep=TRUE) - ``` - - + **pcaMethods** from Bioconductor - - ```r - source("http://www.bioconductor.org/biocLite.R") - biocLite("pcaMethods") - ``` - - + **ropls** from Bioconductor - - ```r - source("http://www.bioconductor.org/biocLite.R") - biocLite("ropls") - ``` - -### Tests - -The code in the batch_correction_wrapper can be tested by running the `runit/batchcorrection_runtests.R` R file - -You will need to install **RUnit** package in order to make it run: -```r -install.packages('RUnit', dependencies = TRUE) -``` - -### Working example - -See the reference histories [W4M00001_Sacurine-statistics; DOI:10.15454/1.4811121736910142E12](http://dx.doi.org/10.15454/1.4811121736910142E12) and [W4M00002_Sacurine-comprehensive; DOI:10.15454/1.481114233733302E12](http://dx.doi.org/10.15454/1.481114233733302E12) - - -### News - -##### CHANGES IN VERSION 2.1.2 - -INTERNAL MODIFICATIONS - - * Minor modifications in config file - -##### CHANGES IN VERSION 2.1.0 - -INTERNAL MODIFICATIONS - - * For PCA figure display only ("all_loess_" options): missing values are set to the minimum value before PCA computation is performed (with svd) - - * Additional running and installation tests added with planemo, conda, and travis - - * Modification of the 'all_loess_wrapper.R' file to handle 'ropls' package versions of 1.3.15 and above (i.e. after switching to S4 classes) \ No newline at end of file diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/batch_correction.xml --- a/batchcorrection-57edfd3943ab/batch_correction.xml Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,356 +0,0 @@ - - Corrects intensities for signal drift and batch-effects - - - r-batch - r-ade4 - bioconductor-pcamethods - bioconductor-ropls - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -**Authors** - | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) - | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) - | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - | Etienne Thevenot - LIST/LADIS ; CEA ; MetaboHUB (for R script and wrapper regarding "all loess pool" and "all loess sample" methods) - ---------------------------------------------------- - -.. class:: infomark - -**Please cite** If you use this tool, please cite: - -when using the **linear**, **lowess** or **loess** methods: - | `F.M. Van Der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ - -when using the **all loess pool** or **all loess sample** method: - | `Dunn et al (2011). Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry. Nature Protocols, 6:1060-1083 <http://dx.doi.org/10.1038/nprot.2011.335>`_ - | Cleveland et al (1997). In Statistical Models in S; Chambers JM. and Hastie TJ. Ed.; Chapman et Hall: London; pp. 309-376 - | Etienne A. Thevenot, Aurelie Roux, Ying Xu, Eric Ezan, and Christophe Junot (2015). Analysis of the human adult urinary metabolome variations with age, body mass index and gender by implementing a comprehensive workflow for univariate and OPLS statistical analyses. *Journal of Proteome Research*, **14**:3322-3335 (http://dx.doi.org/10.1021/acs.jproteome.5b00354). - ---------------------------------------------------- - -.. class:: infomark - -**Tool updates** - -See the **NEWS** section at the bottom of this page - ---------------------------------------------------- - -================ -Batch_correction -================ - ------------ -Description ------------ - -| **Instrumental drift** and **offset differences** between batches have been described in **LC-MS** experiments when the number of samples is large and/or multiple batches of acquisition are needed. -| Recently a normalization strategy relying on the measurements of a **pooled** (or QC) sample injected periodically has been described: for each variable, a **regression model** is fitted to the values of the **pool** and subsequently used to adjust the intensities of the samples of interest (van der Kloet et al, 2009; Dunn et al, 2011). -| -| The current tool implements **two strategies** which differ in the way the regression model is applied to the variables (either depending on variable quality metrics, or 'loess' model for all variables) and also in the generated figure. -| - - ------------------ -Workflow position ------------------ - -.. image:: batch_correction.png - :width: 800 - - ------------ -Input files ------------ - -+----------------------------+------------+ -| Parameter : num + label | Format | -+============================+============+ -| 1 : Data Matrix file | tabular | -+----------------------------+------------+ -| 2 : Sample metadata file | tabular | -+----------------------------+------------+ -| 3 : Variable metadata file | tabular | -+----------------------------+------------+ - - -Data Matrix file must contain the intensity values of variables. - | First line must contain all the samples' names - | First column must contain all the variables' ID - | - -Sample metadata file must contain at least the three following columns: - | "batch" to identify the batches of analyses - | "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples) - | "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs - | at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment (5 for **all loess** methods) - - -.. class:: warningmark - -MISSING DATA are allowed only with the **all loess** methods - - ----------- -Parameters ----------- - -Type of regression model - | To choose between *linear*, *lowess*, *loess*, *all loess pool*, and *all loess sample* strategies - | **- Option 1** (**linear**, **lowess**, and **loess** methods): before the normalisation of each variable, some quality metrics are computed (see the "Determine Batch Correction" module); depending on the result, the variable can be normalized or not, with either the **linear**, **lowess** or **loess** model. - | **- Option 2** (**all loess pool** and **all loess sample**): each variable is normalized by using the 'loess' model; - | in the case **all loess pool** is chosen and the number of pool observations is below 5, the linear method is used (for all variables) and a warning is generated; - | if the pool intensities are not representative of the samples (which can be viewed on the figure where both trends are shown), the case **all loess sample** enables using the sample intensities (instead of the pool intensities) as the reference for the loess curve. - | In all "option 2" cases: the **median intensity of the reference observations** (either 'pool' or 'sample') is used as the scaling factor after the initial intensities have been divided by the loess predictions. - | - -Span - | Smoothing parameter, advanced option for *lo(w)ess* and *all loess* methods - | In case of a loess fit, the **span** parameter (between 0 and 1) controls the smoothing - | (the higher the smoother; higher values are prefered to avoid overfitting; Cleveland et al, 1997). - | - -Null values - | available for regression model *linear*, *lowess* and *loess* - | Controls what is done regarding negative or infinite values that can be generated during regression estimation. - | *consider it as a missing value* will switch concerned intensities to NA; - | this option implies that concerned ions will not be considered in PCA display. - | *consider it as a null intensity* will switch concerned intensities to 0 for lo(w)ess - | or correct them by the batch mean instead of regression estimate for linear. - | - -Factor of interest - | available for regression model *linear*, *lowess* and *loess* - | Name of the factor (column header) in Sample metadata file that will be used as a categorical variable for plots and PCA. - | (often a biological factor ; if none, leave "batch") - | This factor does not affect correction calculation. - | - -Level of details for plots - | available for regression model *linear*, *lowess* and *loess* - | *basic*: PCA + CV boxplot (before and after correction) - | *standard*: 'basic' plots + before/after-correction plots of intensities over injection order, and design effects for each ion - | *complete*: 'standard' plots + QC-pool regression plots per batch with samples' intensities over injection order - | This factor is not used by the *all loess* methods where a unique figure is generated showing the sum of intensities along injection order, and the first 4 PCA scores. - | - - ------------- -Output files ------------- - -Batch_correction_$method_rdata.rdata - | binary data - | Download, open R and use the 'load' function; objects are in the 'res' list - | - -Batch_correction_$method_graph.pdf - | graphical output - | For the *linear* and *lo(w)ess* methods, content depends on level of details chosen - | - -Batch_correction_$method_variableMetadata.tabular - | tsv output - | Identical to the Variable metadata input file, with x more columns (where x is the number of batches) in case of *linear*, *lowess* and *loess* methods - | - -Batch_correction_$method_dataMatrix.tabular - | tsv output (tabulated) - | Same formatting as Data Matrix file; contains corrected intensities - | - - ---------------------------------------------------- - ---------------- -Working example ---------------- - -.. class:: infomark - -Refer to the corresponding "W4M HowTo" page: - | `MS data processing - Filters and normalisation <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf>`_ - | - | - -See also the reference history: - | `W4M00001_Sacurine-statistics (DOI:10.15454/1.4811121736910142E12) <http://dx.doi.org/10.15454/1.4811121736910142E12>`_ - | - ---------------------------------------------------- - ----- -NEWS ----- - -CHANGES IN VERSION 2.1.2 -======================== - -INTERNAL MODIFICATIONS - -Minor modifications in config file - -CHANGES IN VERSION 2.1.0 -======================== - -INTERNAL MODIFICATIONS - -For PCA figure display only (**all_loess** options): missing values are set to the minimum value before PCA computation is performed (with svd) - -Additional running and installation tests added with planemo, conda, and travis - -BUG FIX - -Variables with NA or 0 values in all reference samples are discarded before applying the **all_loess** normalization - -INTERNAL MODIFICATIONS - -Modifications of the **all_loess_wrapper** file to handle the recent **ropls** package versions (i.e. 1.3.15 and above) which use S4 classes - - - - - - 10.1021/pr900499r - 10.1038/nprot.2011.335 - @ARTICLE{Cleveland91, - author = {Cleveland et al}, - year = {1991}, - journal = {Statistical Models in S, Chambers JM. and Hastie TJ. Ed., Chapman et Hall: London}, - title = {Local Regression Models}, - pages = {309-376}, - editor = {Chambers JM. and Hastie TJ. Ed.}, - publisher = {Chapman et Hall: London}, - chapter = {8} - } - 10.1021/acs.jproteome.5b00354 - - - - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R --- a/batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,294 +0,0 @@ -loessF <- function(datVn, qcaVi, preVi, spnN) { - - if(length(qcaVi) < 5) { - - return(predict(lm(datVn[qcaVi] ~ qcaVi), - newdata = data.frame(qcaVi = preVi))) - - } else { - - return(predict(loess(datVn[qcaVi] ~ qcaVi, - control = loess.control(surface = "direct"), - span = spnN), - newdata = data.frame(qcaVi = preVi))) - - } - - ## Note: - ## the surface = 'direct' argument allows extrapolation - -} ## loessF - -plotBatchF <- function(datMN, samDF.arg, spnN.arg) { - - maiC <- switch(gsub("MN", "", deparse(substitute(datMN))), - raw = "Raw", - nrm = "Normalized") - - colVc <- c(sample = "green4", - pool = "red", - blank = "black", - other = "yellow") - - par(font = 2, font.axis = 2, font.lab = 2, lwd = 2, pch = 18) - - layout(matrix(c(1, 1, 2, 3), nrow = 2), - widths = c(0.7, 0.3)) - - obsNamVc <- rownames(datMN) - - obsColVc <- sapply(samDF.arg[, "sampleType"], - function(typC) - ifelse(typC %in% names(colVc), colVc[typC], colVc["other"])) - - ## Graphic 1: Sum of intensities for each sample - - par(mar = c(3.6, 3.6, 3.1, 0.6)) - - batTab <- table(samDF.arg[, "batch"]) - - sumVn <- rowSums(datMN, na.rm = TRUE) - - plot(sumVn, - cex = 1.2, - col = obsColVc, - pch = 18, - xaxs = "i", - xlab = "", - ylab = "") - - mtext("Injection order", - line = 2.2, - side = 1) - mtext("Sum of variable intensities", - line = 2.2, - side = 2) - - mtext(maiC, cex = 1.2, line = 1.5, side = 3) - - abline(v = cumsum(batTab) + 0.5, - col = "red") - - mtext(names(batTab), - at = batTab / 2 + c(0, cumsum(batTab[-length(batTab)]))) - - obsColVuc <- obsColVc[sort(unique(names(obsColVc)))] - - text(rep(batTab[1], times = length(obsColVuc)), - par("usr")[3] + (0.97 - length(obsColVuc) * 0.03 + 1:length(obsColVuc) * 0.03) * diff(par("usr")[3:4]), - col = obsColVuc, - font = 2, - labels = names(obsColVuc), - pos = 2) - - for(batC in names(batTab)) { - - batSeqVi <- which(samDF.arg[, "batch"] == batC) - batPooVi <- intersect(batSeqVi, - grep("pool", samDF.arg[, "sampleType"])) - batSamVi <- intersect(batSeqVi, - grep("sample", samDF.arg[, "sampleType"])) - if(length(batPooVi)) - lines(batSeqVi, - loessF(sumVn, batPooVi, batSeqVi, spnN=spnN.arg), - col = colVc["pool"]) - lines(batSeqVi, - loessF(sumVn, batSamVi, batSeqVi, spnN=spnN.arg), - col = colVc["sample"]) - - } - - ## Graphics 2 and 3 (right): PCA score plots of components 1-4 - - radVn <- seq(0, 2 * pi, length.out = 100) - epsN <- .Machine[["double.eps"]] ## [1] 2.22e-16 - - pcaMN <- datMN - - if(any(is.na(pcaMN))) { - minN <- min(pcaMN, na.rm = TRUE) - pcaMN[is.na(pcaMN)] <- minN - } - - pcaLs <- opls(pcaMN, predI = 4, algoC = "svd", printL = FALSE, plotL = FALSE) - tMN <- getScoreMN(pcaLs) - vRelVn <- pcaLs@modelDF[, "R2X"] - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - pcsLs <- list(c(1, 2), c(3, 4)) - - par(mar = c(3.6, 3.6, 0.6, 1.1)) - - for(pcsN in 1:length(pcsLs)) { - - pcsVn <- pcsLs[[pcsN]] - - tcsMN <- tMN[, pcsVn] - - micMN <- solve(cov(tcsMN)) - - n <- nrow(tMN) - hotN <- 2 * (n - 1) * (n^2 - 1) / (n^2 * (n - 2)) - - hotFisN <- hotN * qf(0.95, 2, n - 2) - - hotVn <- apply(tcsMN, - 1, - function(x) 1 - pf(1 / hotN * t(as.matrix(x)) %*% micMN %*% as.matrix(x), 2, n - 2)) - - obsHotVi <- which(hotVn < 0.05) - - xLabC <- paste("t", - pcsVn[1], - "(", - round(vRelVn[pcsVn[1]] * 100), - "%)", - sep = "") - - yLabC <- paste("t", - pcsVn[2], - "(", - round(vRelVn[pcsVn[2]] * 100), - "%)", - sep = "") - - xLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 1]) * hotFisN), max(abs(tcsMN[, 1]))) - yLimVn <- c(-1, 1) * max(sqrt(var(tcsMN[, 2]) * hotFisN), max(abs(tcsMN[, 2]))) - - plot(tcsMN, - main = "", - type = "n", - xlab = "", - ylab = "", - xlim = xLimVn, - ylim = yLimVn) - - mtext(xLabC, - line = 2.2, - side = 1) - mtext(yLabC, - line = 2.2, - side = 2) - - par(lwd = 1) - - abline(v = axTicks(1), - col = "grey") - - abline(h = axTicks(2), - col = "grey") - - abline(v = 0) - abline(h = 0) - - lines(sqrt(var(tcsMN[, 1]) * hotFisN) * cos(radVn), - sqrt(var(tcsMN[, 2]) * hotFisN) * sin(radVn)) - - points(tcsMN, - col = obsColVc, - pch = 18) - - if(length(obsHotVi)) - text(tcsMN[obsHotVi, 1], - tcsMN[obsHotVi, 2], - col = obsColVc[obsHotVi], - labels = obsNamVc[obsHotVi], - pos = 3) - - } ## for(pcsN in 1:length(pcsLs)) { - - return(invisible(list(sumVn = sumVn, - tcsMN = tcsMN))) - -} ## plotBatchF - -shiftBatchCorrectF <- function(rawMN.arg, - samDF.arg, - refC.arg, - spnN.arg) { - - cat("\nReference observations are: ", refC.arg, "\n") - - ## computing median off all pools (or samples) for each variable - - refMeaVn <- apply(rawMN.arg[samDF.arg[, "sampleType"] == refC.arg, ], - 2, - function(feaRefVn) mean(feaRefVn, na.rm = TRUE)) - - ## splitting data and sample metadata from each batch - - batRawLs <- split(as.data.frame(rawMN.arg), - f = samDF.arg[, "batch"]) - batRawLs <- lapply(batRawLs, function(inpDF) as.matrix(inpDF)) - - batSamLs <- split(as.data.frame(samDF.arg), - f = samDF.arg[, "batch"]) - - ## checking extrapolation: are there pools at the first and last observations of each batch - - if(refC.arg == "pool") { - pooExtML <- matrix(FALSE, nrow = 2, ncol = length(batRawLs), - dimnames = list(c("first", "last"), names(batRawLs))) - for(batC in names(batSamLs)) { - batSamTypVc <- batSamLs[[batC]][, "sampleType"] - pooExtML["first", batC] <- head(batSamTypVc, 1) == "pool" - pooExtML["last", batC] <- tail(batSamTypVc, 1) == "pool" - } - if(!all(c(pooExtML))) { - cat("\nWarning: Pools are missing at the first and/or last position of the following batches:\n") - pooExtBatVi <- which(!apply(pooExtML, 2, all)) - for(i in 1:length(pooExtBatVi)) - cat(names(pooExtBatVi)[i], ": ", - paste(rownames(pooExtML)[!pooExtML[, pooExtBatVi[i]]], collapse = ", "), "\n", sep = "") - cat("Extrapolating loess fits for these batches may result in inaccurate modeling!\n") - } - } - - ## normalizing - - nrmMN <- NULL ## normalized data matrix to be computed - - cat("\nProcessing batch:") - - for(batC in names(batRawLs)) { ## processing each batch individually - - cat("\n", batC) - - batRawMN <- batRawLs[[batC]] - batSamDF <- batSamLs[[batC]] - - batAllVi <- 1:nrow(batRawMN) - - batRefVi <- grep(refC.arg, batSamDF[, "sampleType"]) - - if(length(batRefVi) < 5) - cat("\nWarning: less than 5 '", refC.arg, "'; linear regression will be performed instead of loess regression for this batch\n", sep="") - - ## prediction of the loess fit - - batLoeMN <- apply(batRawMN, - 2, - function(rawVn) loessF(rawVn, batRefVi, batAllVi, spnN=spnN.arg)) - - ## normalization - - batLoeMN[batLoeMN <= 0] <- NA - - batNrmMN <- batRawMN / batLoeMN - - nrmMN <- rbind(nrmMN, - batNrmMN) - - } - - cat("\n") - - nrmMN <- sweep(nrmMN, MARGIN = 2, STATS = refMeaVn, FUN = "*") - - return(nrmMN) - -} ## shiftBatchCorrectF diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R --- a/batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,188 +0,0 @@ -#!/usr/bin/env Rscript - -library(batch) ## necessary for parseCommandArgs function -args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects - -source_local <- function(fname){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - source(paste(base_dir, fname, sep="/")) -} - -## Import the different functions -source_local("batch_correction_all_loess_script.R") - -argVc <- unlist(args) - -## argVc["method"] is either 'all_loess_pool' or 'all_loess_sample' -## alternative version developped by CEA -## all variables are treated with loess -## the reference observations for loess are either 'pool' -## ('all_loess_pool') or 'sample' ('all_loess_sample') - - -##------------------------------ -## Initializing -##------------------------------ - -## options -##-------- - -strAsFacL <- options()$stringsAsFactors -options(stringsAsFactors = FALSE) - -## libraries -##---------- - -suppressMessages(library(ropls)) - -if(packageVersion("ropls") < "1.4.0") - stop("Please use 'ropls' versions of 1.4.0 and above") - -## constants -##---------- - -modNamC <- "Batch correction" ## module name - -## log file -##--------- - -## sink(argVc["information"]) ## not implemented - -cat("\nStart of the '", modNamC, "' Galaxy module call: ", - format(Sys.time(), "%a %d %b %Y %X"), "\n", sep="") - -## loading -##-------- - -rawMN <- t(as.matrix(read.table(argVc["dataMatrix"], - header = TRUE, - row.names = 1, - sep = "\t"))) - -samDF <- read.table(argVc["sampleMetadata"], - header = TRUE, - row.names = 1, - sep = "\t") - -varDF <- read.table(argVc["variableMetadata"], - check.names = FALSE, - header = TRUE, - row.names = 1, - sep = "\t") ## not used; for compatibility only - -refC <- tolower(gsub("all_loess_", "", argVc["method"])) - -spnN <- as.numeric(argVc["span"]) - -## checking -##--------- - -stopifnot(refC %in% c("pool", "sample")) - -if(refC == "pool" && - !any("pool" %in% samDF[, "sampleType"])) - stop("No 'pool' found in the 'sampleType' column; use the samples as normalization reference instead") - -refMN <- rawMN[samDF[, "sampleType"] == refC, ] -refNasZerVl <- apply(refMN, 2, - function(refVn) - all(sapply(refVn, - function(refN) {is.na(refN) || refN == 0}))) - -if(sum(refNasZerVl)) { - - refNasZerVi <- which(refNasZerVl) - cat("The following variables have 'NA' or 0 values in all reference samples; they will be removed from the data:\n", sep = "") - print(refNasZerVi) - rawMN <- rawMN[, !refNasZerVl, drop = FALSE] - varDF <- varDF[!refNasZerVl, , drop = FALSE] - -} - -##------------------------------ -## Computation -##------------------------------ - - -## ordering (batch and injection order) -##------------------------------------- - -samDF[, "ordIniVi"] <- 1:nrow(rawMN) -ordBatInjVi <- order(samDF[, "batch"], samDF[, "injectionOrder"]) -rawMN <- rawMN[ordBatInjVi, ] -samDF <- samDF[ordBatInjVi, ] - -## signal drift and batch-effect correction -##----------------------------------------- - -nrmMN <- shiftBatchCorrectF(rawMN, - samDF, - refC, - spnN) - -## figure -##------- - -cat("\nPlotting\n") - -pdf(argVc["graph_output"], onefile = TRUE, width = 11, height = 7) -plotBatchF(rawMN, samDF, spnN) -plotBatchF(nrmMN, samDF, spnN) -dev.off() - -## returning to initial order -##--------------------------- - -ordIniVi <- order(samDF[, "ordIniVi"]) -nrmMN <- nrmMN[ordIniVi, ] -samDF <- samDF[ordIniVi, ] -samDF <- samDF[, colnames(samDF) != "ordIniVi", drop=FALSE] - - -##------------------------------ -## Ending -##------------------------------ - - -## saving -##------- - -datMN <- nrmMN - -datDF <- cbind.data.frame(dataMatrix = colnames(datMN), - as.data.frame(t(datMN))) -write.table(datDF, - file = argVc["dataMatrix_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - -varDF <- cbind.data.frame(variableMetadata = rownames(varDF), - varDF) ## not modified; for compatibility only -write.table(varDF, - file = argVc["variableMetadata_out"], - quote = FALSE, - row.names = FALSE, - sep = "\t") - - -res <- list(dataMatrix_raw = rawMN, - dataMatrix_normalized = nrmMN, - sampleMetadata = samDF) -save(res, - file = argVc["rdata_output"]) ## for compatibility - -## closing -##-------- - -cat("\nEnd of '", modNamC, "' Galaxy module call: ", - as.character(Sys.time()), "\n", sep = "") - -## sink() - -options(stringsAsFactors = strAsFacL) - - -rm(argVc) - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/batch_correction_wrapper.R --- a/batchcorrection-57edfd3943ab/batch_correction_wrapper.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,131 +0,0 @@ -#!/usr/bin/Rscript --vanilla --slave --no-site-file - -################################################################################################ -# batch_correction_wrapper # -# # -# Author: Marion LANDI / Jean-Francois MARTIN / Melanie Petera # -# User: Galaxy # -# Original data: -- # -# Starting date: 22-07-2014 # -# Version 1: 22-07-2014 # -# Version 2: 08-12-2014 # -# Version 2.1: 09-01-2015 modification in Error message of sample matching # -# Version 2.2: 16-03-2015 inclusion of miniTools' functions for special characters # -# Version 2.90: 18-08-2015 new parameter valnull # -# Version 2.91: 25-08-2016 error message improvment # -# # -# # -# Input files: dataMatrix.txt ; sampleMetadata.txt ; variableMetadata.txt (for DBC) # -# Output files: graph_output.pdf ; corrected table ; diagnostic table # -# # -################################################################################################ - - -library(batch) #necessary for parseCommandArgs function -args = parseCommandArgs(evaluate=FALSE) #interpretation of arguments given in command line as an R list of objects - -source_local <- function(...){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - for(i in 1:length(list(...))){source(paste(base_dir, list(...)[[i]], sep="/"))} -} -#Import the different functions -source_local("Normalisation_QCpool.r","easyrlibrary-lib/RcheckLibrary.R","easyrlibrary-lib/miniTools.R") - - -## Reading of input files -idsample=read.table(args$sampleMetadata,header=T,sep='\t',check.names=FALSE) -iddata=read.table(args$dataMatrix,header=T,sep='\t',check.names=FALSE) - -### Table match check -table.check <- match2(iddata,idsample,"sample") -if(length(table.check)>1){check.err(table.check)} - -### StockID -samp.id <- stockID(iddata,idsample,"sample") -iddata<-samp.id$dataMatrix ; idsample<-samp.id$Metadata ; samp.id<-samp.id$id.match - -### Checking mandatory variables -mand.check <- "" -for(mandcol in c("sampleType","injectionOrder","batch")){ - if(!(mandcol%in%colnames(idsample))){ - mand.check <- c(mand.check,"\nError: no '",mandcol,"' column in sample metadata.\n", - "Note: table must include this exact column name (it is case-sensitive).\n") - } -} -if(length(mand.check)>1){ - mand.check <- c(mand.check,"\nFor more information, see the help section or:", - "\n http://workflow4metabolomics.org/sites/", - "workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf\n") - check.err(mand.check) -} - -### Formating -idsample[[1]]=make.names(idsample[[1]]) -dimnames(iddata)[[1]]=iddata[[1]] - -### Transposition of ions data -idTdata=t(iddata[,2:dim(iddata)[2]]) -idTdata=data.frame(dimnames(idTdata)[[1]],idTdata) - -### Merge of 2 files (ok even if the two dataframe are not sorted on the same key) -id=merge(idsample, idTdata, by.x=1, by.y=1) - -id$batch=as.factor(id$batch) -ids=id[id$sampleType == 'pool' | id$sampleType == 'sample',] -nbid=dim(idsample)[2] - -### Checking the number of sample and pool - -# least 2 samples -if(length(which(ids$sampleType == "sample"))<2){ - table.check <- c(table.check,"\nError: less than 2 samples specified in sample metadata.", - "\nMake sure this is not due to errors in sampleType coding.\n") -} - -# least 2 pools per batch for all batchs -B <- rep(0,length(levels(ids$batch))) -for(nbB in length(levels(ids$batch))){ - B[nbB]<-length(which(ids[which(ids$batch==(levels(ids$batch)[nbB])),]$sampleType == "pool")) -} -if(length(which(B>1))==0){ - table.check <- c(table.check,"\nError: less than 2 pools specified in each batch in sample metadata.", - "\nMake sure this is not due to errors in sampleType coding.\n") -} - -### Factor of interest -factbio=args$ref_factor - - -if(args$analyse == "batch_correction") { - ## Reading of Metadata Ions file - metaion=read.table(args$variableMetadata,header=T,sep='\t',check.names=FALSE) - ## Table match check - table.check <- c(table.check,match2(iddata,metaion,"variable")) - check.err(table.check) - - ## variables - detail=args$detail - method=args$method - - ## outputs - outlog=args$graph_output - - ## Launch - res = norm_QCpool(ids,nbid,outlog,factbio,metaion,detail,F,F,method,args$span,args$valnull) - save(res, file=args$rdata_output) - write.table(reproduceID(res[[1]],res[[3]],"sample",samp.id)$dataMatrix, file=args$dataMatrix_out, sep = '\t', row.names=F, quote=F) - write.table(res[[2]], file=args$variableMetadata_out, sep = '\t', row.names=F, quote=F) -}else{ - ## error check - check.err(table.check) - - ## outputs - out_graph_pdf=args$out_graph_pdf - out_preNormSummary=args$out_preNormSummary - - ## Launch - plotsituation(ids,nbid,out_graph_pdf,out_preNormSummary,factbio,args$span) -} - -rm(args) \ No newline at end of file diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/build.xml --- a/batchcorrection-57edfd3943ab/build.xml Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/determine_bc.xml --- a/batchcorrection-57edfd3943ab/determine_bc.xml Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,284 +0,0 @@ - - to choose between linear, lowess and loess methods - - - r-batch - r-ade4 - bioconductor-pcamethods - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -.. class:: infomark - -**Authors** - | Jean-Francois Martin - PF MetaToul-AXIOM ; INRA ; MetaboHUB (for original version of this tool and overall development of the R script) - -.. class:: infomark - -**Contributors** - | Melanie Petera - PFEM ; INRA ; MetaboHUB (for R wrapper and R script improvement) - -.. class:: infomark - -**Wrapping** - | Marion Landi - FLAME ; PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - | Franck Giacomoni - PFEM ; INRA ; MetaboHUB (for xml interface and R wrapper) - ---------------------------------------------------- - -.. class:: infomark - -**Please cite** If you use this tool, please cite: - | `F.M. van der Kloet, I. Bobeldijk, E.R. Verheij, R.H. Jellema. (2009). "Analytical error reduction using single point calibration for accurate and precise metabolomic phenotyping." Journal of Proteome Research p5132-5141 <http://www.ncbi.nlm.nih.gov/pubmed/19754161>`_ - ---------------------------------------------------- - -========================== -Determine_batch_correction -========================== - ------------ -Description ------------ - -| Allows to choose between linear or non-linear (lowess or loess) functions for batch correction -| using quality control pooled samples (QC-pools) with correction algorithm as mentioned by Van Der Kloet (J Prot Res 2009). -| -| Warning : this module does *not* deliver which choice should be made in model type; -| it only provides tools to help users to determine which choice may be appropriate, based on their own expertise. -| -| This tool is meant to be used prior to the Batch_correction tool to help make a choice in parameters, -| but it is not a requirement and thus can be avoided. - - ------------------ -Workflow position ------------------ - -.. image:: determine_batch_correction.png - :width: 800 - - ------------ -Input files ------------ - -+--------------------------+-----------+ -| Parameter : num + label | Format | -+==========================+===========+ -| 1 : Data Matrix file | tabular | -+--------------------------+-----------+ -| 2 : Sample metadata file | tabular | -+--------------------------+-----------+ - - -Data Matrix file must contain the intensity values of the variables. - | First line must contain all the samples' names - | First column must contain all the variables' ID - | - -Sample metadata file must contain at least the three following columns: - | "batch" to identify the batches of analyses - | "injectionOrder" (integers) defining the injection order of all samples (QC-pools as well as analysed samples) - | "sampleType" indicating if a sample ("sample") or a QC-pool ("pool"); each batch needs - | at least 3 QC-pools for intra-batch linear adjustment and 8 for lo(w)ess adjustment - - -.. class:: warningmark - -NO MISSING DATA are allowed - - ----------- -Parameters ----------- - -Factor of interest - | name of the factor (column header) that will be used as a categorical variable for plots. - | (often a biological factor ; if none, leave “batchâ€). - | This factor does not affect correction calculation. - | - -Advanced options - | should only be put at "show" if you have good understanding of the span parameter and are willing to adjust it. - | - -Span - | - when advanced option is at "hide" (default) - | default is 1 for loess regression and is two times the ratio between number of pools and number of samples for lowess regression. - | - when advanced option is at "show" : - | filled value is used for lowess and loess regression. - - ------------- -Output files ------------- - -Determine_BC_preNormSummary.tabular - | tabular output - | Meaning of results of diagnosis analysis - | 0 : no preliminary-condition problem - | 1 : standard deviation of QC-pools or samples = 0 - | 2 : insufficient number of QC-pools within a batch (n=3 for linear, n=8 for lowess or loess) - | 3 : significant difference between QC-pools and samples means - | 4 : denominator =0 when on 1 pool per batch non-0 - | 5 : (linear regression only) the slopes ratio “QC-pools/samples†is lower than -0.2 - | - -Determine_BC_graph.pdf - | graphical output - | One page per ion. Plots regression curves for all methods allowed and plot.design results regarding the factor of interest. - - ---------------------------------------------------- - ---------------- -Working example ---------------- - - -.. class:: warningmark - -Refer to the corresponding "W4M HowTo" page: - | `MS data processing - Filters and normalisation <http://workflow4metabolomics.org/sites/workflow4metabolomics.org/files/files/w4e-2016-data_processing.pdf>`_ - | - | - - - - - - - - 10.1021/pr900499r - - - - - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R --- a/batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,124 +0,0 @@ -###################################################### -# R check library -# Coded by: M.Petera, -# - - -# R functions to use in R scripts -# (management of various generic subroutines) -# - - -# V0: script structure + first functions -# V1: More detailed error messages in match functions -###################################################### - - -# Generic function to return an error if problems have been encountered - - - - - -check.err <- function(err.stock){ - - # err.stock = vector of results returned by check functions - - if(length(err.stock)!=0){ stop("\n- - - - - - - - -\n",err.stock,"\n- - - - - - - - -\n") } - -} - - - - -# Table match check functions - - - - - - - - - - - - - - - - - - - - - - - - - - -# To check if dataMatrix and (variable or sample)Metadata match regarding identifiers -match2 <- function(dataMatrix, Metadata, Mtype){ - - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - - err.stock <- NULL # error vector - - id2 <- Metadata[,1] - if(Mtype=="sample"){ id1 <- colnames(dataMatrix)[-1] } - if(Mtype=="variable"){ id1 <- dataMatrix[,1] } - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c("\nData matrix and ",Mtype," metadata do not match regarding ",Mtype," identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the ",Mtype," metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the ",Mtype," metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - err.stock <- c(err.stock,"\nPlease check your data.\n") - } - - return(err.stock) - -} - -# To check if the 3 standard tables match regarding identifiers -match3 <- function(dataMatrix, sampleMetadata, variableMetadata){ - - # dataMatrix = data.frame containing dataMatrix - # sampleMetadata = data.frame containing sampleMetadata - # variableMetadata = data.frame containing variableMetadata - - err.stock <- NULL # error vector - - id1 <- colnames(dataMatrix)[-1] - id2 <- sampleMetadata[,1] - id3 <- dataMatrix[,1] - id4 <- variableMetadata[,1] - - if( length(which(id1%in%id2))!=length(id1) || length(which(id2%in%id1))!=length(id2) ){ - err.stock <- c(err.stock,"\nData matrix and sample metadata do not match regarding sample identifiers.") - if(length(which(id1%in%id2))!=length(id1)){ - if(length(which(!(id1%in%id2)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the sample metadata file:\n") - identif <- id1[which(!(id1%in%id2))][1:min(3,length(which(!(id1%in%id2))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id2%in%id1))!=length(id2)){ - if(length(which(!(id2%in%id1)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the sample metadata file\n", - " do not appear in the data matrix:\n") - identif <- id2[which(!(id2%in%id1))][1:min(3,length(which(!(id2%in%id1))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if( length(which(id3%in%id4))!=length(id3) || length(which(id4%in%id3))!=length(id4) ){ - err.stock <- c(err.stock,"\nData matrix and variable metadata do not match regarding variable identifiers.") - if(length(which(id3%in%id4))!=length(id3)){ - if(length(which(!(id3%in%id4)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the data matrix\n", - " do not appear in the variable metadata file:\n") - identif <- id3[which(!(id3%in%id4))][1:min(3,length(which(!(id3%in%id4))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - if(length(which(id4%in%id3))!=length(id4)){ - if(length(which(!(id4%in%id3)))<4){ err.stock <- c(err.stock,"\n The ") - }else{ err.stock <- c(err.stock,"\n For example, the ") } - err.stock <- c(err.stock,"following identifiers found in the variable metadata file\n", - " do not appear in the data matrix:\n") - identif <- id4[which(!(id4%in%id3))][1:min(3,length(which(!(id4%in%id3))))] - err.stock <- c(err.stock," ",paste(identif,collapse="\n "),"\n") - } - } - - if(length(err.stock)!=0){ err.stock <- c(err.stock,"\nPlease check your data.\n") } - - return(err.stock) - -} \ No newline at end of file diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R --- a/batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,133 +0,0 @@ -##################################################### -# Mini tools for Galaxy scripting -# Coded by: M.Petera, -# - - -# R functions to use in R scripts and wrappers -# to make things easier (lightening code, reducing verbose...) -# - - -# V0: script structure + first functions -# V1: addition of functions to handle special characters in identifiers -##################################################### - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Function to call packages without printing all the verbose -# (only getting the essentials, like warning messages for example) - -shyLib <- function(...){ - for(i in 1:length(list(...))){ - suppressPackageStartupMessages(library(list(...)[[i]],character.only=TRUE)) - } -} - -#example: shyLib("xcms","pcaMethods") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Fonction pour sourcer les scripts R requis -# /!\ ATTENTION : actuellement la fonction n'est pas chargee au lancement du script, -# il faut donc la copier-coller dans le wrapper R pour pouvoir l'utiliser. - -if(FALSE){ -source_local <- function(...){ - argv <- commandArgs(trailingOnly = FALSE) - base_dir <- dirname(substring(argv[grep("--file=", argv)], 8)) - for(i in 1:length(list(...))){ - source(paste(base_dir, list(...)[[i]], sep="/")) - } -} -} - -#example: source_local("filter_script.R","RcheckLibrary.R") - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -# Functions to stock identifiers before applying make.names() and -# to reinject it into final matrices -# Note: it reproduces the original order of datasets' identifiers -# - - - -# stockID: stocks original identifiers and original order -# -> needs checked data regarding table match -# reproduceID: reinjects original identifiers and original order into final tables -# -> function to be used at the very end, when exporting tables - -stockID <- function(dataMatrix, Metadata, Mtype){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - cname <- colnames(dataMatrix)[1] - # dataMatrix temporary-stock + transfo - - - - - if(Mtype=="sample"){ - id.ori <- colnames(dataMatrix)[-1] - colnames(dataMatrix) <- make.names(colnames(dataMatrix)) - } - if(Mtype=="variable"){ - id.ori <- dataMatrix[,1] - dataMatrix[,1] <- make.names(dataMatrix[,1]) - } - # global stock - - - - - - - - - - - - - - - - - id.new <- data.frame(order.ori=c(1:length(Metadata[,1])),Metadata[,1], - id.new=make.names(Metadata[,1]),id.ori, - id.new.DM=make.names(id.ori),stringsAsFactors=FALSE) - colnames(id.new)[c(2,4)] <- c(colnames(Metadata)[1],cname) - # Metadata transfo + returning data - - - - - - Metadata[,1] <- make.names(Metadata[,1]) - return(list(id.match=id.new, dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: A<-stockID(myDM,mysM,"sample") ; myDM<-A$dataMatrix ; mysM<-A$Metadata ; A<-A$id.match - -reproduceID <- function(dataMatrix, Metadata, Mtype, id.match){ - # dataMatrix = data.frame containing dataMatrix - # Metadata = data.frame containing sampleMetadata or variableMetadata - # Mtype = "sample" or "variable" depending on Metadata content - # id.match = 'id.match' element produced by stockID - #Metadada - - - - - - - - - - - - - - - temp.table <- id.match[,c(1,2,3)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%Metadata[,1])){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=Metadata,by.x=3,by.y=1) - temp.table <- temp.table[order(temp.table$order.ori),] - Metadata <- temp.table[,-c(1,2)] - rownames(Metadata) <- NULL - #dataMatrix - - - - - - - - - - - - - - rownames(dataMatrix)<-dataMatrix[,1] - if(Mtype=="sample"){ - dataMatrix <- t(dataMatrix[,-1]) - } - temp.table <- id.match[,c(1,4,5)] - ## Removing deleted rows - for(i in 1:(dim(id.match)[1])){ - if(!(temp.table[i,3]%in%rownames(dataMatrix))){temp.table[i,1] <- 0} - } - if(length(which(temp.table[,1]==0))!=0){ - temp.table <- temp.table[-c(which(temp.table[,1]==0)),] - } - ## Restoring original identifiers and order - temp.table <- merge(x=temp.table,y=dataMatrix,by.x=3,by.y=0) - temp.table <- temp.table[order(temp.table$order.ori),] - if(Mtype=="variable"){ - dataMatrix <- temp.table[,-c(1,2,4)] - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } else { - rownames(temp.table) <- temp.table[,3] - temp.table <- t(temp.table[,-c(1,2,3)]) - dataMatrix <- data.frame(rownames(temp.table),temp.table) - colnames(dataMatrix)[1] <- colnames(id.match)[4] - } - rownames(dataMatrix) <- NULL - # return datasets - - - - - - - - - - - - return(list(dataMatrix=dataMatrix, Metadata=Metadata)) -} -#example: B<-reproduceID(myDM,mysM,"sample",A) ; myDM<-B$dataMatrix ; mysM<-B$Metadata - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R --- a/batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,130 +0,0 @@ -#!/usr/bin/env Rscript - -## Package -##-------- - -library(RUnit) - -## Constants -##---------- - -testOutDirC <- "output" -argVc <- commandArgs(trailingOnly = FALSE) -scriptPathC <- sub("--file=", "", argVc[grep("--file=", argVc)]) - - -## Functions -##----------- - -## Reading tables (matrix or data frame) -readTableF <- function(fileC, typeC = c("matrix", "dataframe")[1]) { - - file.exists(fileC) || stop(paste0("No output file \"", fileC ,"\".")) - - switch(typeC, - matrix = return(t(as.matrix(read.table(file = fileC, - header = TRUE, - row.names = 1, - sep = "\t", - stringsAsFactors = FALSE)))), - dataframe = return(read.table(file = fileC, - header = TRUE, - row.names = 1, - sep = "\t", - stringsAsFactors = FALSE))) - -} - -## Call wrapper -wrapperCallF <- function(paramLs, allLoessL) { - - ## Set program path - wrapperPathC <- file.path(dirname(scriptPathC), "..", - ifelse(allLoessL, - "batch_correction_all_loess_wrapper.R", - "batch_correction_wrapper.R")) - - ## Set arguments - argLs <- NULL - for (parC in names(paramLs)) - argLs <- c(argLs, parC, paramLs[[parC]]) - - ## Call - wrapperCallC <- paste(c(wrapperPathC, argLs), collapse = " ") - - if(.Platform$OS.type == "windows") - wrapperCallC <- paste("Rscript", wrapperCallC) - - - print(wrapperCallC) - - - wrapperCodeN <- system(wrapperCallC) - - if (wrapperCodeN != 0) - stop(paste0("Error when running 'batch_correction_", - ifelse(allLoessL, "all_loess_", ""), - "wrapper.R'")) - - ## Get output - outLs <- list() - if ("dataMatrix_out" %in% names(paramLs)) - outLs[["datMN"]] <- readTableF(paramLs[["dataMatrix_out"]], "matrix") - if ("sampleMetadata_out" %in% names(paramLs)) - outLs[["samDF"]] <- readTableF(paramLs[["sampleMetadata_out"]], "dataframe") - if ("variableMetadata_out" %in% names(paramLs)) - outLs[["varDF"]] <- readTableF(paramLs[["variableMetadata_out"]], "dataframe") - if("information" %in% names(paramLs)) - outLs[["infVc"]] <- readLines(paramLs[["information"]]) - - if("out_preNormSummary" %in% names(paramLs)) - outLs[["sumDF"]] <- readTableF(paramLs[["out_preNormSummary"]], "dataframe") - - return(outLs) - -} - -## Setting default parameters -defaultArgF <- function(testInDirC, determineL) { - - defaultArgLs <- list() - - if(file.exists(file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv"))) - defaultArgLs[["dataMatrix"]] <- file.path(dirname(scriptPathC), testInDirC, "dataMatrix.tsv") - if(file.exists(file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv"))) - defaultArgLs[["sampleMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "sampleMetadata.tsv") - - if(!determineL) - if(file.exists(file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv"))) - defaultArgLs[["variableMetadata"]] <- file.path(dirname(scriptPathC), testInDirC, "variableMetadata.tsv") - - if(determineL) { ## determinebc - - defaultArgLs[["out_graph_pdf"]] <- file.path(dirname(scriptPathC), testOutDirC, "out_graph.pdf") - defaultArgLs[["out_preNormSummary"]] <- file.path(dirname(scriptPathC), testOutDirC, "preNormSummary.txt") - - } else { ## batchcorrection - - defaultArgLs[["dataMatrix_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "dataMatrix.tsv") - defaultArgLs[["variableMetadata_out"]] <- file.path(dirname(scriptPathC), testOutDirC, "variableMetadata.tsv") - defaultArgLs[["graph_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "graph_output.pdf") - defaultArgLs[["rdata_output"]] <- file.path(dirname(scriptPathC), testOutDirC, "rdata_output.rdata") - - } - - defaultArgLs - -} - -## Main -##----- - -## Create output folder -file.exists(testOutDirC) || dir.create(testOutDirC) - -## Run tests -test.suite <- defineTestSuite('tests', dirname(scriptPathC), testFileRegexp = paste0('^.*_tests\\.R$'), testFuncRegexp = '^.*$') -isValidTestSuite(test.suite) -test.results <- runTestSuite(test.suite) -print(test.results) - diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R --- a/batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ -test_input_allLoessPool <- function() { - - testDirC <- "input" - determineL <- FALSE - allLoessL <- TRUE - argLs <- list(method = "all_loess_pool", - span = "1") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['datMN']][1, 1], 25803076, tolerance = 1e-3) - -} - -test_input_allLoessSample <- function() { - - testDirC <- "input" - determineL <- FALSE - allLoessL <- TRUE - argLs <- list(method = "all_loess_sample", - span = "1") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['datMN']][1, 1], 23402048, tolerance = 1e-3) - -} - -test_example1_allLoessSample <- function() { - - testDirC <- "example1" - determineL <- FALSE - allLoessL <- TRUE - argLs <- list(method = "all_loess_sample", - span = "1") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['datMN']][1, 1], 21732604, tolerance = 1e-3) - -} - -test_example1_allLoessSampleSpan06 <- function() { - - testDirC <- "example1" - determineL <- FALSE - allLoessL <- TRUE - argLs <- list(method = "all_loess_sample", - span = "0.6") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['datMN']][1, 1], 134619170, tolerance = 1e-3) - -} - -test_sacurine_allLoessPool <- function() { - - testDirC <- "sacurine" - determineL <- FALSE - allLoessL <- TRUE - argLs <- list(method = "all_loess_pool", - span = "1") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['datMN']]["HU_neg_017", "M53T345"], 7902.366, tolerance = 1e-3) - - -} - -test_sacurine_determinebc <- function() { - - testDirC <- "sacurine" - determineL <- TRUE - allLoessL <- FALSE - argLs <- list(ref_factor = "batch", - span = "none") - - if(!allLoessL) - argLs[["analyse"]] <- ifelse(determineL, "determine_bc", "batch_correction") - - argLs <- c(defaultArgF(testDirC, determineL = determineL), argLs) - outLs <- wrapperCallF(argLs, allLoessL = allLoessL) - - checkEqualsNumeric(outLs[['sumDF']]["M59T62", "batch.2.linear"], 3, tolerance = 1e-3) - - -} diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv --- 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1301.926473 1046.55187 -M1303.942T1046 1303.941625 1046.30942 -M1304.945T1046 1304.945457 1046.266254 -M1323.91T1014 1323.909761 1014.068777 -M1476.862T1011 1476.861712 1010.794042 -M1492.07T1087 1492.070125 1087.247673 -M1512.134T1090 1512.133957 1090.42822 -M1514.094T1077 1514.094411 1077.056862 -M1538.149T1097 1538.149298 1096.772622 -M1539.152T1095 1539.152105 1095.271461 -M1540.164T1094 1540.164159 1093.945049 -M1560.135T1094 1560.134573 1093.852655 -M1560.959T1013 1560.959487 1013.355801 -M1561.138T1094 1561.137889 1093.901862 -M1561.961T1013 1561.961341 1013.356034 -M1562.15T1095 1562.149696 1094.53803 -M1563.154T1095 1563.154155 1094.559861 -M1564.167T1093 1564.166664 1092.54829 -M1565.171T1092 1565.170892 1092.458348 -M1566.166T1089 1566.166119 1089.363431 -M1566.181T1092 1566.180671 1092.102796 -M1567.185T1092 1567.185264 1091.841887 -M1568.195T1091 1568.194562 1091.458796 -M1569.199T1091 1569.19926 1091.033591 -M1595.494T496 1595.494335 495.7960805 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/input/dataMatrix.tsv --- a/batchcorrection-57edfd3943ab/runit/input/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 HU_155 HU_106 HU_146 HU_128 QC1_012 -met_001 34046147 29268048 43765299 44375419 50601116 4832613 40454119 8126 19479962 11235683 33064844 75260138 36891690 17466250 74160059 32122101 5238560 30163448 10216046 31450577 17301601 11549910 12734389 54057483 3488082 24301846 2046492 23004592 9579482 30075694 7571631 5257922 60032654 15725469 42794552 12202672 10427301 17332850 2558158 66102394 29666404 34174908 36717068 24271602 36414651 37145056 20074559 1865267 5837544 27608715 38999155 21669105 14372963 36030678 24509866 1906953 15589584 18219005 25991397 25068509 21518123 17608775 6613249 4124652 30008362 7839717 16104411 36946332 23198059 6151472 23334545 18392766 27331396 30774819 18461787 42246522 20479189 28817403 27674313 21703591 17170407 13809778 11188751 14478896 8256694 2771227 47261207 21462355 24438964 19424590 379608 17107855 14512991 31446516 24437179 18499953 16786178 1370420 23336305 18279598 9162668 29590881 24605602 13020657 30919250 16843645 42298126 15320951 -met_002 25505104 13027974 32763597 34730095 33371485 1895066 27495574 59974 13416309 7415642 23483152 56144021 29010226 13269573 61487618 21195395 3379894 23790609 4902552 23924391 10425200 5914542 10652705 32854120 835047 13453508 1274458 22515044 4126230 22230978 1786393 3285537 42606906 22882567 35048135 9125465 3968320 10918248 2767218 40862097 20287479 21966458 30969969 17039420 20122412 28288256 13281775 1926605 10855072 19582666 28740009 14276670 8544427 28305898 17921960 1108003 15397507 12237865 16183896 17724624 12764878 19325552 5978795 2327941 19932606 3940696 8131604 27569944 16730669 4383418 15424544 10734487 33257422 21428567 10875162 33291902 12687175 13724743 17750641 15859004 7722135 10212514 5089001 10323782 5299453 529447 39682428 18277950 17763884 14171656 997710 14321798 12297861 15992338 26897819 12146700 13597912 256757 14051155 13070239 6274244 20895482 17767113 13249946 20766019 15026075 25876196 11032203 -met_003 5892635 10312094 7821772 11024697 11099724 211356 15572436 NA 5081385 1287012 7083236 11463946 10268577 3466442 16572946 7596396 515301 5605033 1166691 6692258 5258935 1120354 2768153 17622620 100138 5657045 155546 3993478 895432 6630262 1160086 1398006 20292345 8345069 9496638 2281112 1622765 559527 1169164 24371841 6010179 5988080 6808771 4430121 6994393 13311751 5318285 783176 353306 5788416 6714250 6043357 3119950 4761136 4840500 316705 2576605 4562242 7534703 5546336 3149195 2525989 2463379 413059 4398279 855987 2243033 6719671 4189278 1103830 3718953 5441941 4324385 9454992 5764607 7703610 7439304 5651876 5810300 4075671 5884945 2071030 822119 2324725 1072516 75496 15134893 4124869 5293399 3395800 NA 2578641 5179943 5878251 8146783 4702730 2191032 34289 4192685 3234808 2907002 8592351 5858938 1541012 10652067 3600540 11259836 2932946 -met_004 22027726 28338717 19767257 776755 29237805 551519 43361691 17669 24178241 2483160 22961817 36696085 29568489 12694039 38098794 28957490 4548936 21546827 8439927 23754498 19390563 2410036 15610073 48462830 743472 12281479 957970 22957209 3382722 23184843 3152846 6026857 29934738 37430772 28469408 6392048 3956769 18521915 6448619 58495251 21643123 15824960 24311549 14867509 14415999 39238537 19313537 4269597 14077517 20163043 27340905 24795934 11392689 16957319 8784709 3302430 14801777 21374299 22691590 18798091 10791789 9245374 9321953 3946445 19030931 2851153 7951878 18647008 15091482 4856406 12502732 10638134 17097174 26807402 12496560 23261771 14881802 11744963 13872035 14116064 15472403 6386433 5112117 13146747 7167783 236477 24538222 12591822 14722588 13063460 971573 5200985 16805865 7198114 10515461 10722786 13053078 70163 7465055 11687904 10088325 16368703 10706813 7486089 18535386 10598026 21770139 11077483 -met_005 193306 160570 117718 769008 267248 87972 69464 NA 7616 586103 206378 121127 213298 176754 242462 245818 45143 24490 755359 212954 389071 155435 184599 376084 254437 250988 220902 108105 85318 195162 67546 734516 831034 585004 173521 26533 200539 37004 36565 325985 158874 37276 113890 74761 146784 220431 131561 15431 110818 185203 364047 240219 148084 86018 66224 52249 24283 80448 106180 166432 305441 70418 43991 25483 105589 447093 262598 155739 174455 41989 105672 178424 62375 119866 161191 297693 7959 153233 142085 158356 187841 114849 305398 278998 61269 170611 140724 312751 224186 111426 283256 122690 12793 132190 54212 39050 307170 167079 342338 117560 30651 47048 93554 318603 259085 46862 734298 147634 -met_006 211051 135473 187526 171919 231183 810849 268826 14883 140778 961904 226143 242014 319702 117739 220563 250808 134880 190902 266216 196054 378433 125874 163055 211658 267996 164365 130178 69163 188919 200864 549987 119612 366293 277418 275988 349089 132186 127157 181774 459213 215864 260424 246803 172018 274592 191312 209141 45084 107075 183816 169029 153489 283856 133961 202937 64740 153310 227788 74044 180132 127350 169212 54206 77563 90445 186680 154867 132619 160787 147476 89801 223338 49267 91754 117057 429902 156194 161023 71824 128511 229049 106582 94783 172129 45728 134762 82872 103303 187390 118078 128191 153646 50982 265774 120179 187030 55772 86739 98350 117721 39963 89854 113185 66975 57334 79878 170817 92214 -met_007 818506 163659 149350 42654 19086 40670 16834 NA 83422 14392 917690 187463 132703 60940 142185 36582 300958 105092 47811 1019078 90157 416430 4545917 286788 39925 40803 334919 348959 587342 1056928 70427 277858 29565 77759 300874 558218 86201 171841 155957 231157 961115 461295 79343 199413 567908 183811 27940 290004 598012 904557 69335 39497 102278 460376 619162 157373 92338 43550 225869 991990 155355 1691486 187202 219564 122953 65541 60088 103865 418710 139551 117097 113709 149458 116594 10610459 562050 62310 818129 168435 759613 77860 71197 308475 25127 66760 482726 63049 99118 1510403 254158 177554 67325 8044525 238376 61584 207355 539960 1021892 69544 302540 198680 162514 1869389 414321 143692 69007 38131 251060 -met_008 115231 264286 74049 81590 40554 91022 NA NA 8314 117029 123182 176584 112223 62435 1253934 79918 5194 87966 19155 135564 224648 242477 76601 213640 152349 44170 4600 100077 120950 160307 110075 5148 67076 145278 296041 76923 52954 92403 20685 160750 150374 159163 94619 7721 185397 29210 325518 5027 29938 139840 151394 37141 22918 169812 58483 4970 4800 71212 78834 153726 268147 173775 48985 3938 294626 21894 100149 219771 159618 21203 22559 355926 126593 305741 226602 101954 249392 225758 246743 193691 115110 132081 348624 143535 11300 112369 826089 166256 116212 192909 112650 381004 26447 629000 156376 159434 161587 221871 155021 191730 14293 204085 53770 152941 369783 96341 308860 202972 -met_009 1653183 336731 1586628 623933 511108 2144040 3908910 2612 332173 3718606 750541 1839009 412482 296926 1397136 779507 803159 797478 2253026 673007 1246516 261712 636769 1252614 1872139 1123410 1211241 450421 2269400 674746 1202999 714934 923463 650730 1707553 1380296 447317 551744 1801836 1017392 629148 536723 260636 1240058 1100354 1471142 502127 379856 225008 655259 258475 247050 1387340 760882 360828 835191 1467559 1277554 693606 643990 406054 658403 308357 575599 3355208 3344141 1814947 3033916 2487138 3666036 2208895 3384287 1147554 1431141 1187374 1500354 3213137 456834 429573 1177754 234995 3157451 4225889 2007199 743424 3797450 2860315 888468 2785386 2234912 1866417 1828194 1763480 1349066 1177795 1230768 1347281 387911 2497497 1540837 748978 2118929 448664 880734 2350718 2963789 800316 2223983 -met_010 7081822 4739444 1241927 2568237 2543303 3559207 8818294 3224 4774112 32246592 7263868 2677701 499455 4297787 675103 20655272 2307693 1654236 18080860 6979670 9996765 1007281 919441 13268847 3662733 3447668 109807 590328 1578174 6926178 11960517 1487469 10079986 483011 1634611 644542 229454 493678 2758609 5983950 6445722 483373 5116692 4341054 2652660 3285128 9214051 1725760 380224 5878072 9679727 1935469 3354872 3491777 3903044 3098324 3901596 16486928 7354595 5928774 6276978 1069606 431358 423052 3159131 1092630 1042776 1771261 4726444 1151587 1737898 8026262 1297907 7275379 6723651 6868065 2627565 5745052 859014 5306284 2535047 5307520 269522 21581115 391810 4323746 3412789 1672193 4095309 3737559 1781359 1792450 291267 2119319 26261958 5040629 529740 362314 1887159 3808365 115792 12919439 1980086 743883 5533137 1538355 380500 2777958 -met_011 785442 60478 60202 224880 55462 100060 42986 NA 130475 NA 675924 4903004 396065 380956 NA 392119 9854 106252 99264 637406 312148 33714 690355 247213 216205 67547 36430 21057 131148 574095 544490 99843 NA NA NA 144958 565976 53797 139064 306347 686592 404783 NA 79308 147421 66507 NA 73762 198084 525400 482320 402890 NA 308122 3847455 106160 64832 716412 494328 417494 174319 88831 4044643 71642 1122075 NA 71395 131196 433963 92619 3073860 1131592 55550 132765 57931 786643 264705 171375 55880 465617 43560 33298 293164 NA 38935 117848 274209 144362 251705 396383 1976437 155386 71656 62054 273108 159751 179756 64850 94359 366996 126976 47026 142714 138801 72099 37766 102870 334806 -met_012 966828 422417 214842 1194887 421456 1901281 258409 NA 839552 1106235 878410 491735 4269851 283059 519567 810110 81046 656910 571446 839770 767967 832013 160535 583306 882564 1492712 61676 840394 321103 823730 899697 139924 545929 1294920 1130207 825318 236651 375197 251330 1506027 770762 751443 358250 183505 466680 234995 363012 22319 266856 754857 1427392 226903 284836 209380 1195077 4620106 222481 1374989 411419 729779 435834 640528 260978 242145 1428986 620975 355664 302626 731010 577113 269282 1025669 1939260 299290 550611 613659 640041 414264 218912 656206 624452 300278 471693 705508 736267 605046 661164 776176 307460 629006 2060619 411678 93072 633718 338884 264054 157504 676603 1805777 566963 910158 108224 250755 387572 303497 125823 689546 451727 -met_013 714912 791249 604575 589454 1074418 3070098 2119240 7137 890118 386826 930174 1000597 733434 233617 1360212 1037357 176066 772653 1884339 751699 1209307 255309 525705 1839142 659431 515303 159998 122897 1308292 804084 1176095 311879 1090860 1448865 1490176 473518 1314978 370766 658153 2072868 797182 241909 609394 363945 638321 364544 610599 90246 304093 689520 535665 940965 1084750 563914 300670 250836 847567 963190 994193 618534 541323 428765 214996 219920 308257 480191 443707 227943 328803 214748 175739 395171 87076 356367 663958 835129 406727 1311985 309483 421842 617353 320188 159318 432346 121762 313052 342490 369635 325067 279331 312419 170664 207936 381802 507274 489883 75053 222493 340858 231135 120305 217904 278230 150750 163974 297904 633609 195582 -met_014 2192373 2373274 309675 2067019 156561 1335591 2561776 2628 1367751 2883908 2189352 1399096 1059588 1752409 2350095 1961794 449838 1848751 1702954 2184962 5270167 2111154 3409472 3651287 1223133 483357 176636 359017 5356208 2108275 7326500 1999235 2297084 1110000 2780288 948330 648616 544135 1920152 3729873 2014850 2085972 1185999 831100 5866712 904382 1817319 272422 NA 1794888 1073283 715155 877347 1288101 767352 165713 1619548 312374 4411684 1757101 1347974 5483326 105622 NA 880374 4773821 1852051 4012697 1506395 747420 860522 1784675 269957 1034751 2756790 2327842 1403518 NA 226200 1520585 583978 1399246 741899 865840 118051 1041124 1160379 1246515 3709009 1297454 2801529 4143776 1740145 877177 1951698 723309 205685 2724339 483101 1223618 232499 811131 1998752 479220 2297602 901182 195086 857346 -met_015 650957 607290 344037 1227529 1072694 576358 501563 NA 502469 591694 628810 843246 499456 685211 2294708 25129 NA 396924 1183224 585823 1211863 95856 1144957 787735 689605 479871 NA 73159 21384 617342 1458756 347990 445231 1570717 1136540 395902 148198 309567 739570 265275 566263 220112 529228 346333 620592 381877 266345 NA NA 557575 279088 1668394 414413 NA 82640 96029 371246 387503 604542 487548 313124 271980 77109 NA 327966 684942 1063651 397266 470555 381094 163296 311328 170466 373177 511493 294494 457952 53349 184101 455759 235010 231678 234265 877479 85416 91934 643917 413352 960793 418237 1018189 344346 53396 309733 1051458 800181 29708 436994 409034 451321 28816 378301 2906 145014 594244 406030 416940 409468 -met_016 3728543 5271810 2396071 9589731 5114332 980903 4150829 31072 593696 1881520 3546584 4217005 1971560 3884824 9657866 4530178 1402006 3635446 3074964 3248352 1352072 7480839 512684 11155460 12682407 1675744 478909 916605 2614207 2990150 723349 2298819 1304874 2646610 4645701 1226585 358662 2008421 3038019 1348614 2687620 843385 1453715 898170 7128463 1363450 8420472 1421312 2814699 2482355 699541 1473779 1709188 1380690 325067 337051 1819782 698009 3424228 2146596 176414 2969708 1196100 781640 761994 2162716 3141233 2643394 1688375 1037309 1082009 948821 644108 296384 1491277 4266847 376457 3953926 440850 1609610 1122880 591212 2149989 2065993 149791 2075448 568954 1977753 2892161 1233190 818414 1106932 296057 1800273 2704726 842085 799040 750455 772005 1177812 243149 1124326 1157891 1921771 779319 406666 348015 769630 -met_017 4821103 2435403 2318732 4245753 3748189 4349935 4689943 NA 2451934 3331274 4202823 1370470 1761558 1754097 2700769 426851 1421552 3508482 1312895 3480628 153921 640917 4404841 2251667 4439211 3342751 1543974 1098969 858681 3440833 6434298 1877831 602319 195656 151869 2383960 2486404 2254876 1908070 705181 2902467 1052946 1271786 2219297 1805955 3250971 1844215 495613 1812866 3086559 1835313 2882274 3433802 2034058 3943305 1112063 3043290 3146250 1149854 3119954 1959167 2538248 931529 1334514 2458891 2782916 4005410 3855724 3184232 2002086 1822977 1588408 519939 3609550 2113979 4260220 7162992 2063593 1974086 3128563 2511623 3723824 3208944 3304203 292819 5146262 2436561 2378318 2980413 2487889 2835818 1141876 1331599 2511176 2512983 2690201 1226346 2457264 1783679 2374533 578362 1931922 7306894 751094 2056881 2013244 3440995 1986099 -met_018 3845845 1125035 3713026 4269132 6333108 5776736 8166664 NA 4171324 7988966 3714898 2876103 3849785 2430197 5422776 4662180 957971 4677780 2992946 3762550 1969501 1716169 6312832 4616472 5606941 3117587 346932 60487 10814109 3864794 4470255 1102389 5587587 4534492 3512890 3328218 1802985 1680743 2781704 8525375 3682738 3099285 1746654 788594 7427151 554576 6269287 5357 1140956 3709283 3307003 2315279 5493432 3053170 6192947 1432019 1076046 1464520 4824344 3147257 1994147 4573157 2230984 991725 1315331 4629949 2133538 3895081 2562451 1401708 1399516 3477358 648304 3496616 3434817 3068024 2848307 2263251 1598976 2740585 1773213 5880906 3627568 4706634 319862 3713057 1596358 2055649 3499900 2304312 2797584 1688276 967096 1358564 1437973 2728284 153100 1214379 1735479 2046537 783838 2422950 2074712 174935 841044 3060876 1269234 2031300 -met_019 5358981 1852069 2817716 13425015 6947343 9222617 9099809 NA 2007588 7787991 5015511 2251853 8420137 3275473 1831063 1018399 1118722 4098937 5116422 4752971 7501400 3802804 3861141 4796229 8889990 4018242 1056423 1778148 8605488 4674493 11002636 1309019 3295768 4003774 7986281 3554994 1607508 2115776 4253223 12066534 4281759 1970354 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sample b1 -HU_069 103 sample b1 -HU_155 104 sample b1 -HU_106 105 sample b1 -HU_146 106 sample b1 -HU_128 107 sample b1 -QC1_012 108 pool b1 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv --- a/batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - number MSI_level -met_001 1 1 -met_002 2 1 -met_003 3 1 -met_004 4 1 -met_005 5 2 -met_006 6 1 -met_007 7 1 -met_008 8 1 -met_009 9 1 -met_010 10 1 -met_011 11 2 -met_012 12 1 -met_013 13 1 -met_014 14 1 -met_015 15 1 -met_016 16 1 -met_017 17 2 -met_018 18 1 -met_019 19 1 -met_020 20 1 -met_021 21 1 -met_022 22 2 -met_023 23 1 -met_024 24 2 -met_025 25 2 -met_026 26 1 -met_027 27 1 -met_028 28 1 -met_029 29 1 -met_030 30 2 -met_031 31 1 -met_032 32 2 -met_033 33 1 -met_034 34 1 -met_035 35 2 -met_036 36 1 -met_037 37 2 -met_038 38 2 -met_039 39 2 -met_040 40 2 -met_041 41 1 -met_042 42 1 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-met_113 113 1 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/output/dataMatrix.tsv --- a/batchcorrection-57edfd3943ab/runit/output/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -dataMatrix QC1_001 HU_neg_017 HU_neg_018 HU_neg_020 HU_neg_021 HU_neg_027 HU_neg_028 HU_neg_032 HU_neg_034 QC1_002 HU_neg_037 HU_neg_041 HU_neg_043 HU_neg_044 HU_neg_047 HU_neg_048 QC1_003 HU_neg_049 HU_neg_050 HU_neg_051 HU_neg_052 HU_neg_055 HU_neg_059 HU_neg_060 HU_neg_061 QC1_004 HU_neg_064 HU_neg_065 HU_neg_066 HU_neg_068 HU_neg_071 HU_neg_072 HU_neg_077 HU_neg_078 QC1_005 HU_neg_079 HU_neg_083 HU_neg_086 HU_neg_088 HU_neg_089 HU_neg_090 HU_neg_091 HU_neg_093 HU_neg_094 QC1_006 HU_neg_099 HU_neg_100 HU_neg_101 HU_neg_105 HU_neg_107 HU_neg_108 HU_neg_109 HU_neg_110 HU_neg_111 QC1_007 HU_neg_116 HU_neg_118 HU_neg_123 HU_neg_125 HU_neg_126 HU_neg_127 QC1_008 HU_neg_130 HU_neg_131 HU_neg_132 HU_neg_133 HU_neg_134 HU_neg_138 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a/batchcorrection-57edfd3943ab/runit/output/preNormSummary.txt Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -labion batch.1.linear batch.1.loess batch.1.lowess batch.2.linear batch.2.loess batch.2.lowess -M53T345 0 0 0 0 0 0 -M58T69 0 0 0 0 0 0 -M59T246 0 0 0 5 0 0 -M59T62 0 0 0 3 3 3 -M59T270 0 0 0 0 0 0 -M62T56 0 0 0 0 0 0 -M64T348 0 0 0 0 0 0 -M64T379 0 0 0 0 0 0 -M65T347 5 0 0 5 0 0 -M65T379 0 0 0 0 0 0 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/output/rdata_output.rdata Binary file batchcorrection-57edfd3943ab/runit/output/rdata_output.rdata has changed diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/output/variableMetadata.tsv --- a/batchcorrection-57edfd3943ab/runit/output/variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -variableMetadata mz rt -M53T345 53.00116493 345.3902643 -M58T69 57.97545393 68.67242364 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3926.19212495652 11252.0800825009 5452.39385459632 11167.9820840603 33167.8941161051 15034.6898679926 7348.81999169394 7412.37469841539 2965.16860722332 3467.08883057802 3376.25921122999 3217.81783567757 7431.79439098056 6389.65382931968 11179.1712788556 4249.95563912662 0 8693.55519992018 2929.28432351133 0 14498.4733342624 0 5175.331788745 2721.5087506885 0 4010.315983861 5266.79917625168 0 7597.51546438219 51561.6956682535 37548.6933920918 0 33291.0445651875 49732.0512893425 3822.41876047632 -"M65T347" 0 0 0 0 22816.2146517542 6711.4124020715 0 0 0 0 0 0 0 6827.16107890486 5776.21918873859 0 0 0 0 0 0 0 0 9192.7543566501 0 0 0 0 0 11298.3924632847 3768.99515936009 0 0 0 11753.3843655266 0 39505.3248865409 44269.6919677473 0 0 8826.74729244849 10724.0333629916 0 17517.5709635939 11418.0855632288 0 0 0 22145.5919207218 0 0 0 0 0 8079.46865409031 0 0 0 0 6648.72096684431 0 2736.8090995068 0 0 24725.7135475714 8079.18710674447 11010.0936521117 20035.7811451175 17369.2800203013 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10168.3310458211 5889.51019295818 0 0 4971.41734007462 5243.43228768982 5066.80476566118 2773.24200769425 0 0 4801.75130714306 8928.70455995294 6895.73126790376 7824.00410561761 5110.91012145999 0 15920.9256301352 3715.17058814941 6549.86367446174 4400.19406611943 0 0 3969.50604962136 9284.6508917653 11279.048542144 4710.85200800878 27828.3469400129 14305.0627750295 0 31646.2973611278 0 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv --- a/batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,217 +0,0 @@ -sampleMetadata sampleType injectionOrder batch -QC1_001 pool 14 ne1 -HU_neg_017 sample 17 ne1 -HU_neg_018 sample 18 ne1 -HU_neg_020 sample 19 ne1 -HU_neg_021 sample 20 ne1 -HU_neg_027 sample 22 ne1 -HU_neg_028 sample 23 ne1 -HU_neg_032 sample 25 ne1 -HU_neg_034 sample 26 ne1 -QC1_002 pool 27 ne1 -HU_neg_037 sample 32 ne1 -HU_neg_041 sample 34 ne1 -HU_neg_043 sample 36 ne1 -HU_neg_044 sample 37 ne1 -HU_neg_047 sample 38 ne1 -HU_neg_048 sample 39 ne1 -QC1_003 pool 40 ne1 -HU_neg_049 sample 43 ne1 -HU_neg_050 sample 44 ne1 -HU_neg_051 sample 45 ne1 -HU_neg_052 sample 46 ne1 -HU_neg_055 sample 48 ne1 -HU_neg_059 sample 50 ne1 -HU_neg_060 sample 51 ne1 -HU_neg_061 sample 52 ne1 -QC1_004 pool 53 ne1 -HU_neg_064 sample 57 ne1 -HU_neg_065 sample 58 ne1 -HU_neg_066 sample 59 ne1 -HU_neg_068 sample 60 ne1 -HU_neg_071 sample 61 ne1 -HU_neg_072 sample 62 ne1 -HU_neg_077 sample 64 ne1 -HU_neg_078 sample 65 ne1 -QC1_005 pool 66 ne1 -HU_neg_079 sample 69 ne1 -HU_neg_083 sample 70 ne1 -HU_neg_086 sample 72 ne1 -HU_neg_088 sample 73 ne1 -HU_neg_089 sample 74 ne1 -HU_neg_090 sample 75 ne1 -HU_neg_091 sample 76 ne1 -HU_neg_093 sample 77 ne1 -HU_neg_094 sample 78 ne1 -QC1_006 pool 79 ne1 -HU_neg_099 sample 83 ne1 -HU_neg_100 sample 84 ne1 -HU_neg_101 sample 85 ne1 -HU_neg_105 sample 86 ne1 -HU_neg_107 sample 87 ne1 -HU_neg_108 sample 88 ne1 -HU_neg_109 sample 89 ne1 -HU_neg_110 sample 90 ne1 -HU_neg_111 sample 91 ne1 -QC1_007 pool 92 ne1 -HU_neg_116 sample 96 ne1 -HU_neg_118 sample 98 ne1 -HU_neg_123 sample 100 ne1 -HU_neg_125 sample 102 ne1 -HU_neg_126 sample 103 ne1 -HU_neg_127 sample 104 ne1 -QC1_008 pool 105 ne1 -HU_neg_130 sample 109 ne1 -HU_neg_131 sample 110 ne1 -HU_neg_132 sample 111 ne1 -HU_neg_133 sample 112 ne1 -HU_neg_134 sample 113 ne1 -HU_neg_138 sample 117 ne1 -QC1_009 pool 118 ne1 -HU_neg_144 sample 124 ne1 -HU_neg_148 sample 128 ne1 -HU_neg_149 sample 129 ne1 -HU_neg_150 sample 130 ne1 -QC1_010 pool 131 ne1 -HU_neg_152 sample 134 ne1 -HU_neg_154 sample 135 ne1 -HU_neg_156 sample 136 ne1 -HU_neg_157 sample 137 ne1 -HU_neg_158 sample 138 ne1 -HU_neg_163 sample 140 ne1 -HU_neg_170 sample 142 ne1 -HU_neg_171 sample 143 ne1 -QC1_011 pool 144 ne1 -HU_neg_172 sample 147 ne1 -HU_neg_173 sample 148 ne1 -HU_neg_174 sample 149 ne1 -HU_neg_175 sample 150 ne1 -HU_neg_178 sample 152 ne1 -HU_neg_179 sample 153 ne1 -HU_neg_180 sample 154 ne1 -HU_neg_181 sample 155 ne1 -HU_neg_182 sample 156 ne1 -QC1_012 pool 157 ne1 -HU_neg_184 sample 160 ne1 -HU_neg_185 sample 161 ne1 -HU_neg_186 sample 162 ne1 -HU_neg_189 sample 164 ne1 -HU_neg_192 sample 165 ne1 -HU_neg_196 sample 167 ne1 -QC1_013 pool 171 ne1 -HU_neg_200 sample 174 ne1 -HU_neg_201 sample 175 ne1 -HU_neg_202 sample 176 ne1 -HU_neg_204 sample 177 ne1 -HU_neg_207 sample 179 ne1 -HU_neg_208 sample 180 ne1 -HU_neg_209 sample 181 ne1 -QC1_014 pool 185 ne1 -QC1_001_b2 pool 14 ne2 -HU_neg_022_b2 sample 17 ne2 -HU_neg_076_b2 sample 18 ne2 -HU_neg_166_b2 sample 19 ne2 -HU_neg_114_b2 sample 20 ne2 -HU_neg_190_b2 sample 21 ne2 -HU_neg_139_b2 sample 23 ne2 -HU_neg_096_b2 sample 24 ne2 -HU_neg_058_b2 sample 25 ne2 -HU_neg_031_b2 sample 26 ne2 -QC1_002_b2 pool 27 ne2 -HU_neg_039_b2 sample 30 ne2 -HU_neg_087_b2 sample 32 ne2 -HU_neg_143_b2 sample 33 ne2 -HU_neg_162_b2 sample 34 ne2 -HU_neg_102_b2 sample 35 ne2 -HU_neg_188_b2 sample 37 ne2 -HU_neg_095_b2 sample 38 ne2 -HU_neg_062_b2 sample 39 ne2 -QC1_003_b2 pool 40 ne2 -HU_neg_063_b2 sample 43 ne2 -HU_neg_011_b2 sample 44 ne2 -HU_neg_074_b2 sample 45 ne2 -HU_neg_122_b2 sample 46 ne2 -HU_neg_142_b2 sample 47 ne2 -HU_neg_030_b2 sample 48 ne2 -HU_neg_187_b2 sample 50 ne2 -HU_neg_167_b2 sample 51 ne2 -HU_neg_113_b2 sample 52 ne2 -QC1_004_b2 pool 53 ne2 -HU_neg_081_b2 sample 56 ne2 -HU_neg_014_b2 sample 57 ne2 -HU_neg_206_b2 sample 58 ne2 -HU_neg_119_b2 sample 59 ne2 -HU_neg_033_b2 sample 60 ne2 -HU_neg_067_b2 sample 61 ne2 -HU_neg_140_b2 sample 62 ne2 -HU_neg_164_b2 sample 63 ne2 -HU_neg_193_b2 sample 64 ne2 -HU_neg_112_b2 sample 65 ne2 -QC1_005_b2 pool 66 ne2 -HU_neg_097_b2 sample 69 ne2 -HU_neg_056_b2 sample 70 ne2 -HU_neg_195_b2 sample 71 ne2 -HU_neg_135_b2 sample 72 ne2 -HU_neg_159_b2 sample 73 ne2 -HU_neg_070_b2 sample 76 ne2 -HU_neg_038_b2 sample 77 ne2 -HU_neg_026_b2 sample 78 ne2 -QC1_006_b2 pool 79 ne2 -HU_neg_098_b2 sample 82 ne2 -HU_neg_115_b2 sample 83 ne2 -HU_neg_137_b2 sample 85 ne2 -HU_neg_019_b2 sample 86 ne2 -HU_neg_073_b2 sample 87 ne2 -HU_neg_168_b2 sample 88 ne2 -HU_neg_191_b2 sample 89 ne2 -HU_neg_040_b2 sample 90 ne2 -HU_neg_046_b2 sample 91 ne2 -QC1_007_b2 pool 92 ne2 -HU_neg_103_b2 sample 95 ne2 -HU_neg_015_b2 sample 96 ne2 -HU_neg_053_b2 sample 97 ne2 -HU_neg_121_b2 sample 99 ne2 -HU_neg_183_b2 sample 101 ne2 -HU_neg_199_b2 sample 102 ne2 -HU_neg_042_b2 sample 103 ne2 -HU_neg_075_b2 sample 104 ne2 -QC1_008_b2 pool 105 ne2 -HU_neg_203_b2 sample 108 ne2 -HU_neg_024_b2 sample 109 ne2 -HU_neg_082_b2 sample 110 ne2 -HU_neg_169_b2 sample 111 ne2 -HU_neg_129_b2 sample 112 ne2 -HU_neg_057_b2 sample 113 ne2 -HU_neg_035_b2 sample 114 ne2 -HU_neg_194_b2 sample 115 ne2 -HU_neg_145_b2 sample 116 ne2 -HU_neg_104_b2 sample 117 ne2 -QC1_009_b2 pool 118 ne2 -HU_neg_177_b2 sample 121 ne2 -HU_neg_025_b2 sample 123 ne2 -HU_neg_080_b2 sample 124 ne2 -HU_neg_117_b2 sample 125 ne2 -HU_neg_136_b2 sample 126 ne2 -HU_neg_197_b2 sample 127 ne2 -HU_neg_036_b2 sample 128 ne2 -HU_neg_054_b2 sample 129 ne2 -HU_neg_085_b2 sample 130 ne2 -QC1_010_b2 pool 131 ne2 -HU_neg_160_b2 sample 134 ne2 -HU_neg_092_b2 sample 136 ne2 -HU_neg_023_b2 sample 137 ne2 -HU_neg_124_b2 sample 138 ne2 -HU_neg_147_b2 sample 139 ne2 -HU_neg_205_b2 sample 140 ne2 -HU_neg_084_b2 sample 141 ne2 -HU_neg_120_b2 sample 142 ne2 -HU_neg_198_b2 sample 143 ne2 -QC1_011_b2 pool 144 ne2 -HU_neg_045_b2 sample 148 ne2 -HU_neg_029_b2 sample 149 ne2 -HU_neg_069_b2 sample 150 ne2 -HU_neg_155_b2 sample 151 ne2 -HU_neg_106_b2 sample 154 ne2 -HU_neg_146_b2 sample 155 ne2 -HU_neg_128_b2 sample 156 ne2 -QC1_012_b2 pool 157 ne2 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv --- a/batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -"" "mz" "rt" -"M53T345" 53.00116493 345.3902643 -"M58T69" 57.97545393 68.67242364 -"M59T246" 59.01359496 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647943 880844 884917 127902 6049074 1056477 61158 12670167 NA 1121796 1017956 229281 1078793 4993768 368992 562940 882984 1285361 1353073 1110910 1258375 1105402 2124216 248615 162982 761602 326165 854197 1792082 3937541 1107645 917309 468591 206700 1322194 1297044 961634 929445 1104962 -met_078 196534 52484 114558 203907 281789 535231 290686 NA 143883 98568 165434 157164 105333 72672 125934 98525 46964 189743 234439 191434 322394 80741 354216 253675 181677 174137 29724 NA 223997 153471 327871 63939 268052 174786 122888 92704 168603 89121 173397 140050 148937 118194 104954 123093 227403 121910 116604 9866 93391 157684 137759 194435 174116 141950 107580 60295 153096 245029 129496 137369 128201 175227 NA 42165 55127 142546 301327 144487 133367 106177 84180 114950 2980 116870 81686 100855 233086 267086 69486 114314 164117 163184 245256 160017 28264 142238 121286 168202 180515 119477 27505 80454 56662 185960 138557 139162 28749 102017 102745 109830 20989 100115 79178 27362 68329 95149 65089 98741 -met_079 428222 NA NA 188394 71453 134813 88317 NA 161324 184882 545064 1682653 190163 376363 203336 317999 11667 105040 131847 487403 275324 45642 693109 439662 172684 123754 14525 NA 134113 374470 384326 105059 273287 29122 NA 87709 683931 21001 61513 285320 352171 225462 65578 116013 131269 40785 NA NA 25030 343262 350166 375009 83098 183890 2539937 89026 76592 521609 478354 294135 170022 NA 2842815 NA 229035 59406 43092 101426 311119 85047 2235835 390350 34979 112520 76338 514042 252871 207872 32025 285636 73595 37200 204243 50932 13062 119215 85634 128819 176950 282111 95930 45165 59222 43331 129054 146846 44885 11181 110978 228722 107897 82178 119160 17986 65710 39640 30389 205869 -met_080 1902885 496378 716059 2014757 6186480 3048015 3059916 5017 1839206 4290260 1872227 1672106 1716188 1564861 697077 4714702 1319665 805050 3603528 1770069 1742361 688125 2690572 2666309 1422848 4277016 353042 342330 9317541 1644380 2381588 719802 3944241 427556 1909282 763063 3396628 1105541 834399 10102704 1641590 1105692 6046470 646936 1087335 1546881 1047298 31069 92722 1439004 1625382 2700108 3459233 995721 3514444 692301 1218161 2456372 1533228 1314367 850630 2409331 867887 834765 265589 2714328 1110508 1187741 1229386 919444 5443359 804746 178631 3613721 2587203 483643 2381282 502661 1115571 1112335 2678854 1868122 1774286 406938 238184 632971 2052268 1355285 1015709 919204 21508 1769938 654145 691093 1636694 2140449 334582 402632 1185378 902657 444646 1248007 531922 173266 508652 987033 1134970 840057 -met_081 363718 238212 611408 31266 59183 61095 14164 NA 20849 7024 335213 159283 160484 NA 621525 201237 4824 143682 227481 348490 179899 263642 763309 300935 76163 5161 31455 215319 30299 331603 506860 19304 45878 704229 555467 1773440 1538909 1476666 1111630 177931 334512 162784 97662 137423 29084 306890 149573 5963 104831 294770 2119342 45254 19447 229546 119869 15090 8913 691366 114161 393970 12965 112510 20523 53598 87713 5231 5979 20872 243634 2317563 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2185381 1592437 1524528 1416669 1151097 1558201 2821719 1832447 905050 1192889 1123876 3134857 755170 1289237 272493 1573556 1758860 2299881 1501085 2268171 2066264 4410435 1070824 1346007 2634238 1740833 1560127 933410 1607217 604746 437496 662811 848096 1700975 1683149 1349344 1473969 1050168 2371959 454547 2259301 1750430 2026122 2049937 1295867 683502 1438786 1186098 701143 1029319 1212028 221385 1583104 846683 1670634 1717779 1126212 1078436 1472011 535513 1817833 1216154 1696337 715498 1030094 1513481 1129382 399708 1480839 916338 340488 451329 835507 1089356 695797 -met_085 628428 146783 225085 879837 1089514 519376 828144 NA 284711 1028797 655134 438525 1285898 186930 570400 234622 305106 243679 837348 614387 102496 79328 2023785 683427 1500048 355302 34805 132384 312706 628706 591088 457170 560421 86927 NA 740435 156068 319052 689666 464080 544643 155443 483456 392549 585699 211875 373814 63678 739832 527881 890490 344661 1005035 509103 808385 835096 272327 689235 359562 556128 106061 500866 122967 88508 423559 207522 488734 445894 436231 274258 278781 236566 220453 1027837 233015 334970 754726 176912 75952 387467 166441 493955 352876 289977 47393 410282 269523 658630 320968 343207 737456 410302 59383 265859 197416 349345 198660 171037 250661 315370 48930 281771 170571 163952 110000 204407 228319 292236 -met_086 971949 1614846 368356 1628172 3244652 279540 572433 2726 435191 452277 915087 1613511 2326319 797681 1168103 1231557 257867 887179 760931 869119 3011253 689608 1808605 1069205 1648705 606125 220902 529622 829089 969005 1539241 760695 848858 2320581 1294843 766475 200598 939229 943730 760434 907761 445498 371523 667730 583126 496614 731364 142369 10991 829856 1251987 1065528 468600 629796 1246803 486994 343725 646307 1379653 776598 1178728 466834 854524 217358 535155 174760 296792 793376 426410 403497 302318 572481 509493 637030 503467 351180 1046810 458108 381259 601356 869955 96257 393684 139095 104331 359997 460735 312751 356222 311484 281561 541115 59438 210317 572395 192357 454988 1047600 342338 392372 223793 138848 302764 323145 171546 83421 226707 147710 -met_087 175432 129591 135720 179441 450798 160662 242362 NA 207986 181323 209130 282650 333038 91420 380139 223580 NA 98235 222896 186155 507974 54845 189827 275350 153976 78176 5370 54788 68025 170736 87354 131220 176870 249246 290195 114149 91084 157503 85982 241767 167035 138020 72672 102338 114257 40665 189181 10770 89926 128447 137661 196801 153237 100272 258551 11323 59794 269566 130187 146469 160540 138144 88782 3400 115048 214755 89218 159212 142856 72996 38529 173922 63866 155292 145517 153302 229408 48761 101431 129207 71628 43620 32368 135363 43641 83110 126428 35612 169792 96252 56012 146398 44448 104416 206400 75640 79674 358589 114323 100188 41560 88889 48511 16988 67372 95669 139697 85866 -met_088 1427887 918898 320132 3089785 978373 633018 1898492 NA 325731 1491274 1324420 911036 595688 2514552 896934 824964 429458 1560644 3701164 1357700 2003915 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654635 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv --- a/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,109 +0,0 @@ - injectionOrder sampleType batch -QC1_001 1 pool b1 -HU_022 2 sample b1 -HU_076 3 sample b1 -HU_166 4 sample b1 -HU_114 5 sample b1 -HU_190 6 sample b1 -HU_139 7 sample b1 -HU_096 8 sample b1 -HU_058 9 sample b1 -HU_031 10 sample b1 -QC1_002 11 pool b1 -HU_039 12 sample b1 -HU_087 13 sample b1 -HU_143 14 sample b1 -HU_162 15 sample b1 -HU_102 16 sample b1 -HU_188 17 sample b1 -HU_095 18 sample b1 -HU_062 19 sample b1 -QC1_003 20 pool b1 -HU_063 21 sample b1 -HU_011 22 sample b1 -HU_074 23 sample b1 -HU_122 24 sample b1 -HU_142 25 sample b1 -HU_030 26 sample b1 -HU_187 27 sample b1 -HU_167 28 sample b1 -HU_113 29 sample b1 -QC1_004 30 pool b1 -HU_081 31 sample b1 -HU_014 32 sample b1 -HU_206 33 sample b1 -HU_119 34 sample b1 -HU_033 35 sample b1 -HU_067 36 sample b1 -HU_140 37 sample b1 -HU_164 38 sample b1 -HU_193 39 sample b1 -HU_112 40 sample b1 -QC1_005 41 pool b1 -HU_097 42 sample b1 -HU_056 43 sample b1 -HU_195 44 sample b1 -HU_135 45 sample b1 -HU_159 46 sample b1 -HU_070 47 sample b1 -HU_038 48 sample b1 -HU_026 49 sample b1 -QC1_006 50 pool b1 -HU_098 51 sample b1 -HU_115 52 sample b1 -HU_137 53 sample b1 -HU_019 54 sample b1 -HU_073 55 sample b1 -HU_168 56 sample b1 -HU_191 57 sample b1 -HU_040 58 sample b1 -HU_046 59 sample b1 -QC1_007 60 pool b1 -HU_103 61 sample b1 -HU_015 62 sample b1 -HU_053 63 sample b1 -HU_121 64 sample b1 -HU_183 65 sample b1 -HU_199 66 sample b1 -HU_042 67 sample b1 -HU_075 68 sample b1 -QC1_008 69 pool b1 -HU_203 70 sample b1 -HU_024 71 sample b1 -HU_082 72 sample b1 -HU_169 73 sample b1 -HU_129 74 sample b1 -HU_057 75 sample b1 -HU_035 76 sample b1 -HU_194 77 sample b1 -HU_145 78 sample b1 -HU_104 79 sample b1 -QC1_009 80 pool b1 -HU_177 81 sample b1 -HU_025 82 sample b1 -HU_080 83 sample b1 -HU_117 84 sample b1 -HU_136 85 sample b1 -HU_197 86 sample b1 -HU_036 87 sample b1 -HU_054 88 sample b1 -HU_085 89 sample b1 -QC1_010 90 pool b1 -HU_160 91 sample b1 -HU_092 92 sample b1 -HU_023 93 sample b1 -HU_124 94 sample b1 -HU_147 95 sample b1 -HU_205 96 sample b1 -HU_084 97 sample b1 -HU_120 98 sample b1 -HU_198 99 sample b1 -QC1_011 100 pool b1 -HU_045 101 sample b1 -HU_029 102 sample b1 -HU_069 103 sample b1 -HU_155 104 sample b1 -HU_106 105 sample b1 -HU_146 106 sample b1 -HU_128 107 sample b1 -QC1_012 108 pool b1 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv --- a/batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ - number MSI_level -met_001 1 1 -met_002 2 1 -met_003 3 1 -met_004 4 1 -met_005 5 2 -met_006 6 1 -met_007 7 1 -met_008 8 1 -met_009 9 1 -met_010 10 1 -met_011 11 2 -met_012 12 1 -met_013 13 1 -met_014 14 1 -met_015 15 1 -met_016 16 1 -met_017 17 2 -met_018 18 1 -met_019 19 1 -met_020 20 1 -met_021 21 1 -met_022 22 2 -met_023 23 1 -met_024 24 2 -met_025 25 2 -met_026 26 1 -met_027 27 1 -met_028 28 1 -met_029 29 1 -met_030 30 2 -met_031 31 1 -met_032 32 2 -met_033 33 1 -met_034 34 1 -met_035 35 2 -met_036 36 1 -met_037 37 2 -met_038 38 2 -met_039 39 2 -met_040 40 2 -met_041 41 1 -met_042 42 1 -met_043 43 2 -met_044 44 2 -met_045 45 1 -met_046 46 1 -met_047 47 2 -met_048 48 1 -met_049 49 1 -met_050 50 1 -met_051 51 2 -met_052 52 2 -met_053 53 1 -met_054 54 2 -met_055 55 2 -met_056 56 2 -met_057 57 2 -met_058 58 1 -met_059 59 2 -met_060 60 2 -met_061 61 2 -met_062 62 2 -met_063 63 2 -met_064 64 1 -met_065 65 1 -met_066 66 2 -met_067 67 2 -met_068 68 2 -met_069 69 1 -met_070 70 2 -met_071 71 2 -met_072 72 2 -met_073 73 1 -met_074 74 1 -met_075 75 1 -met_076 76 2 -met_077 77 2 -met_078 78 2 -met_079 79 2 -met_080 80 2 -met_081 81 2 -met_082 82 1 -met_083 83 1 -met_084 84 1 -met_085 85 1 -met_086 86 1 -met_087 87 1 -met_088 88 2 -met_089 89 2 -met_090 90 1 -met_091 91 1 -met_092 92 1 -met_093 93 2 -met_094 94 2 -met_095 95 2 -met_096 96 1 -met_097 97 1 -met_098 98 2 -met_099 99 2 -met_100 100 2 -met_101 101 1 -met_102 102 1 -met_103 103 1 -met_104 104 1 -met_105 105 2 -met_106 106 1 -met_107 107 2 -met_108 108 2 -met_109 109 2 -met_110 110 1 -met_111 111 2 -met_112 112 2 -met_113 113 1 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv --- a/batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -"" "QC1_001" "HU_neg_017" "HU_neg_018" "HU_neg_020" "HU_neg_021" "HU_neg_027" "HU_neg_028" "HU_neg_032" "HU_neg_034" "QC1_002" "HU_neg_037" "HU_neg_041" "HU_neg_043" "HU_neg_044" "HU_neg_047" "HU_neg_048" "QC1_003" "HU_neg_049" "HU_neg_050" "HU_neg_051" "HU_neg_052" "HU_neg_055" "HU_neg_059" "HU_neg_060" "HU_neg_061" "QC1_004" "HU_neg_064" "HU_neg_065" "HU_neg_066" "HU_neg_068" "HU_neg_071" "HU_neg_072" "HU_neg_077" "HU_neg_078" "QC1_005" "HU_neg_079" "HU_neg_083" "HU_neg_086" "HU_neg_088" "HU_neg_089" "HU_neg_090" "HU_neg_091" "HU_neg_093" "HU_neg_094" "QC1_006" "HU_neg_099" "HU_neg_100" "HU_neg_101" "HU_neg_105" "HU_neg_107" "HU_neg_108" "HU_neg_109" "HU_neg_110" "HU_neg_111" "QC1_007" "HU_neg_116" "HU_neg_118" "HU_neg_123" "HU_neg_125" "HU_neg_126" "HU_neg_127" "QC1_008" "HU_neg_130" "HU_neg_131" "HU_neg_132" "HU_neg_133" "HU_neg_134" "HU_neg_138" "QC1_009" "HU_neg_144" "HU_neg_148" "HU_neg_149" "HU_neg_150" "QC1_010" "HU_neg_152" "HU_neg_154" "HU_neg_156" "HU_neg_157" "HU_neg_158" "HU_neg_163" "HU_neg_170" "HU_neg_171" "QC1_011" "HU_neg_172" "HU_neg_173" "HU_neg_174" "HU_neg_175" "HU_neg_178" "HU_neg_179" "HU_neg_180" "HU_neg_181" "HU_neg_182" "QC1_012" "HU_neg_184" "HU_neg_185" "HU_neg_186" "HU_neg_189" "HU_neg_192" "HU_neg_196" "QC1_013" "HU_neg_200" "HU_neg_201" "HU_neg_202" "HU_neg_204" "HU_neg_207" "HU_neg_208" "HU_neg_209" "QC1_014" "QC1_001_b2" "HU_neg_022_b2" "HU_neg_076_b2" "HU_neg_166_b2" "HU_neg_114_b2" "HU_neg_190_b2" "HU_neg_139_b2" "HU_neg_096_b2" "HU_neg_058_b2" "HU_neg_031_b2" "QC1_002_b2" "HU_neg_039_b2" "HU_neg_087_b2" "HU_neg_143_b2" "HU_neg_162_b2" "HU_neg_102_b2" "HU_neg_188_b2" "HU_neg_095_b2" "HU_neg_062_b2" "QC1_003_b2" "HU_neg_063_b2" "HU_neg_011_b2" "HU_neg_074_b2" "HU_neg_122_b2" "HU_neg_142_b2" "HU_neg_030_b2" "HU_neg_187_b2" "HU_neg_167_b2" "HU_neg_113_b2" "QC1_004_b2" "HU_neg_081_b2" "HU_neg_014_b2" "HU_neg_206_b2" "HU_neg_119_b2" "HU_neg_033_b2" "HU_neg_067_b2" "HU_neg_140_b2" "HU_neg_164_b2" "HU_neg_193_b2" "HU_neg_112_b2" "QC1_005_b2" "HU_neg_097_b2" "HU_neg_056_b2" "HU_neg_195_b2" "HU_neg_135_b2" "HU_neg_159_b2" "HU_neg_070_b2" "HU_neg_038_b2" "HU_neg_026_b2" "QC1_006_b2" "HU_neg_098_b2" "HU_neg_115_b2" "HU_neg_137_b2" "HU_neg_019_b2" "HU_neg_073_b2" "HU_neg_168_b2" "HU_neg_191_b2" "HU_neg_040_b2" "HU_neg_046_b2" "QC1_007_b2" "HU_neg_103_b2" "HU_neg_015_b2" "HU_neg_053_b2" "HU_neg_121_b2" "HU_neg_183_b2" "HU_neg_199_b2" "HU_neg_042_b2" "HU_neg_075_b2" "QC1_008_b2" "HU_neg_203_b2" "HU_neg_024_b2" "HU_neg_082_b2" "HU_neg_169_b2" "HU_neg_129_b2" "HU_neg_057_b2" "HU_neg_035_b2" "HU_neg_194_b2" "HU_neg_145_b2" "HU_neg_104_b2" "QC1_009_b2" "HU_neg_177_b2" "HU_neg_025_b2" "HU_neg_080_b2" "HU_neg_117_b2" "HU_neg_136_b2" "HU_neg_197_b2" "HU_neg_036_b2" "HU_neg_054_b2" "HU_neg_085_b2" "QC1_010_b2" "HU_neg_160_b2" "HU_neg_092_b2" "HU_neg_023_b2" "HU_neg_124_b2" "HU_neg_147_b2" "HU_neg_205_b2" "HU_neg_084_b2" "HU_neg_120_b2" "HU_neg_198_b2" "QC1_011_b2" "HU_neg_045_b2" "HU_neg_029_b2" "HU_neg_069_b2" "HU_neg_155_b2" "HU_neg_106_b2" "HU_neg_146_b2" "HU_neg_128_b2" "QC1_012_b2" -"M53T345" 42779.3721121841 15074.1968224961 27606.1785823935 19852.1617880405 52602.4518881409 0 79597.5040896563 17656.125836332 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86792.4185990002 0 194943.106483374 52377.6778415624 57239.1086420679 11111.7940288205 49184.6089546871 37964.701969671 0 7710.99213346779 141055.660240312 85212.188193554 41057.3032734392 51850.1227816409 34730.2595927705 0 0 116069.06389453 104988.763487435 27880.3296645443 59221.8627847941 0 27870.5742935985 38865.7533030329 10481.7334875814 0 0 0 0 31365.838986348 20485.2897656248 0 82763.310014777 30682.9417530079 75434.5733816422 26103.5462189647 0 0 65565.3262386724 69292.4978531154 59851.802610015 24289.0175676284 0 9325.69105619338 0 41487.574488751 28690.7847895969 0 14290.5887414608 18165.5568287962 35313.0312018322 124504.798784676 78936.2911380479 0 6590.35853962933 53856.3278695298 49865.3668954824 17282.6925794145 0 263902.010082523 5240.22654410753 63811.8176318364 0 13895.6316613817 112281.328905804 0 -"M58T69" 414188.303527912 112481.704315658 122447.428320937 136080.992058023 196256.719044487 28016.3105692609 108680.133973711 202690.460319037 716395.442581463 331646.73837069 481452.31847953 19066.8478746745 279204.07522793 83568.2486288456 30290.6217525734 64944.9255028752 329120.571444784 69482.5226830536 251170.002428922 30411.8085287109 218000.535626182 24235.510736054 137340.141894861 140781.748918376 73782.6949964638 266590.934762449 0 77810.1504185156 90683.6087299218 93193.1273830079 314538.707936865 107412.903805518 157200.564557304 70447.8606829008 196847.578658888 52872.9574562663 134090.413338047 1161225.56752095 472493.940172214 9671.53590316134 83774.2900646966 527442.854663234 26202.8052198804 89193.1453350853 159002.252018317 147937.77500806 521895.904035937 0 33442.9744334472 712693.231646851 5378.1869344104 27946.4905967637 37562.3613665812 132136.255318076 129106.222791031 36782.4419654638 19479.6168145576 7104.11605467067 23499.4345789655 25709.8217633317 104166.967273008 69144.1471492849 116973.894039062 318402.553693359 9298.88784221919 16049.5904443925 38559.0175357324 39743.7301839685 52066.7944992768 436682.674847757 231129.657003173 28761.8380377371 179086.259996431 35325.5967234156 20367.5834389287 0 0 26024.6196193015 1510.14172192148 3896.7886963087 8235.52373288039 9261.21262404011 31879.7499529743 56204.5304034653 1158.65592498826 3861.59713966593 8821.53775736629 64070.9568303306 67217.4939805033 9747.19485206296 0 15443.3518578367 20005.0502699506 51330.7677092876 8024.35085967904 0 4045.75211585105 19721.2888034459 3374.68871581416 16732.2886457313 19210.1138988101 0 5536.09594639822 117215.336502815 0 0 1213.48061479556 8316.09929514364 1253281.68557448 707058.310888975 390017.928158438 385106.243944705 708684.095790527 6584130.59726651 1324881.61136719 902477.654596683 874475.170901489 3217435.4401875 1502980.15720895 842544.428973134 959008.973659614 141637.487566083 4780129.89656439 880148.502059582 568728.692106099 395650.597898138 894805.857855681 1354571.60295639 792546.654560012 115630.270523329 834161.863464931 802688.871486224 3312207.66492951 2583367.04230499 145277.692915078 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batchcorrection-57edfd3943ab/test-data/output-batchcorrection-dataMatrix.tsv --- a/batchcorrection-57edfd3943ab/test-data/output-batchcorrection-dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,114 +0,0 @@ -dataMatrix QC1_001 HU_022 HU_076 HU_166 HU_114 HU_190 HU_139 HU_096 HU_058 HU_031 QC1_002 HU_039 HU_087 HU_143 HU_162 HU_102 HU_188 HU_095 HU_062 QC1_003 HU_063 HU_011 HU_074 HU_122 HU_142 HU_030 HU_187 HU_167 HU_113 QC1_004 HU_081 HU_014 HU_206 HU_119 HU_033 HU_067 HU_140 HU_164 HU_193 HU_112 QC1_005 HU_097 HU_056 HU_195 HU_135 HU_159 HU_070 HU_038 HU_026 QC1_006 HU_098 HU_115 HU_137 HU_019 HU_073 HU_168 HU_191 HU_040 HU_046 QC1_007 HU_103 HU_015 HU_053 HU_121 HU_183 HU_199 HU_042 HU_075 QC1_008 HU_203 HU_024 HU_082 HU_169 HU_129 HU_057 HU_035 HU_194 HU_145 HU_104 QC1_009 HU_177 HU_025 HU_080 HU_117 HU_136 HU_197 HU_036 HU_054 HU_085 QC1_010 HU_160 HU_092 HU_023 HU_124 HU_147 HU_205 HU_084 HU_120 HU_198 QC1_011 HU_045 HU_029 HU_069 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930278.040048711 3062182.5787137 3512210.22604092 5198487.14740168 4731980.83767569 6677081.00655291 NA 3399554.4437436 6502242.96432166 3020125.77694267 2335979.58273115 3124412.82337732 1971158.25455437 4396736.21111668 3779262.76399297 776533.55123391 3792432.9450736 2427323.42168661 3053107.09514829 1599290.08505887 1394834.02465643 5136391.97451523 3760931.46204017 4574484.31919117 2547681.54482059 284027.611580559 49618.8725487235 8890434.27319508 3184816.59251059 3693128.32431839 913227.536350302 4642247.80940707 3778942.76516404 2937119.12727546 2792298.05522566 1518143.53125639 1420596.07422274 2360516.07881831 7264654.51021365 3151789.44507766 2664486.30249075 1508714.59571527 684521.904667005 6480063.99478948 486448.152528936 5529879.32596103 4752.87573136388 1018527.07622864 3332848.96865841 2992000.01059951 2110269.94288927 5046718.09856549 2828571.5738874 5788507.26489658 1350745.27507381 1024520.74882811 1407682.10235773 4681298.30939501 3082848.82289657 1971685.82194117 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258867681.520887 206772018.161687 168779015.970409 288459238.141417 170365609.588159 244099040.045574 173193347.405538 139427867.736098 152478763.432389 330384389.710655 218614885.731892 119936503.142783 131732183.501059 244509620.737327 195734295.470796 150139486.886197 171109335.168455 170394249.354977 253126115.05983 112583784.701279 171510365.24249 104463332.499322 127792953.784275 177258728.545569 207430756.93302 244122108.950229 167579209.97113 75596496.7500553 148336704.937995 131114375.389339 227524389.789674 281430487.288165 148881307.368361 255061092.172481 176543097.96415 -met_066 901268.347507469 1517621.4087736 371613.046000106 571414.399407771 1108124.07429635 411966.52732042 136968.433418277 NA 197217.85662277 372623.55165766 912268.818181906 1424865.91090865 729470.377387239 801597.544821536 13369878.1111108 1030127.83373677 58022.670808263 268366.931323352 436186.795775128 959804.337919689 5508253.9409953 781797.412003827 2833559.75623846 711676.058107697 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5394427.83988986 26183977.3316448 13250958.4319436 23375714.1145537 17209176.9150923 25033659.7276347 27409725.2026565 18128325.9089316 6156639.2909771 8446291.87451224 8595109.56142955 13400863.8284971 17067378.8959039 9051692.88780581 15758965.2130753 17109417.1151022 -met_068 6060121.28814889 5634360.58520142 3750934.75677563 3670406.82170009 1456190.13614 6356953.32998837 1145129.28627872 NA 4643187.96209603 7924377.80653328 9825481.78678497 5694952.89670292 7960869.70220365 3765739.44619854 11355379.4752067 3912323.97279971 2024783.03814613 2317509.55362974 3844509.62841904 8854411.12787772 7723427.58440213 5257044.2040677 42248604.7894045 6200298.18152924 2552615.30909932 2386301.7481982 1705281.09583031 1084272.61271022 7029254.0928663 7902732.10426356 6402102.38629862 3255487.03664953 3449949.25682789 12598251.2306716 4328775.82232484 13404117.588437 3940517.86760013 1173102.72100124 3113662.8517912 4941633.56004397 7977410.05359117 6744869.7738825 2986321.50633882 2150458.05884484 7681094.78516346 3556954.81209443 1375956.75476319 1078956.22042496 1856966.26663165 8543980.81964572 4034442.1473632 3866045.88996588 4131223.37209509 4664542.38315449 5177543.49042492 1409526.72520212 5083042.32736204 4375181.3851915 5179463.34376038 11697305.9560027 4582718.44415346 11590335.433102 883255.604668742 818748.51235144 1111222.01948094 216739.583154384 454363.006335497 873242.447233026 2427277.84744633 206481.636611141 509510.921568321 5532411.56109035 838666.121197391 2493806.49878523 135591445.244342 9096116.0685467 2353410.89291099 3785655.36716076 987081.61869198 5975415.02274831 1670017.28357466 143543.463586502 521259.423004544 496714.889628772 528474.811862641 1114017.99010276 6042969.2915038 2396555.43028178 12510640.3407173 4935851.88073857 4382902.29130006 2465504.46349882 176571545.071854 3143520.250166 2893208.75271274 21419479.2438044 2451570.06368826 36635387.3018667 1816841.71526691 11263841.5616954 1913914.24404361 5905589.81328356 24448085.5768179 6916442.61172238 52496088.8314809 3632318.63550913 1100862.09693186 21180240.2847174 -met_069 20676907.7152668 13822887.6901112 20229720.6920725 2601331.17219259 12968696.3353165 5217465.01534967 6499690.34985343 20602.7203385056 26016974.8233096 26610080.4931878 20485159.4632374 55890099.4736641 6100477.71141507 5334236.42401622 17998506.0319088 21944551.6712579 6627152.12453434 13751672.7905658 34875832.9949049 21170103.2578641 14601705.1288461 9345511.91121026 21504460.8948974 18773637.5730611 7342832.46760607 9149312.49440403 11625208.8274941 9914198.73572102 4501701.03063051 20959152.8577331 24405468.6393614 31263996.425056 69894156.2031814 23047798.5046071 19781209.6183163 1286456.16836808 35884456.6825201 11905959.2362017 5891567.90693195 9166996.32236556 20859518.4320234 20397121.0598453 17485861.0646397 2604153.54773078 5949617.08027421 10904281.9449436 14592869.5578853 2982620.35489752 5447396.65400249 20826818.5614807 33133707.7135172 14958232.2134021 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150421.913072094 20697.9179679639 815183.252056898 1509490.10348583 757038.538592791 16788.5075562237 740226.242761247 391451.281259305 339993.932857346 394591.098994471 138296.832614288 172425.231552374 365548.031110598 1387776.25905475 149419.192503867 811626.930594932 329580.626710947 413963.58844788 758900.081497379 243541.006555105 283450.020162587 399768.629791001 461340.160785599 470695.601558387 97806.1215986311 57853.5175190773 972165.932300716 347486.531767882 547500.423617919 73319.7539313304 603622.251638619 623839.332307146 553876.500603205 392855.977614132 292945.827575819 108894.197323545 353354.979297502 504237.115604566 303062.370018951 176169.709871845 454516.643363968 372322.780748758 2850896.75164142 174443.924437682 462826.775034917 99982.4089120299 197712.109885552 347977.339138133 274529.97439986 240102.194880075 281160.166100008 485178.839628623 558871.129215704 107247.671777479 675589.6390146 373787.602743357 356327.342043703 390368.486819196 355464.438140575 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235796.880073718 447642.941864951 151248.812223564 198715.637256482 90455.3970293992 80162.2073291523 620952.560247367 476303.246481782 257000.773973626 541656.417825727 265819.605677816 21802.2586425455 484552.305814289 320577.837760268 291610.844695086 70629.4314806601 65461.5463163247 826134.402665145 271809.701713764 538008.132316037 154811.722338548 425748.617728753 406606.858871451 400000.125127466 202868.118529994 105127.904614307 89461.3509201154 206443.08284329 522148.76786891 282979.105881052 41379.7481962798 258040.433203225 128387.581260979 450359.265229052 73553.1572292138 15461.9594761336 39307.6373144609 174649.939237004 247930.102045082 151366.723605617 359650.86078311 421879.585660491 155902.294613874 243766.439810343 131037.20963365 402466.729773652 254566.880793682 182771.695089926 322032.290534633 157974.812869004 169741.220652663 90187.1514800254 125442.493097606 176069.730774265 600205.402558315 91423.2245611613 214050.23599157 268809.505899906 226010.508515167 164836.247041523 413782.65526447 56432.951797973 153943.8961654 96357.6673685218 419695.33486857 66881.3462641391 977477.84414582 154474.935037378 202826.38127298 961134.404315289 177855.969191021 141726.254946627 330715.429910035 19714.0215212878 214583.531418191 248167.789607944 19998.7904593243 222689.531157242 213054.431401496 544464.383612027 108167.564162133 206181.904367727 21320.4852352146 489608.082666704 479292.972812626 95945.6426201522 183671.686904313 147914.630351904 264816.475380202 96494.3013356801 307188.915129668 372898.417106129 31918.1675634717 145212.259187843 339089.75084624 724506.952697799 334821.902006325 -met_072 183806.342079217 89648.174621689 129586.088129748 422385.017831793 513516.395907176 767137.306534623 324204.161262438 NA 116012.226687276 645679.625531921 248621.018072642 304265.34803215 403453.455363975 105543.264418666 314314.929472055 315118.008548866 103654.997773676 178621.617990249 395877.383885298 215325.197421846 258087.123763798 81975.9766041141 323769.843506551 311796.876952531 324271.573983145 277941.469844941 32170.6221220612 66854.1295593002 187263.81223851 221938.394378374 518212.862982978 81309.7534426995 373639.937516776 329091.516761553 371972.286712933 120372.771967892 118682.345308905 50066.6977019993 94314.9986814819 934763.387161659 235923.75617326 87126.6145357082 497149.557870348 66280.4460438143 249172.821232175 165840.33003965 209878.789881438 17668.433842529 108443.503835071 222482.272380562 235962.126367135 164454.456744079 406930.601952988 105966.68978985 264867.834258671 42759.5957362791 207203.720192909 262923.010400774 124791.99997364 267494.006077342 63900.7591245786 328454.122952477 129819.344646126 132732.562228615 229923.251385911 235464.069388138 110593.105493913 219615.170414527 133832.026275209 78095.5406517576 175458.841371521 259482.58376368 69855.4048971026 143788.377857736 44697.9581849473 476543.176749062 135515.522753179 74717.1730497046 35409.8535196925 117597.004291089 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614036.662381662 503216.61216868 737508.260673647 656496.023112393 36035.7048282395 772851.470836118 81328.5197614308 526944.419498981 592806.436922708 292145.525119936 NA 124826.969226715 305778.485592031 538450.445563054 178610.692981518 665215.231464567 22240.2351458935 446123.137141873 421420.814911915 238448.900286168 141874.322871507 379344.676142303 399302.063629392 6137.64161059736 317804.028011144 414335.358370054 480064.387126124 253625.857390724 -met_083 302490.28121761 195662.877970766 212017.049321212 469518.01864376 325581.315386094 326104.568370665 231395.836613758 2135.22126096082 289990.105600591 263832.853024249 350523.643196708 324755.571803271 352864.832137056 265189.794984174 347933.054858485 363271.323468316 170377.530589464 366037.828555114 566218.371546762 324488.638946722 510606.125756931 207061.902194651 394404.137049736 419018.202294242 618294.952552136 466509.216835276 214022.226609145 195688.874897733 378298.589307785 295785.311493246 658198.815693363 216207.76126528 197079.19508079 427561.870258401 734705.168301533 429363.10333584 385285.557871984 254874.575341649 403923.774836681 274430.336388833 298671.198276473 256249.389149052 399592.119689276 361274.594389735 338795.191472946 367616.448254614 435108.265985572 78271.6868947276 363050.663039898 362276.591117789 319217.664604072 290399.991771016 562598.899555644 302993.005644574 215399.271870995 113690.88532319 328904.204410122 404481.646605152 264647.01381884 318812.615379121 400294.811641733 283468.879502722 140120.239200256 131889.099084178 143015.044238447 360183.731435886 389639.954488149 320724.990224729 290985.777803656 308220.392030133 144221.955709181 269423.406891437 130758.702876459 155574.734707736 306921.345817873 539512.76834608 390287.734094569 296011.436766899 175488.084156899 339469.739444202 391504.22987442 387406.452764711 488053.787600289 651462.109779484 218014.974114667 346160.087928398 448247.535269292 408756.413527643 511603.406791658 306300.676854067 372687.269667131 286743.783303265 165532.17413033 426885.120308903 364526.265250104 410496.1285927 228640.011188026 509185.867803005 479969.388977487 313148.785804567 138795.681206007 228593.846011672 423969.569955952 257894.092838902 230446.749928205 315729.858958826 428559.372002787 330552.147993284 -met_084 1586223.73397367 603218.233724441 1039664.66875421 1336491.21006042 2098068.87354096 2186591.83717174 3122187.71098696 NA 1568069.66426025 2923556.87518794 1539853.93851536 1449741.63652538 1892044.56970272 766597.752524585 868482.42062711 2132406.61222431 510854.985038912 1951915.03412423 2326698.07311378 1647979.53661189 1347469.8707442 967019.826304132 1703587.41055447 2274214.30649625 1743286.8314767 1284260.20832479 258821.522097706 404259.736459925 2004826.2056637 1490099.78500955 2575924.86404597 807993.807805688 2006228.19449597 1852035.04965689 1356768.7205114 1305978.74076454 1220287.31952254 997090.851083893 1357412.04238461 2472315.54313975 1614954.08949353 802374.124336859 1063940.77017024 1008525.98504383 2830588.89748003 686174.182533473 1178947.88288179 250803.008065538 1457875.52441996 1640504.88725525 2159771.40850613 1419419.80225219 2159858.969382 1981565.13742231 4260192.13213954 1041734.05232463 1318328.37824323 2596877.94073541 1727144.39261462 1557839.99299476 938175.530766688 1626359.90961402 616227.507071333 449025.624265826 685366.643356613 883739.324894012 1786628.3282443 1782494.70251877 1441155.77848133 1588082.20793368 1141704.40563427 2602713.12639246 503542.839618198 2527464.50060344 1977992.83038549 2313296.44251768 2365429.66014482 1511657.87571084 806265.513091981 1716736.30799622 1431935.88435279 856712.406211082 1273319.61991103 1518436.28339906 280976.708754515 2036179.48970519 1103984.74601602 2209100.69598736 2304386.72697207 1533310.05416524 1490734.16844253 2066778.0993009 764043.265877034 2636713.59983725 1794166.72305958 2546623.47986866 1093609.15028956 1603853.64442092 2401835.22736959 1827854.6669052 660157.429431202 2497470.85189658 1579197.10908407 600051.01533006 813995.599060063 1543401.42787065 2062903.45704993 1352001.28103063 -met_085 485305.713796081 113374.576756088 173908.274174162 680084.908653724 842624.651931713 401954.262376303 641426.406280863 NA 220950.737496989 799327.40395065 509660.913291498 341628.501856658 1003291.93698417 146087.676039225 446561.02178908 184030.571380669 239797.955784593 191928.830075187 661012.666168852 486163.372314444 81309.029736508 63096.5623650373 1614161.86096076 546682.379704561 1203554.1417024 285978.627087475 28106.8124464964 107275.064861868 254303.821765427 513190.409766574 484349.77746209 376117.62569386 462981.535104919 72122.8762405188 NA 619936.518829921 131295.722232269 269741.358639035 586069.768134643 396465.286661839 467849.194530996 134285.488250822 420110.167527886 343190.039145886 515273.40996906 187609.373030457 333220.328048447 57155.0966938128 668764.575878106 480649.084732282 816839.543984204 318535.985339669 935893.345579615 477683.154811726 764788.458084075 797338.528668671 262501.025219729 670848.588186786 353401.46615717 551941.775333207 106285.408205287 506776.977681639 125616.620193642 91284.9580178341 441054.904585089 218180.992444511 518822.114943625 477965.014871938 472204.849485675 299818.403518265 307812.83080134 263841.640790283 248382.203967945 1170013.75218859 268018.180108623 389362.162653407 886667.186570188 210092.3472121 91187.1940106482 470362.810830494 204327.018553695 613317.113958483 443218.942981743 368490.054475502 60941.2282962989 533929.862368477 355036.879073088 878349.46560119 433420.281831501 469353.325733779 1021531.70425011 575795.148718484 84440.873511191 383130.472107733 288377.859530301 517367.107677456 298332.740914076 260500.933723977 387273.957387238 494366.338434242 77837.0769926239 454964.326508472 279604.49696268 272899.643541671 185958.8662874 351034.581304827 398400.122471037 518237.86743277 -met_086 706071.154060073 1169719.34254175 266111.016039498 1173381.12553656 2333189.66806834 200617.421001346 410102.16762445 1950.0074410367 310909.506312044 322777.566888062 652540.498664118 1149913.55379478 1657345.26564075 568232.498186633 832212.17724829 877742.164126443 183895.694854279 633220.074650944 543702.166789257 621831.346663573 2157862.82741096 495071.466440321 1301080.5869397 770942.8133179 1191819.94419157 439381.821947663 160619.1173484 386355.014532751 606945.301910954 712043.907975013 1135595.79684352 563595.993040348 631736.732413643 1735181.43054305 973005.777244633 578960.928535136 152346.815037025 717358.333031614 725057.617273878 587825.803071508 706193.19824248 348871.878218432 292940.391908779 530244.311669187 466479.041271682 400316.743567347 594244.854427832 116639.087772855 9083.21705796267 692144.127900184 1054531.49777193 907061.810968972 403555.527256858 549269.29164658 1102986.17368765 437415.362541631 313448.234836861 598231.295634869 1295811.65523689 739951.065331355 1139185.59773373 457619.981251462 849683.980538896 219261.442333456 547784.140371507 181562.646391228 313054.703957764 849912.644344986 464093.919772824 446342.665322824 340028.075627124 654957.799027104 593165.999060618 755046.213923065 607793.078311265 432003.172826181 1312819.31417693 586001.864313764 497698.592425822 801533.955702842 1184590.61313804 133977.631593131 560446.789032358 202653.753638699 155666.603345149 550447.465867832 722459.832289469 503307.184852501 588803.890458637 529253.148662505 492221.343564687 974185.482985487 110308.182381137 402775.029207574 1132427.32800297 393606.510598174 964145.658785616 2302049.26399296 781236.764381374 931355.620073746 553466.995272439 358439.104111557 817500.464757448 914644.803777642 510233.765206877 261441.865637833 750911.093487348 518835.66629782 -met_087 131965.972735192 97724.2619328014 102611.562748677 136034.187324963 342712.490924076 122497.985737143 185350.197462581 NA 160072.872358258 140015.601644896 162039.081506423 219771.470601804 259880.333633715 71600.5138019742 298847.957460391 176445.720136264 NA 78144.1468798725 178038.551183971 149315.588192819 409192.704636694 44372.8259733729 154265.903040319 224785.314982887 126283.506467159 64419.6966661603 4446.44830255132 45589.1652690723 56888.8396076039 143520.146660449 73815.6994114806 111479.573126253 151088.826438278 214114.244830249 250729.668767004 99208.488242453 79642.6555248607 138576.369039702 76133.9657998515 215484.79783855 149885.077877731 124712.907676846 66137.362687353 93826.0342036053 105554.190092932 37863.4423709673 177574.338893587 10193.1000900656 85826.458939816 123626.336381494 133587.762362518 192459.083590221 150893.410318906 99322.8330603218 257428.88839326 11333.9308789248 60191.1191984258 272989.279094218 132677.180137248 150260.914028848 165827.751855038 143702.010386926 93021.0339783608 3588.54413841881 122335.242594937 230087.821171637 96321.193732546 173222.075098019 156646.934269244 80678.1944481282 42925.6879842744 195342.48438844 72321.3572146009 177314.630158041 167553.671795147 178025.047828465 268711.111487844 57616.463936392 120919.773348822 155425.96752847 86954.5565949913 53447.9887405126 40037.3367292991 169053.253410038 55038.4700535131 105864.439643486 162684.259111456 46300.7035602892 223092.088668303 127832.845078914 75209.5088807512 198784.233483975 61045.4314364947 145085.549156358 290220.471451161 107656.280210869 114811.530918273 523313.365985681 169010.204446685 150083.040311 63103.5875359217 136841.958149501 75742.3462357972 26909.5939914595 108306.521058793 156136.929116422 231544.77745666 144591.424405918 -met_088 1114156.10844461 718962.434703991 251169.755693155 2430966.15744992 771935.303694082 500878.108207795 1506532.21606952 NA 260003.887477074 1193923.07210796 1063550.99794682 733833.757082309 481311.958165321 2038122.90237624 729304.130362747 672943.036858587 351460.073363752 1281410.2455841 3049080.96794124 1122272.03337669 1662091.44944421 1966742.526825 2131860.0994331 1202189.74831586 893982.58112865 1158051.41917858 402108.223598413 214276.484634403 2290672.64733941 1086455.37737022 1049989.6023926 303745.419466866 443333.459109463 963610.516696698 1114393.36849389 315015.168097275 127390.110377145 238123.451685537 985741.297155707 1528245.82787371 1052513.75128992 254284.981779738 2782595.33769961 2052187.73314568 1648117.77502738 1146858.85939891 2076301.79871278 222731.770697336 897010.554609965 1142767.78793222 1175566.62629062 147605.410451921 1334477.85944374 674257.455767311 238272.320081859 83535.8446922161 338575.310758172 238252.269619172 373820.121743556 1080305.84828162 647712.740705505 1310223.72832642 235283.643524588 688048.806749499 332199.290812502 2839113.17196381 1700626.4863834 1463264.37730141 1112948.7568569 831865.778620376 1806201.20972594 652752.439435275 303839.754161771 17886.3913487886 569632.612206131 4619261.55926605 554251.623493179 1349817.66630686 420473.92491991 1136259.90546501 1005407.24991569 1138806.12537123 1431081.99547944 2150539.00207346 277995.739510929 5197172.52331334 1429618.16242526 426713.576343358 3537443.80194433 992615.016091959 6011436.42239216 2084282.80758756 235561.218398302 1814375.41573414 1220073.40767394 1334265.04080617 864437.094113291 2043318.90729368 863308.223491654 1084953.78077351 244367.002935613 456691.988851544 982720.29282082 605015.907263426 1092129.66245419 471213.98261859 1042487.47812902 1152435.00046088 -met_089 787339.312018696 670815.71612103 729515.586587312 930898.818185092 409307.728431572 470262.852068709 913192.483067085 NA 844463.147046142 788964.624915218 715776.481914173 467860.676709611 745831.354065289 548743.081063763 719412.148907683 378773.779807552 316600.480961303 808323.91768562 1108146.76825309 676050.02066195 690379.908303285 260021.039027926 1184197.73031207 837770.320605675 1267859.66027529 649954.738271925 390752.52294793 767955.389389823 850384.90437754 774586.30180831 459681.500164326 523148.970758145 994518.250999669 411471.453669388 956881.262596719 606199.6912887 444289.877411212 585994.184878186 1255765.79757508 711613.568692882 744120.918993775 1149368.18408805 409741.463516651 826482.424020747 990172.079311507 441828.500858238 637285.892476396 243830.310733282 984758.114717565 744166.268193164 690780.617166688 801368.446257721 532865.890818902 868609.016934916 1127951.08779523 869946.58018366 910784.659953819 1036062.60972144 437322.882940189 697381.833551518 605174.465565035 718854.925126043 191940.9977021 466252.109228321 796586.582062417 796776.673790433 857250.632419693 911116.786521599 826006.071437248 1355621.91147636 796305.096715558 1115449.01207293 561123.84419013 726061.807593039 791721.571160743 642121.078817063 1917547.84657262 734984.22272625 524979.342869156 734916.374704098 631902.866746759 624135.83680521 1028279.63500755 754939.69680395 247325.007527832 1065703.83915486 851292.857999506 1285565.07615356 915254.852795114 771166.20815041 745843.534099151 891547.816254893 442033.437547925 586411.386991072 656294.345720595 846595.920624986 587964.096252145 893924.64752929 869794.18394075 779605.042281931 207002.703180916 649121.809490964 681296.482057024 485931.750934101 777190.316939031 684600.683123045 315720.100361277 706733.214130699 -met_090 1993192.38121069 2259875.23419498 1876889.97258429 1141509.85118575 1759556.92862332 2429245.28953425 1734334.02511241 577914.134282359 1320051.0458535 1304299.07206752 2055365.17267053 2691096.66439081 1748563.02633977 799201.137001598 5114152.84878496 1661302.5205317 649699.968956655 1721819.97625117 2124163.58944266 1999416.94795595 2445743.17377085 1031765.91463543 1022392.51792274 2241724.2519694 1998253.16151937 1252548.63516541 723970.209935206 1760681.98430762 1734383.76144284 2093178.9478767 2214076.97100909 788826.814060362 1619263.95447197 2033287.33135808 2903821.68122273 2059569.09930762 1407082.23144715 984486.788359332 1352304.32555737 2128259.57942898 2019962.06757406 2007524.44440797 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7338556.35476537 4151528.10101192 2487779.1011633 2870763.03704328 4304219.62588264 9393649.7874239 4176141.32094111 2629914.41305345 2699719.51441013 4108774.30717426 7046808.49106602 2534899.22779241 2209294.01128173 993612.490501395 3466629.03422472 4284484.51427465 4707978.58556783 2496536.33382371 4076646.32542001 3524390.53123507 9275598.64644259 2759480.08076153 3366878.58611063 6050319.56436356 2714865.54936974 4174949.54971015 3275325.72458992 4267918.90420684 923327.926460122 3170959.29947981 4492717.85645683 5139744.91372233 3863471.57733796 6886498.45100012 4428439.83785168 6371944.02729372 3112777.74911802 5514644.81005529 5808375.07378356 3308682.79888993 4771946.46729538 8144361.80783535 3409974.53680361 3500477.92909192 2617203.28223743 4414062.2820156 3812798.14081105 4585421.2045072 8793172.67675604 4637139.66088434 943790.950209665 8994466.91015319 4615134.45758878 5559998.73571828 6145353.55124427 4289798.20115878 2893421.75793062 7849317.9231938 1717519.10857095 5494016.27783925 4286547.30565284 4216165.66988365 2612752.98298915 3584586.08196358 7009045.08682862 4480360.79775925 1797914.42775286 2958118.63205771 5180419.78048592 2965412.74263722 6867343.34574981 4060369.23068331 4489646.44698815 4072790.12794517 -met_113 1008565.5752504 1158567.63903145 529830.796502162 889814.888535702 1448388.21917358 1841757.04389807 1322567.71170675 NA 1170273.11749264 999795.60192758 1036645.09275775 980543.484756615 763711.435143932 409322.220596871 2009596.78032114 775776.680204633 262459.955623623 1536763.6397872 1026146.72109141 1089130.8837249 1650573.81412147 605567.758060381 1445318.28337213 1682617.78861332 1492151.26331285 987383.80646001 235646.175796624 177370.54091637 1706438.13091351 986114.199693531 2476280.35702388 408095.520330724 1210422.14154099 804240.996639918 1409699.96479546 692439.380275386 741562.342086506 493209.987837817 894850.612050541 1187806.75778047 982531.920495763 861473.583014974 985392.332655452 457279.162538855 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307899.905156455 3473142.11220125 846374.452146134 1288272.54990407 1001712.70994295 diff -r 73892ef177e3 -r 23314e1192d4 batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt --- a/batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,11 +0,0 @@ -labion batch.1.linear batch.1.loess batch.1.lowess batch.2.linear batch.2.loess batch.2.lowess -M53T345 0 0 0 0 0 0 -M58T69 0 0 0 0 0 0 -M59T246 0 0 0 5 0 0 -M59T62 0 0 0 3 3 3 -M59T270 0 0 0 0 0 0 -M62T56 0 0 0 0 0 0 -M64T348 0 0 0 0 0 0 -M64T379 0 0 0 0 0 0 -M65T347 5 0 0 5 0 0 -M65T379 0 0 0 0 0 0