Mercurial > repos > melpetera > batchcorrection
changeset 4:23314e1192d4 draft default tip
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| author | melpetera |
|---|---|
| date | Thu, 14 Jan 2021 09:56:58 +0000 |
| parents | 73892ef177e3 |
| children | |
| files | BC/README.md BC/batch_correction.xml BC/batch_correction_3Lfct.R BC/batch_correction_3Llauncher.R BC/batch_correction_3Lwrapper.R BC/batch_correction_all_loess_script.R BC/batch_correction_all_loess_wrapper.R BC/batch_correction_docker_wrapper.R BC/determine_bc.xml BC/easyrlibrary-lib/RcheckLibrary.R BC/easyrlibrary-lib/miniTools.R BC/macros.xml BC/static/images/batch_correction.png BC/static/images/determine_batch_correction.png BC/test-data/input-batchcorrection-dataMatrix.tsv BC/test-data/input-batchcorrection-sampleMetadata-customSampleType.tsv BC/test-data/input-batchcorrection-sampleMetadata.tsv BC/test-data/input-batchcorrection-variableMetadata.tsv BC/test-data/input-determinebc-dataMatrix.tsv BC/test-data/input-determinebc-sampleMetadata.tsv BC/test-data/output-batchcorrection-dataMatrix-3L.tsv BC/test-data/output-batchcorrection-dataMatrix.tsv BC/test-data/output-determinebc-preNormSummary.txt batchcorrection-57edfd3943ab/Normalisation_QCpool.r batchcorrection-57edfd3943ab/README.md batchcorrection-57edfd3943ab/batch_correction.xml batchcorrection-57edfd3943ab/batch_correction_all_loess_script.R batchcorrection-57edfd3943ab/batch_correction_all_loess_wrapper.R batchcorrection-57edfd3943ab/batch_correction_wrapper.R batchcorrection-57edfd3943ab/build.xml batchcorrection-57edfd3943ab/determine_bc.xml batchcorrection-57edfd3943ab/easyrlibrary-lib/RcheckLibrary.R batchcorrection-57edfd3943ab/easyrlibrary-lib/miniTools.R batchcorrection-57edfd3943ab/runit/batchcorrection_runtests.R batchcorrection-57edfd3943ab/runit/batchcorrection_tests.R batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/example1/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/example1/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/input/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/input/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/input/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/output/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/output/graph_output.pdf batchcorrection-57edfd3943ab/runit/output/out_graph.pdf batchcorrection-57edfd3943ab/runit/output/preNormSummary.txt batchcorrection-57edfd3943ab/runit/output/rdata_output.rdata batchcorrection-57edfd3943ab/runit/output/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurine/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/sacurine/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurine/variableMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/dataMatrix.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/sampleMetadata.tsv batchcorrection-57edfd3943ab/runit/sacurineNegFull/variableMetadata.tsv batchcorrection-57edfd3943ab/static/images/Vdk_pdf1.png batchcorrection-57edfd3943ab/static/images/Vdk_pdf2.png batchcorrection-57edfd3943ab/static/images/batch_correction.png batchcorrection-57edfd3943ab/static/images/determine_batch_correction.png batchcorrection-57edfd3943ab/static/images/pdf_plotsituation.png batchcorrection-57edfd3943ab/test-data/input-batchcorrection-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/input-batchcorrection-sampleMetadata.tsv batchcorrection-57edfd3943ab/test-data/input-batchcorrection-variableMetadata.tsv batchcorrection-57edfd3943ab/test-data/input-determinebc-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/input-determinebc-sampleMetadata.tsv batchcorrection-57edfd3943ab/test-data/output-batchcorrection-dataMatrix.tsv batchcorrection-57edfd3943ab/test-data/output-determinebc-preNormSummary.txt |
| diffstat | 65 files changed, 3421 insertions(+), 17080 deletions(-) [+] |
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--- /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: [](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)
--- /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 @@ +<tool id="Batch_correction" name="Batch_correction" version="3.0.0"> + <description>Corrects intensities for signal drift and batch-effects</description> + + <macros> + <import>macros.xml</import> + </macros> + + <requirements> + <requirement type="package" version="1.1_4">r-batch</requirement> + <requirement type="package" version="1.7_8">r-ade4</requirement> + <requirement type="package" version="1.70.0">bioconductor-pcamethods</requirement> + <requirement type="package" version="1.10.0">bioconductor-ropls</requirement> + </requirements> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <command><![CDATA[ + #if str($span_condition.method) == 'all_loess_pool': + Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_pool" + span "${span_condition.span}" + + #elif str($span_condition.method) == 'all_loess_sample': + Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "all_loess_sample" + span "${span_condition.span}" + #else: + Rscript $__tool_directory__/batch_correction_3Lwrapper.R + analyse "batch_correction" + dataMatrix "$dataMatrix" + sampleMetadata "$sampleMetadata" + variableMetadata "$variableMetadata" + method "${span_condition.method}" + #if str($span_condition.method) == 'linear': + span "none" + #else: + span "${span_condition.span}" + #end if + valnull "${span_condition.valnull}" + ref_factor "${span_condition.ref_factor}" + detail "${span_condition.detail}" + #end if + dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out" + graph_output "$graph_output" rdata_output "$rdata_output" + @SM_CUSTOM@ + ]]></command> + + <inputs> + <param name="dataMatrix" label="Data matrix file " format="tabular" type="data" /> + <param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/> + <param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" /> + + <expand macro="sm_customisation"/> + + <conditional name="span_condition"> + <param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect."> + <option value="linear">linear</option> + <option value="lowess">lowess</option> + <option value="loess">loess</option> + <option value="all_loess_pool">all loess pool</option> + <option value="all_loess_sample">all loess sample</option> + </param> + <when value="linear"> + <expand macro="lll_options"/> + </when> + <when value="lowess"> + <expand macro="lll_span"/> + <expand macro="lll_options"/> + </when> + <when value="loess"> + <expand macro="lll_span"/> + <expand macro="lll_options"/> + </when> + <when value="all_loess_pool"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + <when value="all_loess_sample"> + <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> + </when> + </conditional> + </inputs> + + <outputs> + <data name="dataMatrix_out" label="BC_${span_condition.method}_${dataMatrix.name}" format="tabular"/> + <data name="variableMetadata_out" label="BC_${span_condition.method}_${variableMetadata.name}" format="tabular"/> + <data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/> + <data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"> + <filter>span_condition['method'] == 'all_loess_pool' or span_condition['method'] == 'all_loess_sample'</filter> + </data> + </outputs> + + <tests> + <test> + <param name="dataMatrix" value="input-batchcorrection-dataMatrix.tsv"/> + <param name="sampleMetadata" value="input-batchcorrection-sampleMetadata.tsv"/> + <param name="variableMetadata" value="input-batchcorrection-variableMetadata.tsv"/> + <param name="method" value="all_loess_pool"/> + <param name="span" value="1"/> + <output name="dataMatrix_out" file="output-batchcorrection-dataMatrix.tsv"/> + </test> + <test> + <param name="dataMatrix" value="input-batchcorrection-dataMatrix.tsv"/> + <param name="sampleMetadata" value="input-batchcorrection-sampleMetadata-customSampleType.tsv"/> + <param name="variableMetadata" value="input-batchcorrection-variableMetadata.tsv"/> + <param name="method" value="loess"/> + <param name="span" value="1"/> + <param name="sample_type_col_name" value="MySampType"/> + <param name="sampleTypeTagPool" value="lot"/> + <param name="sampleTypeTagBlank" value="blanc"/> + <param name="sampleTypeTagSample" value="echant"/> + <output name="dataMatrix_out" file="output-batchcorrection-dataMatrix-3L.tsv"/> + </test> + </tests> + + <help> + +.. 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 + + </help> + <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> + <citations> + <!-- [HELP] As DOI or BibTex entry --> + <citation type="doi">10.1021/pr900499r</citation> + <citation type="doi">10.1038/nprot.2011.335</citation> + <citation type="bibtex">@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} + }</citation> + <citation type="doi">10.1021/acs.jproteome.5b00354</citation> + </citations> + + +</tool>
--- /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)])<minQC) { ok=2 } else { if (length(spl[!is.na(spl)])<2) { ok=2.5 + } else { + if (sd(qcp,na.rm=TRUE)==0 | sd(spl,na.rm=TRUE)==0) { ok=1 + } else { + cvp= sd(qcp,na.rm=TRUE)/mean(qcp,na.rm=TRUE); cvs=sd(spl,na.rm=TRUE)/mean(spl,na.rm=TRUE) + rttest=t.test(qcp,y=spl) + reslsfit=lsfit(qci, qcp) + reslsfitSample=lsfit(spl, spi) + ordori=reslsfit$coefficients[1] + penteB=reslsfit$coefficients[2] + penteS=reslsfitSample$coefficients[2] + # Significant difference between samples and pools + if (rttest$p.value < 0.01) { ok=3 + } else { + # to avoid denominator =0 when on 1 pool per batch <> 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))!=0){ # to handle cases where 0<denominator<min_norm or negative + toajust <- which(reslowess$y<min_norm) + if(valneg=="NA"){ reslowess$y[toajust] <- NA + } else { if(valneg=="0"){ reslowess$y[toajust] <- -1 + } else { + mindenom <- min(reslowess$y[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)] <- -1 # to handle cases where 0<denominator<1 or negative + # handling if any negative values + if(length(which((newval==Inf)|(newval<0)))!=0){ + toajust <- which((newval==Inf)|(newval<0)) + if(valneg=="NA"){ newval[toajust] <- NA + } else { if(valneg=="0"){ newval[toajust] <- 0 + } else { + mindenom <- (pente * (xb[,2]) + ordori) + mindenom <- min(mindenom[mindenom>=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$pool))# batch subscripts of samples and QCpools + labion=dimnames(xb)[[2]][3] + newval=xb[[3]] # initialisation of corrected values = intial values + ind <- 0 # initialisation of correction indicator + normTodo=ok_norm(xb[indpb,3],xb[indpb,2], xb[indsp,3],xb[indsp,2],method="loess") + if (normTodo==0) { + if(length(span)==0){span1<-1}else{span1<-span} + resloess=loess(xb[indpb,3]~xb[indpb,2],span=span1,degree=2,family="gaussian",iterations=4,surface="direct") # loess regression with QCpools + corv=predict(resloess,newdata=xb[,2]) + if(length(which(corv<min_norm))!=0){ # unconsistant values handling + toajust <- which(corv<min_norm) + if(valneg=="NA"){ corv[toajust] <- NA + } else { if(valneg=="0"){ corv[toajust] <- -1 + } else { + mindenom <- min(corv[corv>=min_norm],na.rm=TRUE) + corv[toajust] <- mindenom + } + } + } + newvalps=(vref*xb[indbt,3]) / corv[indbt] # to check if correction generates outlier values + refthresh=max(c(3*(quantile(newvalps,na.rm=TRUE)[4]),1.3*(xb[indbt,3])),na.rm=TRUE) + if(length(which(newvalps>refthresh))>0){ # if outliers + # in this case no modification of initial value + newval <- xb[,3] + } else { + newval=(vref*xb[,3]) / corv + newval[newval<0] <- 0 + ind <- 1 # confirmation of correction + } + if ((detail=="reg")&(ind==1)) { # plot + liminf=min(xb[,3],na.rm=TRUE);limsup=max(xb[,3],na.rm=TRUE) + firstinj=min(xb[,2],na.rm=TRUE);lastinj=max(xb[,2],na.rm=TRUE) + plot(xb[indsp,2],xb[indsp,3],pch=16,main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup),xlim=c(firstinj,lastinj)) + if(nrow(xb)>(length(indpb)+length(indsp))){points(xb[-c(indpb,indsp),2], xb[-c(indpb,indsp),3],pch=18)} + points(xb[indpb,2], xb[indpb,3],pch=5) + points(cbind(resloess$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)} +} + +
--- /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
--- /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)
--- /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
--- /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) +
--- /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") +} +
--- /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 @@ +<tool id="Determine_BC" name="Determine_batch_correction" version="3.0.0"> + <description>to choose between linear, lowess and loess methods</description> + + <macros> + <import>macros.xml</import> + </macros> + + <requirements> + <requirement type="package" version="1.1_4">r-batch</requirement> + <requirement type="package" version="1.7_8">r-ade4</requirement> + <requirement type="package" version="1.70.0">bioconductor-pcamethods</requirement> + </requirements> + + <stdio> + <exit_code range="1:" level="fatal" /> + </stdio> + + <command><![CDATA[ + Rscript $__tool_directory__/batch_correction_3Lwrapper.R + analyse "determine_bc" + sampleMetadata "$sampleMetadata" + dataMatrix "$dataMatrix" + ref_factor "$ref_factor" + #if str($advance.option ) == 'show': + span $advance.span + #else: + span "none" + #end if + out_graph_pdf "$out_graph_pdf" + out_preNormSummary "$out_preNormSummary" + @SM_CUSTOM@ + ]]></command> + + <inputs> + <param name="dataMatrix" type="data" label="Data matrix file " help="" format="tabular" /> + <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> + <expand macro="sm_customisation"/> + <expand macro="foi"/> + <conditional name="advance"> + <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> + <option value="show">show</option> + <option value="hide" selected="true">hide</option> + </param> + <when value="show"> + <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/> + </when> + <when value="hide"/> + </conditional> + </inputs> + + <outputs> + <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data> + <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data> + </outputs> + + <tests> + <test> + <param name="dataMatrix" value="input-determinebc-dataMatrix.tsv"/> + <param name="sampleMetadata" value="input-determinebc-sampleMetadata.tsv"/> + <param name="ref_factor" value="batch"/> + <param name="option" value="hide"/> + <param name="span" value="none"/> + <output name="out_preNormSummary" file="output-determinebc-preNormSummary.txt"/> + </test> + </tests> + + <help> + +.. 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>`_ + | + | + + +</help> + + <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> + <citations> + <!-- [HELP] As DOI or BibTex entry --> + <citation type="doi">10.1021/pr900499r</citation> + </citations> + + + +</tool>
--- /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
--- /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 + + + +# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- /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 @@ +<?xml version="1.0"?> +<macros> + + <xml name="sm_customisation"> + <section name="smcust" title="Sample metadata file coding parameters" expanded="False"> + <param name="batch_col_name" label="Batch column name" type="text" size="64" value="batch" help="The name of the column containing the batch values."/> + <param name="injection_order_col_name" label="Injection order column name" type="text" size="64" value="injectionOrder" help="The name of the column containing the injection order values."/> + <param name="sample_type_col_name" label="Sample type column name" type="text" size="64" value="sampleType" help="The name of the column containing the sample type values."/> + <param name="sampleTypeTagPool" type="text" size="64" value="pool" label="Set the name used to tag samples as pool in the sample type column."/> + <param name="sampleTypeTagBlank" type="text" size="64" value="blank" label="Set the name used to tag samples as blank in the sample type column."/> + <param name="sampleTypeTagSample" type="text" size="64" value="sample" label="Set the name used to tag samples as real sample in the sample type column."/> + </section> + </xml> + + <token name="@SM_CUSTOM@"> + 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" + </token> + + <xml name="foi"> + <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="Column name of a factor of interest in the sampleMatadata table (if none, fill with the batch column name). Used for graphical display only; this factor does not affect correction calculation." /> + </xml> + + <xml name="lll_span"> + <param name="span" type="float" value="1" label="span" help="It is an advanced option; strictly > 0 and maximum to 1."/> + </xml> + + <xml name="lll_options"> + <param name="valnull" label="Unconsistant values" type="select" display="radio" help="What to do of generated negative or infinite values"> + <option value="none">Prevent it: normalisation term reset to adequate minimum one</option> + <option value="0">Consider it as a null intensity ('0')</option> + <option value="NA">Consider it as a missing value ('NA')</option> + </param> + <expand macro="foi"/> + <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> + <option value="no">basic</option> + <option value="plot">standard</option> + <option value="reg">complete</option> + </param> + </xml> + +</macros>
--- /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 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 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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 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2102743 867368 814522 454501 313879 2590268 698037 166396 1062771 1680388 959273 1680007 527029 539474 724637 1801413 1179526 186699 225276 1279410 966823 816622 163347 2786798 668231 1066316 1425432 1140647 340711 1304180 738560 850095 978487 502774 631631 1318448 941867 998921 163127 393569 807139 739740 323405 834844 572297 1736714 326550 484590 655641 915836 888105 1154005 859248 165915 261986 3084129 843012 632786 622889 1097986 873904 12361 2060359 621118 541740 578473 822581 1425697 1493448 644370 1236185 612450 418594 761778 481198 420312 854232 1488335 871301 1448584 1088997 986969 1712592 287924 1411822 730300 476579 1401123 535129 1601442 1001731 230782 301998 567850 2341058 922752 617997 789416 924092 +met_029 2459235 349386 1185339 1547977 2538953 3913085 3153081 21023624 1467973 1988163 2940318 828677 1425908 886388 3228751 1010573 481661 1182481 1584697 2612482 1439515 453749 2030668 2184102 2322517 1240900 173214 24251 2344511 2794855 2896677 497484 2462854 1073618 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139280 281354 63168 360171 201300 252697 312384 354998 149873 87974 401037 139537 518411 250849 998350 406466 513267 332575 336536 186924 112759 399695 228975 137029 223969 231967 362114 211756 212529 209394 103160 63310 300296 397965 184773 144947 440582 323910 268166 190689 125062 53110 251800 85665 67163 362359 129358 +met_076 418931 907141 154193 139804 755235 196363 359741 2628 83374 18314 414990 507685 201233 265104 144528 274025 114611 520518 186113 405739 429169 234953 484713 734563 105100 33158 68694 528089 963780 437476 9888 134109 438424 31045 475004 2725717 156624 388847 167311 956195 381225 1039403 38880 285808 506005 494732 866141 98625 110548 385741 290495 26291 223719 596136 350153 152615 689731 27699 1311066 409302 344288 421428 87419 165829 425610 291519 164294 135861 388243 347193 534025 318837 217774 372336 671550 517638 186814 512321 984080 362283 306696 448180 1169905 93676 50937 561354 212677 91652 181349 351474 99295 249982 964921 583523 93044 260750 508497 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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 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 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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
--- /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
--- /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
--- /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
--- /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" "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" 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/BC/test-data/output-batchcorrection-dataMatrix-3L.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 25803075.7934692 22245824.2847269 33362554.2191462 33928934.4345858 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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 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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 451446.747632695 1812238.04464257 399585.623691837 229267.156991528 611987.215028245 1117311.34096879 394202.468848733 109412.125649338 1533756.4021975 421999.881763896 3868781.53511046 106773.531615841 322294.045492896 521214.93826525 824600.100474853 1490007.68348981 1046306.38734468 223921.479167984 640411.2746928 202112.634459158 2602144.86058623 2989587.17783998 146639.978579497 22783.183831649 1130657.41424043 1182891.12568187 454672.91026203 2099455.10946133 333113.23672279 2389960.37431611 228045.897961488 1931957.47883792 378594.985827795 613950.74040681 1213249.635869 946429.911404761 1359193.83193314 547938.997386333 79515.4800843457 1087208.83244728 1329515.95897459 2783592.05713192 2228658.4368744 2326515.7154946 1163709.07646128 252759.952437954 208715.762577944 1122470.89083725 250257.007917608 3745661.45116598 514830.848320078 553643.388679744 2061718.02672992 6443645.31551498 2638011.35406777 1135001.72592332 1216334.47414752 1355870.12626674 3184060.78667128 563887.771409389 267879.481931105 515433.793088976 1224409.2183877 378412.840498639 3269405.52307818 1087694.0293721 54677.1802308151 191380.84965666 444259.796403737 810966.35505594 576268.433717548 356518.229903917 221089.709182554 163318.822507402 481301.089323461 1114005.08135815 719874.242272378 1430648.3317959 1469425.5739932 201062.647248381 1010269.11696335 706752.996220979 597203.069965749 1073042.12771582 +met_024 11994827.888962 11195981.4259866 6033306.96469127 9473664.06367042 11700131.2127316 20002360.6916523 20565980.1876988 14301.1854139803 7592624.68368587 18206921.9260532 12641012.0692738 12931774.4744748 9079420.48936044 5642464.441371 13550233.5143094 16136324.8270473 3479695.59398519 11151860.3145614 21584915.7127268 12789286.8478925 21976672.8947164 6796906.4695165 13709393.1445834 45019853.6204208 17955860.9324591 11356077.2744183 2569603.01412526 2457681.45799432 17262832.4040261 12092400.5637143 23985714.4822924 5157534.70986977 17427845.464317 21834619.4338011 19277043.3497112 7147117.45426223 10580248.1432407 6227349.63535537 16733064.7120811 18348859.9900793 12097863.5249321 10599053.7041194 11875740.5081643 7543810.16475154 18244286.4581276 10289007.2287772 13959214.9295278 1256105.55984678 3974792.28625826 12703095.7139444 10759304.9279981 19281066.1265155 18864494.8505131 7940820.58138395 7626906.14802182 4654277.18529328 8268059.14725216 15086040.3858949 11253028.9021831 12569760.1522418 10540637.5007857 6774172.74131139 1840470.09366718 3112209.84294545 4459900.58357676 13869694.9824341 16873879.2598983 12999636.2144372 11405111.6388334 15768245.4528025 6170089.27806501 18489166.3997061 2190597.74578529 11951642.0165377 16484081.1187117 20915656.7476915 17509969.1010609 20593461.529226 5915060.41825721 13193293.1102361 15023471.8680229 9599063.6152714 17077869.3047401 23963111.9083259 1280630.72924295 18822670.1381845 12584525.4731802 12052896.2947826 19915149.7756841 11950533.4652689 14317272.2435697 12280052.4360904 4692125.78852547 16199020.4246054 14872865.5574535 13688120.9325338 5465020.71120746 14055317.114846 12525442.3583306 12895458.8881084 4100375.69994899 10036653.4425242 8829797.1410293 4197015.06220984 17450140.5150721 7710275.18699021 18108322.7671643 11896943.2192188 +met_025 3310553.52912264 1069673.28682537 543903.126676855 10220850.0956455 4407911.02043342 2701601.05835867 3860854.46281334 2849.44863513434 886658.258427481 1506921.79117385 3181956.26430725 2457502.65692206 3197111.48806384 2276661.84502609 1054228.31354992 3911287.00836048 414654.356307454 2717061.32426045 3577197.58924789 3220420.94868695 9633899.68730213 1483525.31737614 4717876.22729244 2113185.07833362 6067048.29486556 1637608.13932391 625004.166870212 1307962.38390708 5664642.95409967 3265928.53109423 11412566.3220816 1009532.2972698 1798582.50191991 3463242.08109932 7659916.72861016 3930190.7543593 873251.842732991 1114147.83390699 2432821.98990464 6188577.90338706 3407226.24310977 929502.541972909 1179224.79669537 1717195.78880453 3256226.86980725 1656873.7440777 1132319.72075579 323021.213805667 1327415.13800711 3147051.49538234 2724553.16079587 1951177.76368679 4563768.23713244 1473791.70268105 4458833.09019405 732160.834080589 1283957.2981304 3015644.60771521 2404944.74731153 3180874.54461803 1679042.76586238 1942108.01311363 577570.349356005 1839142.45792721 4031949.39946886 7381821.15508507 3118865.59108539 4417300.82166465 3309345.00991305 4388545.50205198 1541947.01484262 2507844.31632932 2732500.02935438 884615.205001784 3180581.97741164 7831209.13464989 1495091.67237981 1022510.89354556 1350037.03661145 3328010.35408949 6103122.64796673 3939503.42994689 8734057.68886951 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172721674.703935 141987662.727084 107781161.746359 129619135.041244 4310739.07043325 109101185.999215 132900741.419589 170871305.87158 211103379.507936 106926916.899424 134233836.156856 490472332.699985 129669396.394397 89653546.727263 110297629.280428 67710099.182879 170115155.863108 301428434.713164 163312617.793621 133523504.693994 234722651.281361 170230283.602701 146325923.558078 83216773.3576377 112274033.68219 156906904.101448 176389368.939989 135676917.725311 82412099.411929 187664388.706412 304759508.540872 254940650.974578 67015391.3069868 40636342.9961259 291305538.658378 76956228.6745795 160055151.375885 169084402.804053 182149319.546817 145706597.462079 135668779.33666 196622762.220221 114826781.574057 206744617.060975 63491846.8628939 115052135.892011 169521709.555813 195466091.890524 201023736.957671 138051955.85128 140899265.166921 96279761.2063518 69297165.9930987 127819835.188281 181444495.653528 133586421.463016 166696625.26613 161076872.362554 102646128.618824 48254565.5175509 55739951.6517911 122451091.71906 181812585.419219 199252858.438373 164074421.339181 190074819.647896 115333679.247644 116501332.135922 156915159.411679 71893884.4170192 258867681.520887 206772018.161687 168779015.970409 288459238.141418 170365609.588159 244099040.045574 173193347.405538 139427867.736098 152478763.432389 330384389.710655 218614885.731892 119936503.142783 131732183.501059 244509620.737327 195734295.470795 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 227524389.789673 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 912268.818181905 1424865.91090865 729470.377387239 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231001.363035838 415481.071824383 285153.370340535 595289.012509292 514209.080360131 1009110.41182382 2602330.60600628 930336.995115982 826181.023334134 648232.424372421 1082818.22822414 1008612.18523864 85934.2850539105 597782.913741712 541016.122100089 1519867.04011327 544457.110615448 912192.79928753 997265.891476916 2241595.8542108 215460.809293677 1105251.62807761 1987365.20320268 524458.426068204 445067.566841919 1575778.96182058 420556.120625203 904388.946281728 401879.722652119 558529.567246877 593397.532265166 533083.080196525 1727339.06392489 543286.936685278 689404.94785748 920658.009903842 +met_067 18354474.5005755 13946905.3140404 8325611.11412395 14785567.0654786 10952066.9727281 10886812.8529424 7320898.33411889 24683.2109225376 16323334.8316897 28529567.4393805 16184775.4371129 18428057.734067 16075636.7322424 11524322.1091246 16846414.8274667 17542450.6232115 8002968.61053456 12633482.9575513 68185075.5580043 17869654.5881493 21169661.652965 13769215.8546861 22592258.0071282 17578628.6055601 14070210.6531983 14663590.9654022 5991655.51139651 9404277.71328294 12522519.9168661 18508840.1461848 31091213.2763851 18702863.2854792 52564887.5268847 25797857.2632173 15176708.269556 13321702.995916 13431456.7303167 8561501.83909544 7911994.40652864 8831039.92578906 17257425.2826077 24752518.8671837 18398278.635821 9413578.38200613 14588946.8994509 7929041.49585419 10311500.449817 3726466.48541151 9545488.91013161 17372048.5624274 10027609.4261324 34688309.5500479 10733134.8057815 9479548.02675392 18858320.1329461 8674544.84985153 6370617.08820335 12966344.5204712 23956153.5526922 16547109.5743006 16835477.331917 6697452.20100549 2396695.55736862 5128169.76618432 15163354.8196923 21301824.1393733 15855063.0025004 11460390.2990524 19187409.3181162 10922413.6919006 7021913.63342087 41756642.5711437 13040684.5085523 8134541.69156075 14184994.5921673 13413018.991348 19313046.6666163 14366443.4704646 10381845.6088126 18111289.7513138 18564926.9466789 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9166996.32236556 20859518.4320234 20397121.0598453 17485861.0646397 2604153.54773078 5949617.08027422 10904281.9449436 14592869.5578853 2982620.35489752 5447396.65400249 20826818.5614807 33133707.7135172 14958232.2134021 13142217.1851291 22216741.1193288 7228838.53063269 11183984.726708 2560978.60638652 20403260.1383874 16249934.4051967 21390776.6950691 19646213.628399 3303358.18493865 8025053.54063328 2007434.48703255 3014292.26189775 11514970.6762049 24014810.7655004 11468231.260068 19245670.8242558 3543614.06893769 3077392.05278627 8051689.42414028 2487231.87879886 25922965.6754216 27406805.8154608 10715830.7035202 74406174.435487 6288586.3484825 8190991.86939673 21011900.1467107 11410136.5964483 5594216.00835559 6878819.07675958 24688380.8708228 17024738.4365654 4666242.91377403 26655630.5286959 9060771.57444598 12094613.0671667 20630536.705071 2570739.30229721 19644140.1322185 7168834.23104537 31086707.7947397 21770254.3415869 30261539.5417092 17963183.7559556 11625020.7256043 67294559.1732877 20484595.3500046 4383130.56850842 9500660.91923767 3024016.42925984 28092442.1900322 20720193.4917528 10545359.0065343 11497819.5643908 21130882.9833903 +met_070 341884.228920887 129934.124124946 150421.913072094 20697.9179679639 815183.252056897 1509490.10348583 757038.538592791 16788.5075562237 740226.242761247 391451.281259305 339993.932857346 394591.098994471 138296.832614288 172425.231552374 365548.031110598 1387776.25905475 149419.192503867 811626.930594933 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 454516.643363967 372322.780748758 2850896.75164143 174443.924437682 462826.775034917 99982.4089120299 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254566.880793681 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 489608.082666705 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 32170.6221220612 66854.1295593002 187263.81223851 221938.394378374 518212.862982978 81309.7534426995 373639.937516776 329091.516761553 371972.286712933 120372.771967892 118682.345308905 50066.6977019993 94314.9986814818 934763.387161659 235923.75617326 87126.6145357083 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 42759.5957362792 207203.720192909 262923.010400774 124791.999973639 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 215402.515490954 68077.8351563418 74725.9649256029 274274.537433444 54318.7354670246 242107.37515679 831974.500728793 67354.8464508289 320184.268466532 201269.62067175 236478.532278232 466652.72197375 62984.770595431 136167.90828554 478963.648668903 140066.89722957 381094.609073518 91361.6587143137 140791.468862386 188637.813918487 33925.576691111 154509.659839663 35212.2529933417 230117.34968102 351972.78537837 361012.515471932 333722.575782755 314972.59163911 +met_073 4131322.52161362 2724935.70151468 3078019.08985278 5482865.62846659 4025718.701987 7596498.75964651 7335608.677094 NA 4054218.77653801 1820165.37796284 4374702.80842555 4126853.51948032 4975042.57661529 3290767.75253457 3818273.1728171 7093463.93450578 1467921.09614982 6450807.32081785 7750345.33938031 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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 654957.799027104 593165.999060618 755046.213923065 607793.078311266 432003.172826181 1312819.31417693 586001.864313764 497698.592425822 801533.955702843 1184590.61313804 133977.631593131 560446.789032358 202653.753638699 155666.603345149 550447.465867832 722459.832289469 503307.184852501 588803.890458638 529253.148662505 492221.343564687 974185.482985487 110308.182381137 402775.029207574 1132427.32800297 393606.510598175 964145.658785616 2302049.26399296 781236.764381376 931355.620073745 553466.995272439 358439.104111557 817500.464757449 914644.803777643 510233.765206878 261441.865637833 750911.093487349 518835.666297818 +met_087 131965.972735192 97724.2619328014 102611.562748677 136034.187324963 342712.490924076 122497.985737143 185350.197462582 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 4446.44830255133 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 963610.516696698 1114393.36849389 315015.168097275 127390.110377145 238123.451685537 985741.297155707 1528245.82787371 1052513.75128992 254284.981779738 2782595.3376996 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 647712.740705506 1310223.72832642 235283.643524587 688048.806749499 332199.290812502 2839113.17196381 1700626.4863834 1463264.37730141 1112948.7568569 831865.778620376 1806201.20972594 652752.439435275 303839.754161771 17886.3913487886 569632.612206131 4619261.55926606 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 992615.016091958 6011436.42239215 2084282.80758756 235561.218398303 1814375.41573414 1220073.40767394 1334265.04080617 864437.094113292 2043318.90729368 863308.223491655 1084953.78077351 244367.002935613 456691.988851544 982720.29282082 605015.907263426 1092129.66245419 471213.982618589 1042487.47812902 1152435.00046088 +met_089 787339.312018695 670815.716121031 729515.586587312 930898.818185093 409307.728431572 470262.852068709 913192.483067085 NA 844463.147046143 788964.624915218 715776.481914173 467860.676709611 745831.35406529 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 585994.184878185 1255765.79757508 711613.568692882 744120.918993775 1149368.18408805 409741.463516651 826482.424020747 990172.079311507 441828.500858238 637285.892476397 243830.310733282 984758.114717565 744166.268193164 690780.617166687 801368.446257721 532865.890818901 868609.016934915 1127951.08779523 869946.58018366 910784.65995382 1036062.60972144 437322.882940189 697381.833551517 605174.465565035 718854.925126043 191940.997702099 466252.109228321 796586.582062417 796776.673790433 857250.632419693 911116.786521599 826006.071437248 1355621.91147636 796305.096715558 1115449.01207293 561123.84419013 726061.80759304 791721.571160743 642121.078817063 1917547.84657262 734984.222726251 524979.342869156 734916.374704099 631902.866746759 624135.83680521 1028279.63500755 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865248.927496965 2491232.90009226 2476970.59681495 1890761.89995239 1730232.98258868 1073029.54106311 2911063.81352344 2079586.7121122 490034.046637809 1303325.37099939 1554573.28369567 1501296.8687345 2170482.51456045 1417749.64850982 1623183.05578127 1962803.7026734 +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 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214915.14082505 337875.280484305 397021.424737785 1287569.87114354 767930.825312449 178513.782343355 966624.521272369 NA NA 13132.2922372483 433095.636605182 416616.754661111 208753.328404687 144504.273057093 395659.389439034 147525.511793193 85679.2109817165 270815.108689697 28147.7172056873 637780.046895628 319267.318772779 409094.941728557 1298783.7289385 118571.663522132 45370.3348631162 310917.141095544 342970.017109828 211024.975757084 90912.1827167633 86819.9052083235 56077.4132214339 466301.740102182 386676.597846888 485747.638960314 863492.521615409 176419.411999773 722445.98456812 386745.26303687 355933.008420728 164758.887931844 91472.9053199918 436200.304615151 424466.049061461 10996.5454996893 130092.144318838 349564.480804537 174770.991987802 208528.792184468 167783.543551673 455341.230431343 45236.4964060968 413076.508689403 331630.698693142 604778.457546659 363928.301077573 29461.5778181386 1108526.13512287 528066.413401877 81582.2698323883 89792.5820395813 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23874320.4263723 17358819.9037522 26715451.383753 22455716.1346582 20651334.012057 24961237.4957893 22145117.6961317 7611456.38636225 18002169.3751347 23468530.476652 20071935.2581918 24733962.4659154 21677031.8378266 22691354.923261 13644493.441956 17819367.8188084 19591525.8692172 24896419.673572 23436133.0486263 24181099.7355955 21978941.6885066 17439718.1964567 16011034.5036456 18485939.2803453 16319856.0636678 21933268.0996387 25863128.9835935 28133269.4064378 22556640.9294419 17626377.6903826 21627079.8494583 28544684.8671975 10368809.6715048 28005263.3947122 24552146.1458628 21409381.2074466 36363905.8556957 42838146.891108 21255093.0453089 23869744.0753884 29393020.0835831 22163179.2802971 32530844.67234 45242948.7389686 13340247.4851369 27833503.873898 26704145.133875 24232291.9756331 25660584.4273197 23389129.3604582 28544100.3748011 25827776.0207614 18459398.6150498 23958716.6736126 26120119.0829085 32009641.4586951 15278630.7500024 21835847.5042367 19475976.4616137 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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 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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 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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 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600105.985427598 564365.142260229 573629.28187673 46624.7282334128 643962.531481922 NA 26885.5126583707 468745.727760511 528696.691742251 540684.06634708 481066.575987173 +met_022 544077.651139656 822914.596176267 814417.877393706 367221.970187313 410976.420926772 112602.651495342 253129.195397262 NA 307559.92142082 177571.762580104 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 473158.576028737 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 999291.989057669 4119215.34390167 400758.586150799 933930.275846997 623549.066897211 47034.9869538633 107300.033418218 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1229271.16333887 1327587.23810098 1387555.41393671 1047889.53422985 6264615.44907612 935263.511602511 209648.348483169 4283131.97930825 3096871.786365 584679.583633969 2907496.64888378 619889.912650968 1389580.29932316 1399540.69982983 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 1005033.99721434 2405613.94488181 3179733.34946406 502375.103659848 611061.609203505 1818424.52151544 1399691.87233854 696953.677962189 1977397.39465172 851959.308646051 280532.836747978 832520.538865161 1633100.7307123 1898343.75594558 1420395.42231599 +met_081 302805.934339317 198268.110356067 508780.368626824 26013.7393118612 49235.7760988675 50823.6488256171 11782.7414731473 NA 17346.8826187513 5845.18177310912 279022.45157333 132623.606701876 133673.498689374 NA 518186.925767248 167876.217240311 4026.92884291118 120029.18348942 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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 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241514.365111356 271400.560623284 468897.719344468 491864.984455012 986921.293847099 17421.9210128409 111074.415700169 445435.259922636 NA 1279943.50996921 689842.639869287 69552.5909281785 486547.470160394 106973.005264334 442173.830373414 1101518.77584671 198742.538961906 243079.939065982 204622.036165817 542467.835814556 340173.031374824 398011.599681723 484111.287588896 180955.71242281 898776.773083835 189838.732359473 450933.56425583 245978.352948085 56007.9765310637 433985.21803249 103775.220992168 488753.756707371 478462.494984047 902767.779260369 1207187.18216799 238049.278324562 164612.764898934 495605.652817309 355554.633695728 28940.6337037717 924761.349004761 89944.1404118622 482363.061620445 437171.67990495 706373.836552482 1310669.86518269 1400117.37424977 74759.1921933037 1179895.16454218 118770.554529293 375825.562772123 95841.9801276573 489430.754809949 185210.553704108 527293.172027224 1635538.04241568 227765.151724782 196722.655106735 149507.136967426 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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
--- /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
--- 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)<minQC) { ok=2 - } else { - if (sd(qcp)==0 | sd(spl)==0) { ok=1 - } else { - cvp= sd(qcp)/mean(qcp); cvs=sd(spl)/mean(spl) - rttest=t.test(qcp,y=spl) - reslsfit=lsfit(qci, qcp) - reslsfitSample=lsfit(spl, spi) - ordori=reslsfit$coefficients[1] - penteB=reslsfit$coefficients[2] - penteS=reslsfitSample$coefficients[2] - # Significant difference between samples and pools - if (rttest$p.value < 0.01) { ok=3 - } else { - # to avoid denominator =0 when on 1 pool per batch <> 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$coefficients[2] - if (detail=="reg") { - liminf=min(xb[indbt,3]);limsup=max(xb[indbt,3]) - plot(xb[indsp,2],xb[indsp,3],pch=16, - main=paste(labion,"batch ",b),ylab="intensity",xlab="injection order",ylim=c(liminf,limsup)) - points(xb[indpb,2], xb[indpb,3],pch=5) - abline(reslsfit) - abline(reslsfitSample,lty=2) - } - # correction with rescaling of ion global intensity (vref) - newval = (vref*xb[indbt,3]) / (pente * (xb[indbt,2]) + ordori) - newval[which((pente * (xb[indbt,2]) + ordori)<1)] <- -1 # to handle cases where 0<denominator<1 - # handling if any negative values (or null denominators) - if(length(which((newval==Inf)|(newval<0)))!=0){ - toajust <- which((newval==Inf)|(newval<0)) - if(valneg=="NA"){ - newval[toajust] <- NA - } else { - newval[toajust] <- vref * (xb[indbt,3][toajust]) / mean(xb[indbt,3]) - ### Other possibility - ## if(pente>0){ # slope orientation - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*ceiling(-ordori/pente+1.00001)+ordori) - ## }else{ - ## newval[toajust]<-(vref*(xb[indbt,3][toajust]))/(pente*floor(-ordori/pente-1.00001)+ordori) - ## } - } - } - } else {# if ok_norm!=0 , we perform a correction based on batch samples average. - moySample=mean(xb[indsp,3]); if (moySample==0) moySample=1 - newval[indsp] = (vref*xb[indsp,3])/moySample - if(length(indpb)>0){ - moypool=mean(xb[indpb,3]) ; if (moypool==0) moypool=1 - newval[indpb] = (vref*xb[indpb,3])/moypool - } - } - newval <- list(norm.ion=newval,norm.ind=ind) - return(newval) -} - - -normloess <- function (xb,detail="no",vref=1,b,span=NULL) { - # Correction function applied to 1 ion in 1 batch. - # Use a loess regression computed on QC-pools in order to correct samples intensity values. - # xb : dataframe for 1 ion in columns and samples in rows. - # detail : level of detail in the outlog file. - # vref : reference value (average of ion) - # b : batch subscript - indpb = which(xb$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)} -} - -
--- 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: [](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
--- 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 @@ -<tool id="Batch_correction" name="Batch_correction" version="2.1.2"> - <description>Corrects intensities for signal drift and batch-effects</description> - - <requirements> - <requirement type="package">r-batch</requirement> - <requirement type="package">r-ade4</requirement> - <requirement type="package">bioconductor-pcamethods</requirement> - <requirement type="package">bioconductor-ropls</requirement> - </requirements> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <command><![CDATA[ - #if str($span_condition.method) == 'all_loess_pool': - Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_pool" - span "${span_condition.span}" - - #elif str($span_condition.method) == 'all_loess_sample': - Rscript $__tool_directory__/batch_correction_all_loess_wrapper.R - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "all_loess_sample" - span "${span_condition.span}" - #else: - Rscript $__tool_directory__/batch_correction_wrapper.R - analyse "batch_correction" - dataMatrix "$dataMatrix" - sampleMetadata "$sampleMetadata" - variableMetadata "$variableMetadata" - method "${span_condition.method}" - #if str($span_condition.method) == 'linear': - span "none" - #else: - span "${span_condition.span}" - #end if - valnull "${span_condition.valnull}" - ref_factor "${span_condition.ref_factor}" - detail "${span_condition.detail}" - #end if - dataMatrix_out "$dataMatrix_out" variableMetadata_out "$variableMetadata_out" - graph_output "$graph_output" rdata_output "$rdata_output" - ]]></command> - - <inputs> - <param name="dataMatrix" label="Data Matrix file " format="tabular" type="data" /> - <param name="sampleMetadata" label="Sample metadata file " format="tabular" type="data" help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'"/> - <param name="variableMetadata" label="Variable metadata file " format="tabular" type="data" /> - - <conditional name="span_condition"> - <param name="method" label="Type of regression model " type="select" help="To select between linear or non-linear (lowess or loess) methods to be used in Van der Kloet algorithm ; when using loess, you can choose to use pools or samples to model batch effect."> - <option value="linear">linear</option> - <option value="lowess">lowess</option> - <option value="loess">loess</option> - <option value="all_loess_pool">all loess pool</option> - <option value="all_loess_sample">all loess sample</option> - </param> - <when value="linear"> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="lowess"> - <param name="span" type="float" value="0.85" label="span" help="it is a advanced option. Must be less than or equal to 1"/> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="loess"> - <param name="span" type="float" value="1" label="span" help="it is a advanced option. Must be strictly greater than 0"/> - <param name="valnull" label="Null values" type="select" display="radio" help="What to do of generated negative or infinite values"> - <option value="0">consider it as a null intensity</option> - <option value="NA">consider it as a missing value</option> - </param> - <param name="ref_factor" label="Factor of interest " type="text" value="batch" help="column name of factor of interest (often a biological factor); if none, leave 'batch'" /> - <param name="detail" label="Level of details for plots " type="select" help="Amount of plots in the pdf file output. See Help section for more details."> - <option value="no">basic</option> - <option value="plot">standard</option> - <option value="reg">complete</option> - </param> - </when> - <when value="all_loess_pool"> - <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> - </when> - <when value="all_loess_sample"> - <param name="span" type="float" value="1" label="span" help="smoothing parameter; must be > 0"/> - </when> - </conditional> - </inputs> - - <outputs> - <data name="dataMatrix_out" label="${tool.name}_${span_condition.method}_${dataMatrix.name}" format="tabular"/> - <data name="variableMetadata_out" label="${tool.name}_${span_condition.method}_${variableMetadata.name}" format="tabular"/> - <data name="graph_output" label="${tool.name}_${span_condition.method}_graph" format="pdf"/> - <data name="rdata_output" label="${tool.name}_${span_condition.method}_rdata" format="rdata"/> - </outputs> - - <tests> - <test> - <param name="dataMatrix" value="input-batchcorrection-dataMatrix.tsv"/> - <param name="sampleMetadata" value="input-batchcorrection-sampleMetadata.tsv"/> - <param name="variableMetadata" value="input-batchcorrection-variableMetadata.tsv"/> - <param name="method" value="all_loess_pool"/> - <param name="span" value="1"/> - <output name="dataMatrix_out" file="output-batchcorrection-dataMatrix.tsv"/> - </test> - </tests> - - - <help> - -.. 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 - - </help> - <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> - <citations> - <!-- [HELP] As DOI or BibTex entry --> - <citation type="doi">10.1021/pr900499r</citation> - <citation type="doi">10.1038/nprot.2011.335</citation> - <citation type="bibtex">@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} - }</citation> - <citation type="doi">10.1021/acs.jproteome.5b00354</citation> - </citations> - - -</tool>
--- 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
--- 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) -
--- 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$span) -} - -rm(args) \ No newline at end of file
--- a/batchcorrection-57edfd3943ab/build.xml Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,78 +0,0 @@ -<project name="batchcorrection" default="all"> - - <property name="tool.xml" value="batch_correction.xml"/> - <property name="conda.dir" value="${user.home}/w4m-conda"/> - - <!--~~~ - ~ ALL ~ - ~~~~~--> - - <target name="all"/> - - <!--~~~~ - ~ TEST ~ - ~~~~~--> - - <target name="test" depends="planemo.lint,planemo.test"/> - - <!--~~~~~~~~~~~~ - ~ PLANEMO LINT ~ - ~~~~~~~~~~~~~--> - - <target name="planemo.lint"> - <exec executable="planemo" failonerror="true"> - <arg value="lint"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~ - ~ PLANEMO TEST ~ - ~~~~~~~~~~~~~--> - - <target name="planemo.test" depends="planemo.conda.install"> - <exec executable="planemo" failonerror="true"> - <arg value="test"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - <arg value="--galaxy_branch"/> - <arg value="release_16.07"/> - <arg value="--conda_dependency_resolution"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~~~~~~~~~~ - ~ PLANEMO CONDA INSTALL ~ - ~~~~~~~~~~~~~~~~~~~~~~--> - - <target name="planemo.conda.install" depends="planemo.conda.init"> - <exec executable="planemo" failonerror="true"> - <arg value="conda_install"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - <arg value="${tool.xml}"/> - </exec> - </target> - - <!--~~~~~~~~~~~~~~~~~~ - ~ PLANEMO CONDA INIT ~ - ~~~~~~~~~~~~~~~~~~~--> - - <target name="planemo.conda.init"> - <exec executable="planemo" failonerror="true"> - <arg value="conda_init"/> - <arg value="--conda_prefix"/> - <arg value="${conda.dir}"/> - </exec> - </target> - - <!--~~~~~ - ~ CLEAN ~ - ~~~~~~--> - - <target name="clean"> - <delete dir="${conda.dir}"/> - </target> - -</project>
--- 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 @@ -<tool id="Determine_BC" name="Determine_batch_correction" version="2.1.2"> - <description>to choose between linear, lowess and loess methods</description> - - <requirements> - <requirement type="package">r-batch</requirement> - <requirement type="package">r-ade4</requirement> - <requirement type="package">bioconductor-pcamethods</requirement> - </requirements> - - <stdio> - <exit_code range="1:" level="fatal" /> - </stdio> - - <command><![CDATA[ - Rscript $__tool_directory__/batch_correction_wrapper.R - analyse "determine_bc" - sampleMetadata "$sampleMetadata" - dataMatrix "$dataMatrix" - ref_factor "$ref_factor" - #if str($advance.option ) == 'show': - span $advance.span - #else: - span "none" - #end if - out_graph_pdf "$out_graph_pdf" - out_preNormSummary "$out_preNormSummary" - ]]></command> - - <inputs> - <param name="dataMatrix" type="data" label="Data Matrix file " help="" format="tabular" /> - <param name="sampleMetadata" type="data" label="Sample metadata file " help="must contain at least the three following columns: 'batch' + 'injectionOrder' + 'sampleType'" format="tabular" /> - <param name="ref_factor" type="text" label="Factor of interest " help="column name of the factor of interest (often a biological factor); if none, leave 'batch'" value="batch" /> - <conditional name="advance"> - <param name="option" type="select" label="Advanced options" help="should only be put at 'show' if you have good understanding of the span parameter and are willing to adjust it"> - <option value="show">show</option> - <option value="hide" selected="true">hide</option> - </param> - <when value="show"> - <param name="span" type="float" value="0.85" label="span" help="applied to lowess and loess regression"/> - </when> - </conditional> - </inputs> - - <outputs> - <data name="out_graph_pdf" label="Determine_BC_graph" format="pdf" ></data> - <data name="out_preNormSummary" label="Determine_BC_preNormSummary" format="tabular" ></data> - </outputs> - - <tests> - <test> - <param name="dataMatrix" value="input-determinebc-dataMatrix.tsv"/> - <param name="sampleMetadata" value="input-determinebc-sampleMetadata.tsv"/> - <param name="ref_factor" value="batch"/> - <param name="option" value="hide"/> - <param name="span" value="none"/> - <output name="out_preNormSummary" file="output-determinebc-preNormSummary.txt"/> - </test> - </tests> - - <help> - -.. 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>`_ - | - | - - -</help> - - <!-- [RECOMMANDED] All citations associated to this tool (main citation given above and other references). Can be extracted from the history panel --> - <citations> - <!-- [HELP] As DOI or BibTex entry --> - <citation type="doi">10.1021/pr900499r</citation> - </citations> - -<!-- -Input files -=========== - -| **These two input files can be used in the purview "URL/Text:" of the tool "Get Data/Upload File",** -| **by checking the box "Convert spaces to tabs: YES"** - -Metadata_samples.txt - Model input Sample metadata file:: - - samples idLIMS serie factor01 factor02 batch injectionOrder sampleType - POOL1 POOL1 pool p pool 01_08_2011 1 p - X12588 12588 3 validation 2 01_08_2011 2 s - X17736 17736 3 Q1 1 01_08_2011 3 s - X15432 15432 3 validation 1 01_08_2011 4 s - X17159 17159 3 Q4 1 01_08_2011 5 s - X14325 14325 3 validation 2 01_08_2011 6 s - X17419 17419 3 Q4 1 01_08_2011 7 s - X16437 16437 3 Q4 1 01_08_2011 8 s - X16172 16172 3 Q4 2 01_08_2011 9 s - X16392 16392 3 Q4 2 01_08_2011 10 s - X13875 13875 3 validation 2 01_08_2011 11 s - POOL2 POOL2 pool p pool 01_08_2011 12 p - X13117 13117 3 Q4 2 01_08_2011 13 s - X13341 13341 3 Q1 2 01_08_2011 14 s - X16888 16888 3 Q4 1 01_08_2011 15 s - X17489 17489 3 Q4 2 01_08_2011 16 s - X12718 12718 3 Q1 2 01_08_2011 17 s - X16235 16235 3 Q4 2 01_08_2011 18 s - X16878 16878 3 Q1 1 01_08_2011 19 s - X12701 12701 3 validation 1 01_08_2011 20 s - X16220 16220 3 Q4 2 01_08_2011 21 s - X15635 15635 3 Q4 1 01_08_2011 22 s - - -Intensity_matrix.txt - Model input Matrix Ions file BEFORE IMPLEMENTATION:: - - samples POOL1 X12588 X17736 X15432 X17159 X14325 X17419 X16437 X16172 X16392 X13875 POOL2 X13117 X13341 X16888 X17489 X12718 X16235 X16878 X12701 X16220 X15635 - ion01 188.4140625 219.729126 122.5697632 123.5487671 805.8852539 183.4683838 37.33084106 151.8625488 97.12005615 91.24694824 69.87762451 195.4349365 112.4111938 136.7092285 159.9987793 172.1585693 0 117.5420532 133.6679688 80.05419922 160.0006104 760.0488281 - ion02 82.02575684 87.11358643 79.82391357 80.33862305 83.08575439 94.27703857 76.02288818 77.04394531 76.97564697 84.17669678 81.04943848 86.44024658 84.11865234 83.71282959 77.75219727 79.15936279 75.98492432 78.2835083 78.98760986 73.98388672 72.20550537 82.16448975 - ion03 25.31900024 24.2960968 23.29342651 31.54063416 30.3830719 22.42404175 35.44485474 26.38783264 17.1401825 21.27339172 20.25959778 26.33859253 18.17146301 26.32852173 24.30648804 28.34313965 29.37016296 18.23519897 24.48402405 25.38140869 24.35777283 21.31071472 - ion04 65.87536621 62.68716431 46.60232544 62.77856445 29.53218079 47.59136963 90.13983154 28.35336304 58.74325562 31.39331055 23.32928467 30.39666748 41.43960571 21.27049255 88.1161499 29.36820984 24.30200195 25.00007629 45.60662842 103.293457 37.46994019 87.09295654 - ion05 0 103.728544 279.5808214 884.2333448 824.5072072 434.6439081 764.82768 799.0972595 398.4002569 382.5370891 74.55342827 0 636.6596277 514.3863309 741.690017 412.3166491 660.8996555 57.36593795 102.2085264 455.6403091 548.6145486 515.8412195 - ion06 2711.785156 3465.292969 2469.75 3435.259766 2482.3125 2593.654297 1407.915039 1291.253906 2241.734375 1444.189453 3363.683594 2578.642578 2633.181641 3397.763672 3706.855469 3647.212891 3548.410156 3714.640625 1889.213867 2262.707031 2107.417969 2763.21875 - ion07 164.9023438 192.40625 140.7609863 192.4053955 139.7540283 140.748291 84.60144043 86.1819458 150.762207 89.90411377 207.5949707 164.0512695 149.8706055 186.336792 214.6140137 202.5360107 214.6877441 195.4482422 117.4679565 127.2941895 142.78479 163.0666504 - - -Parameters -========== - -Factor analysis -> **batch** - - -Output files -============ - -out_preNormSummary.tabular: - -====== ============== ============== -labion batch.1.linear batch.1.lowess -====== ============== ============== -ion01 2 2 -ion02 2 2 -ion03 2 2 -ion04 2 2 -ion05 1 1 -... ... ... -====== ============== ============== - - -out_graph_pdf.pdf - -.. image:: ./static/images/metabolomics/pdf_plotsituation.png - :width: 800 ---> - -</tool>
--- 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
--- 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 - - - -# - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
--- 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) -
--- 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) - - -}
--- a/batchcorrection-57edfd3943ab/runit/example1/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2823 +0,0 @@ -dataMatrix Bl1 Bl2 Bl3 Sa1 Sa2 Sa3 Sa4 Sa5 Sa6 Sa7 Sa8 Sa9 Sa10 Sa11 Sa12 Sa13 Sa14 Sa15 Sa16 Sa17 Sa18 Sa19 Sa20 Sa21 Sa22 Sa23 Sa24 Sa25 Sa26 Sa27 -M81.524T70 17245057.15 17036926.76 14186746.11 4164396.264 5825050.37 457731.4386 13431506.24 4743128.922 4431069.682 11904377.48 618138.4105 8634502.192 5199903.713 2999525.25 2871167.761 3201384.67 6855006.036 2065984.636 12354338.68 2632801.531 6008013.246 1538072.426 1376310.444 4616186.732 12160011.06 7363508.262 7605224.47 2842257.47 3636874.797 7106432.313 -M81.523T36 55675386.24 46887468.27 19824326.82 2206896.237 2440868.374 2009364.908 2407403.606 1978183.429 2143366.471 2656133.68 1426335.105 2135439.5 720638.4583 898892.7064 920198.319 523723.8217 1093497.67 724489.0167 972712.5631 438772.6775 887895.3126 2677695.373 2588015.107 356215.5043 1049454.733 3787646.426 2919221.103 5359484.094 478359.5274 1140528.449 -M81.524T124 3164592.199 5989888.692 1518120.946 1286357.752 3260040.481 719417.0386 7054955.83 6343114.495 4237024.074 4397965.168 534257.2816 1424000.696 4174800.757 2253885.166 304750.9031 3804141.652 6366198.521 1102220.868 12383046.03 2881755.9 4030125.647 1034171.556 403876.6439 4332910.019 5373346.688 2345864.555 6061830.965 591704.7268 1439355.184 5460301.309 -M81.605T62 738234.5386 787394.0411 609336.1721 165239.2505 250720.1499 62050.79635 572778.7761 214128.5387 165783.3638 520178.7999 19210.28881 197410.8184 215250.8345 173276.4954 140765.734 124586.9754 460116.931 100216.0769 599215.8137 119548.1579 249620.4321 56410.08846 45422.8306 212608.4206 504629.5165 372211.6104 664010.2538 179442.8094 169076.104 420632.4458 -M81.633T44 500457.0519 301708.945 234100.7174 392423.4081 481733.7903 112110.4766 76348.84276 400525.6374 386544.2661 623711.8934 182942.4875 364640.4889 303372.5045 234440.2839 181890.7412 173583.9663 481476.5972 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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 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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 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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 2927447 2831393 6021370 1974441 807466 651417 2493515 4180516 3116490 2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 -met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 269045 140185 268742 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1751723 480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 -met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 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--- a/batchcorrection-57edfd3943ab/runit/input/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
--- 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 -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
--- 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 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 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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
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--- a/batchcorrection-57edfd3943ab/runit/sacurine/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" 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--- 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 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--- 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 246.0306602 -"M59T62" 59.0137118 61.90072933 -"M59T270" 59.01362084 269.6233798 -"M62T56" 61.98819056 55.58308625 -"M64T348" 63.62063447 347.5012693 -"M64T379" 63.62063447 378.9359473 -"M65T347" 64.90244604 347.4115572 -"M65T379" 64.9028817 378.9130758
--- a/batchcorrection-57edfd3943ab/runit/sacurineNegFull/dataMatrix.tsv Tue May 02 09:47:22 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,3765 +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 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 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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 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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 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651417 2493515 4180516 3116490 2176577 4888627 2196961 8476471 2528441 3630897 4682288 2689475 3796573 1696309 2923614 616268 2459265 4009301 7179730 3180600 4284691 3426119 6686427 2717812 4102734 4042429 1710961 1394798 8008701 1179149 3868258 2073126 3241222 5200014 2987295 6798742 3795870 516069 7273064 2569684 4363849 3392370 2862745 2413851 3631103 730630 2997575 2888571 2034137 894761 2900228 1749975 2510749 1092769 1391664 2705004 968069 2659929 1570759 4909668 2120155 -met_020 376727 558206 452456 684769 811993 1237434 2024650 59378 843116 425348 569489 680002 462590 261614 1086047 2150276 170780 587597 1690881 619922 1288773 511404 593075 1177122 476312 519660 101142 138098 693096 681209 1126823 499025 1237860 2135820 828884 454240 997945 166067 1676554 1730833 558241 229712 697829 170024 965976 338241 704863 94190 155578 629936 292129 893964 472098 347876 332458 146373 903792 728107 421968 607762 291200 341419 148894 171930 164280 253783 447534 122062 219240 172104 195005 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453619 125443 1751723 480027 4382126 120404 361744 582154 916286 1646763 1149840 244615 695215 217962 2786697 3178144 154683 23837 1172846 1216139 463226 2119886 333539 2375022 225204 1897492 369852 596586 1172643 909821 1299489 520981 75183 1022220 1243021 2587846 2060262 2138614 1063708 229744 188650 1008907 223690 3329536 455120 486754 1802765 5603827 2281845 976508 1040916 1154191 2696195 474992 224476 429688 1015476 312237 2683955 888410 44435 154754 357451 649277 459104 282643 174424 128223 376053 866228 557089 1101878 1126394 153400 767169 534183 449284 803526 -met_024 16032278 14936988 8033606 12588739 15513840 26462423 27143962 18829 9970907 23846414 16510821 16842315 11790038 7304590 17486391 20755862 4460837 14246803 27477125 16220853 27768410 8554938 17186780 56208841 22324609 14058372 3167035 3015384 21081827 14697234 29010089 6206646 20865107 26003200 22833177 8418608 12391544 7250829 19366320 21105604 13827437 12035630 13395311 8450688 20293343 11361602 15299578 1366191 4289310 13598987 11425397 20310595 19715917 8236349 7852032 4755976 8385880 15186902 11243022 12462786 10369892 6611827 1781915 2988499 4246851 13094738 15792917 12059370 10484953 14363177 5567819 16525838 1939040 10475011 14302713 17962839 14881974 17317964 4920828 10855788 12224283 7722189 13580469 18832254 994413 14438127 9533519 9015535 14704865 8708281 10293424 8708380 3281132 11166962 10104254 9161854 3602659 9122643 8001536 8105192 2534757 6099879 5273866 2462544 10053531 4359819 10044986 6470875 -met_025 4604239 1480158 748805 13999568 6006627 3662509 5207024 3823 1183383 2000660 4202211 3228241 4177390 2958747 1362676 5028201 530152 3454784 4523323 4049546 12046491 1844607 5832995 2597793 7415702 1990117 755147 1571123 6764574 3877167 13468473 1184323 2097410 4014463 8825706 4501006 994023 1260526 2735667 6916403 3784603 1026110 1293773 1872377 3528525 1784286 1211795 343526 1402745 3304306 2841948 2021501 4695037 1505070 4519839 736794 1282724 2990922 2367859 3108800 1628786 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--- 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
--- 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
--- 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 14442.9490502211 138869.981260119 32761.0927210332 0 122734.450361837 0 0 166910.294593527 156294.989437752 202048.894588891 109383.253873075 0 62456.6025907225 39365.5200417267 111628.134234755 119125.737447368 33089.1407089231 101475.563434966 0 50574.1059385567 97324.7117260035 45957.8534136242 0 81739.3213397075 68762.047406909 58300.6616291019 77304.0740671995 39891.7167254028 70113.9653518234 324095.722803516 133731.673403656 75174.3515363374 55077.1297019528 97614.4270171876 16451.936108592 3356.88223480915 129051.012407321 19318.4607431544 66489.3976696218 0 34952.655496657 104405.718527173 0 0 11376.4990687903 201363.458875403 53038.6002706044 15623.3191735135 15307.3858104395 173125.271502381 39311.9643483841 42201.3471976341 125605.094512501 16850.0458863669 77027.7156161627 63418.8045298051 57609.2944968765 0 0 26759.0897120217 41201.5764976749 60003.2422350001 71379.8656593745 140488.02837844 0 0 63904.6422756576 0 0 46444.4472560159 0 133050.505744111 71922.7087055791 34024.8872562035 23296.3697971045 112248.821349943 7281.80767734402 80503.9282582037 116853.454072959 0 15715.3656644528 13501.1750853166 0 0 34790.8383200151 50903.4631485676 18178.2822666866 0 19291.7543432818 145864.073038587 327856.553519341 88779.4532344694 53548.9181853753 45323.8674006253 70255.9170698027 70338.8820868401 7445.09180273148 0 11537.1503670733 30539.9524463939 13751.8470705806 0 46071.9046550556 115213.313656053 242504.84845049 76993.4202965722 45701.9696263292 11636.4385653808 163760.957875028 44635.5565011489 16720.9351857044 0 63794.3141034039 37315.9082250007 0 288547.029214583 24416.5856652005 35729.8639008515 10515.5764270506 76355.632105229 141624.796404688 99004.8338613304 47529.5296445899 67682.9480062498 109533.235214689 86750.2854265639 81500.0332813502 30203.1774037103 0 38116.878692934 27464.23675278 31574.4698119512 28029.5392882486 266567.924722788 0 137379.69631953 73161.5468267049 100363.716294357 169416.503684168 96774.2553945622 0 0 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 274128.613453631 499047.946750782 1099180.36143492 725136.773209571 92206.8261221925 2209908.52696278 655660.516931481 412875.044800355 467353.84153125 2123072.98104506 458614.852761993 280692.95036836 1340956.2809184 982704.791776112 2508318.80909041 84391.8796353896 194282.514665255 1783600.96431818 286181.601510692 564198.802740074 30158.5188940676 239737.445855213 746338.396447567 268364.573639828 277403.474825093 1109931.72423037 381563.834264843 4179922.14728197 119546.736801357 238136.620911979 412351.90101115 525963.653234667 504960.180732421 2026810.55239487 793977.834180901 257358.312996328 190058.461214062 196360.660257407 230461.912019614 229548.978677526 224713.80191172 431505.662138252 29853.4066067383 17980.4799453606 1371175.56287259 330831.547029376 103933.631355525 243875.371594275 196720.492863682 205456.61911482 18255.8377294634 87520.8496154533 339249.083713015 74242.7312610526 118074.797647694 84039.5131157506 48950.8847681025 7893.62375793959 120801.217121391 1029555.70245371 82956.1854096931 90504.6493530678 216783.054333173 155864.114963162 686862.4116298 90785.9243170421 981797.577600001 163675.124043294 101764.655134442 91201.5118713604 48205.5302249751 688726.024265244 152708.406261866 305886.197375391 370943.003067243 1454873.67411094 6086429.5319827 382892.383619604 1453000.93811538 1234173.11302401 67640.2169651418 -"M59T246" 29239.5152981441 0 69081.5905953738 0 42238.639946206 0 63878.9131179201 0 0 25804.2604098376 0 3946.73566903545 12401.7565774522 0 5713.22311000916 17292.1376157808 35014.4074346546 2779.44636090215 76700.9787142959 0 3563.9519959791 2544.11940205931 42852.5394875903 26107.9326440962 12626.0928373313 20929.0021433973 0 51680.8827007459 55628.0310755609 48124.8624706788 0 76550.260405072 43153.0320971934 33594.3130070823 39969.8239316662 0 44649.9438874808 197539.14211875 55237.3010041506 26377.3541546531 16564.0779631754 45245.3647170379 2964.98593118008 5154.23926115591 34997.2076915973 73980.1538738722 39852.8006063306 0 11273.1611475563 26077.7042842777 1685.42493101293 0 0 38375.6111597542 25447.5215250343 4467.00543897248 6775.09303171909 57928.5404995446 37704.5514421737 61770.7886041164 63954.1312896415 25195.0951548271 24762.7584990162 37420.2844750267 21228.9501395029 31850.0073961358 58836.2387587622 9952.60030876506 27838.0091784175 49223.3485525198 30149.4043881956 9756.30172093714 2913.44874956518 22857.0791428657 19119.5683533064 12554.8549746724 2974.02538755211 4509.5937889013 4041.21029046687 49462.2879453019 14822.6875162253 39339.378765815 21464.79230114 8985.94861036069 0 5456.22677900979 15354.528196428 5760.11288945015 43850.5551207273 15192.5724954395 0 3620.50298430642 20234.1424487791 37523.4748722653 0 1028.85200695521 67292.4607684151 70334.7316330078 17898.798835738 22918.500643577 9654.3480980713 17315.4900360731 32609.6664524444 6989.64290606145 7529.71254503683 1579.11708485333 27427.9773522948 22457.0395870679 6129.94967072395 0 43342.1964804451 42042.9376641559 78884.8455474876 757947.817456302 145409.883075987 58149.3870409016 46877.6977094542 107282.717847367 42906.7971912146 33039.7622236012 15070.2067403258 0 65531.7626061228 44199.1832947271 0 154806.629462935 60867.2625526499 36547.8060799805 111731.87238473 15467.1940615316 20962.564457404 61177.9124692695 34811.4851382649 6944.49081563039 0 0 104111.157435205 27748.2560149807 17400.4393271743 14317.4278557431 57231.0690684572 7414.51674920923 116022.882639518 51412.3941217192 28009.1700776089 20895.7375736273 44563.4741991957 104502.264433724 42434.3737119141 57399.6600946708 17298.5710898035 11480.8252251524 161680.125101125 12260.9442429234 49756.7106795537 0 0 62235.7113384461 50244.0794739745 4077.36025867122 180621.881956113 20328.7942573837 166803.193257822 0 44018.2551792667 14140.8970368855 46773.21366407 19712.5104648842 28072.6734075461 48492.4340531249 25007.9172501269 4681.19051840975 11431.2864955452 74203.1156288006 19437.8825463349 53282.1067488278 39924.9890583497 32176.0536601361 47089.8009242324 79652.6142750003 0 36515.9963014163 61543.9424407114 39064.8844446288 42207.1548252015 0 3007.46584161438 37081.9019746894 49026.6236502003 18791.5646934427 159352.343743319 111467.605696437 0 132634.674516093 51935.5791219105 54976.6175747862 131992.538314709 27007.5165671897 8470.53243660932 51019.9970027744 15095.4336067887 55758.2007321606 24922.4571890885 62369.8121285617 23291.2159524274 9005.97129934995 19439.8584713795 17687.0498554779 0 73969.6714077238 38316.51339179 7323.82435477066 21304.8531759764 55645.9869428718 17155.986076933 34569.8880629865 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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 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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 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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 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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 5762737.9647267 8850504.29194649 10389486.4746832 6776115.76544738 12038904.8022633 5071042.89233759 3599547.82539702 10669911.0043739 5191481.2758862 14720332.2892701 3101286.12897513 8321877.93858787 8814335.69487795 7247953.24305194 2091901.63144079 9461937.6320411 9848360.49233592 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60247.7406392878 128174.413624588 21119.5587752994 NA 49084.211771061 21303.7523410375 66909.7063368838 505865.364238395 NA 107747.983241364 121416.755799045 2381.49734633994 346308.49146098 NA NA 71804.1137220301 65582.3696958619 263084.881606371 133484.088085302 114862.179694519 127004.840706984 445773.14079657 78483.8820608656 47493.5330032803 90848.7670620242 13726.3911008546 76118.1632978098 188050.373909029 92470.0840076939 115946.9088983 NA 2026.50968093654 82220.8989282233 167729.260678229 7220.37084017025 38129.7864690536 210746.748697004 103748.200371686 -met_045 14052831.5495123 13254965.7313022 8620258.0305631 34633884.3714045 15860747.7813894 8505766.75583787 8844936.90979232 29107.0065015052 2866178.42559899 68890987.1894398 13804070.5850681 7456975.44747878 12181325.7528292 5851723.28019978 27707969.2827486 12617737.5670639 4907110.83991085 4914801.81142609 584138.3775146 14252265.8787148 22231572.1757017 6634523.01400671 11451551.5285611 29014179.1971321 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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 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--- 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