Mercurial > repos > iuc > scater_create_qcmetric_ready_sce
annotate scater-create-qcmetric-ready-sce.R @ 2:b834074a9aff draft
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
author | iuc |
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date | Thu, 09 Sep 2021 12:23:11 +0000 |
parents | 2d455a7e8a3d |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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1 #!/usr/bin/env Rscript |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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2 #Creates a SingleCellExperiment object, which scater's calculateQCMetrics already applied |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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3 |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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4 library(optparse) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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5 library(workflowscriptscommon) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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6 library(scater) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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7 library(LoomExperiment) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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8 |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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9 # parse options |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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10 #SCE-specific options |
2
b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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11 option_list <- list( |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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12 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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13 c("-a", "--counts"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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14 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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15 default = NA, |
2
b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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16 type = "character", |
0
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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17 help = "A tab-delimited expression matrix. The first column of all files is assumed to be feature names and the first row is assumed to be sample names." |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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18 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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19 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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20 c("-r", "--row-data"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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21 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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22 default = NULL, |
2
b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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23 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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24 help = "Path to TSV (tab-delimited) format file describing the features. Row names from the expression matrix (-a), if present, become the row names of the SingleCellExperiment." |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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25 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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26 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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27 c("-c", "--col-data"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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28 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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29 default = NULL, |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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30 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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31 help = "Path to TSV format file describing the samples (annotation). The number of rows (samples) must equal the number of columns in the expression matrix." |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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32 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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33 #The scater-specific options |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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34 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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35 c("-f", "--mt-controls"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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36 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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37 default = NULL, |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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38 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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39 help = "Path to file containing a list of the mitochondrial control genes" |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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40 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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41 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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42 c("-p", "--ercc-controls"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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43 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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44 default = NULL, |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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45 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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46 help = "Path to file containing a list of the ERCC controls" |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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47 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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48 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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49 c("-l", "--cell-controls"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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50 action = "store", |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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51 default = NULL, |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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52 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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53 help = "Path to file (one cell per line) to be used to derive a vector of cell (sample) names used to identify cell controls (for example, blank wells or bulk controls)." |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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54 ), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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55 make_option( |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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56 c("-o", "--output-loom"), |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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57 action = "store", |
2d455a7e8a3d
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58 default = NA, |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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59 type = "character", |
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2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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60 help = "File name in which to store the SingleCellExperiment object in Loom format." |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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61 ) |
2d455a7e8a3d
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62 ) |
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63 |
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b834074a9aff
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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64 opt <- wsc_parse_args(option_list, mandatory = c("counts", "output_loom")) |
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65 |
2d455a7e8a3d
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66 # Read the expression matrix |
2d455a7e8a3d
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67 |
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68 counts <- wsc_split_string(opt$counts) |
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69 reads <- read.table(counts) |
2d455a7e8a3d
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70 |
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71 # Read row and column annotations |
2d455a7e8a3d
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72 |
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73 rowdata <- opt$row_data |
2d455a7e8a3d
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74 |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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75 if (! is.null(opt$row_data)) { |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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76 rowdata <- read.delim(opt$row_data) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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77 } |
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78 |
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79 coldata <- opt$col_data |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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80 |
2
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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81 if (! is.null(opt$col_data)) { |
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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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82 coldata <- read.delim(opt$col_data) |
2d455a7e8a3d
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
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83 } |
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84 |
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85 # Now build the object |
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86 |
2
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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87 sce <- SingleCellLoomExperiment(assays = list(counts = as.matrix(reads)), colData = coldata) |
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88 #Scater options |
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89 |
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90 # Check feature_controls (only mitochondrial and ERCC used for now) |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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91 |
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92 if (! is.null(opt$mt_controls)) { |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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93 if (! file.exists(opt$mt_controls)) { |
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"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
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94 stop((paste("Supplied feature_controls file", opt$mt_controls, "does not exist"))) |
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2d455a7e8a3d
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95 } else { |
2
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96 mts <- readLines(opt$mt_controls) |
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97 } |
2
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98 } else { |
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99 mts <- NULL |
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100 } |
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101 |
2
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102 if (! is.null(opt$ercc_controls)) { |
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103 if (! file.exists(opt$ercc_controls)) { |
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104 stop((paste("Supplied feature_controls file", opt$ercc_controls, "does not exist"))) |
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105 } else { |
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106 ercc_controls <- readLines(opt$ercc_controls) |
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107 } |
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108 } else { |
2
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109 ercc_controls <- NULL |
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110 } |
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111 |
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112 # Check cell_controls |
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113 |
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114 if (! is.null(opt$cell_controls)) { |
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115 if (! file.exists(opt$cell_controls)) { |
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116 stop((paste("Supplied feature_controls file", opt$cell_controls, "does not exist"))) |
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117 } else { |
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118 cell_controls <- readLines(opt$cell_controls) |
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119 } |
2
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120 } else { |
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121 cell_controls <- NULL |
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122 } |
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123 |
2
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124 # calculate QCMs |
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125 |
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126 sce <- addPerCellQC(sce, subsets = list(Mito = mts, ERCC = ercc_controls, cell_controls = cell_controls)) |
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127 |
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128 # Output to a Loom file |
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129 if (file.exists(opt$output_loom)) { |
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130 file.remove(opt$output_loom) |
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131 } |
2
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132 export(sce, opt$output_loom, format = "loom") |