Mercurial > repos > iuc > scater_filter
annotate scater-pca-filter.R @ 3:652923ce664f draft default tip
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 9961b5acbf9081f10e14bc272406b36854fa2924"
author | iuc |
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date | Mon, 08 Nov 2021 12:03:34 +0000 |
parents | 7a365ec81b52 |
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0
e6ca62ac65c6
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 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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2 #Filters a SingleCellExperiment object, using PCA on the following metrics: |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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3 # "pct_counts_top_100_features" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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4 # "total_features" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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5 # "pct_counts_feature_control" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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6 # "total_features_feature_control" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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7 # "log10_total_counts_endogenous" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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8 # "log10_total_counts_feature_control" |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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9 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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10 # Load optparse we need to check inputs |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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11 library(optparse) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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diff
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12 library(workflowscriptscommon) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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diff
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13 library(LoomExperiment) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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14 library(scater) |
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7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents:
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15 library(robustbase) |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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16 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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17 # parse options |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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18 option_list <- list( |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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19 make_option( |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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20 c("-i", "--input-loom"), |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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21 action = "store", |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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22 default = NA, |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents:
0
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23 type = "character", |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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24 help = "A SingleCellExperiment object file in Loom format." |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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25 ), |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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26 make_option( |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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27 c("-o", "--output-loom"), |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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28 action = "store", |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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29 default = NA, |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents:
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30 type = "character", |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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31 help = "File name in which to store the SingleCellExperiment object in Loom format." |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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32 ) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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33 ) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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34 |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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35 opt <- wsc_parse_args(option_list, mandatory = c("input_loom", "output_loom")) |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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36 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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37 # Check parameter values |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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38 |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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39 if (! file.exists(opt$input_loom)) { |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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40 stop((paste("File", opt$input_loom, "does not exist"))) |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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41 } |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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42 |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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43 # Filter out unexpressed features |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
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44 |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents:
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45 sce <- import(opt$input_loom, format = "loom", type = "SingleCellLoomExperiment") |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents:
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46 |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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47 print(paste("Starting with", ncol(sce), "cells")) |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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48 |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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49 sce <- runColDataPCA(sce, outliers = TRUE, variables = list("sum", "detected", "subsets_Mito_percent")) |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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50 sce$use <- !sce$outlier |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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51 sce <- sce[, colData(sce)$use] |
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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52 print(paste("Ending with", ncol(sce), "cells")) |
0
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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53 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
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54 |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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55 # Output to a Loom file |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
diff
changeset
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56 if (file.exists(opt$output_loom)) { |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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57 file.remove(opt$output_loom) |
e6ca62ac65c6
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 5fdcafccb6c645d301db040dfeed693d7b6b4278
iuc
parents:
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58 } |
2
7a365ec81b52
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
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59 export(sce, opt$output_loom, format = "loom") |