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annotate music_compare.xml @ 2:6c75960f6e56 draft

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planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit d5c7ca22af1d4f0eaa7a607886554bebb95e8c50
author bgruening
date Mon, 28 Oct 2024 17:32:54 +0000
parents 4447ed460308
children d817b3807562
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10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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1 <tool id="music_compare" name="MuSiC Compare" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@"
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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2 profile="21.09" license="GPL-3.0-or-later" >
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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3 <description>estimate and compare cell type proportions in multiple sets of bulk RNA-seq data</description>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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4 <macros>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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5 <import>macros.xml</import>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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6 <macro name="test_input">
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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7 <repeat name="scrna_groups">
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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8 <param name="name" value="One" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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9 <param name="scrna_eset" value="Mousesubeset.degenesonly2.half.rds" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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10 <repeat name="bulk_groups" >
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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11 <param name="name" value="Two" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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12 <param name="bulk_eset" value="Mousebulkeset.rds" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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13 <param name="factor_group" value="Control" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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14 </repeat>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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15 <repeat name="bulk_groups" >
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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16 <param name="name" value="Three" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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17 <param name="bulk_eset" value="Mousebulkeset.rds" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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18 <param name="factor_group" value="Pheno1" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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19 </repeat>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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20 </repeat>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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21 <repeat name="scrna_groups">
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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22 <param name="name" value="A" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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23 <param name="scrna_eset" value="Mousesubeset.degenesonly2.half.rds" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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24 <repeat name="bulk_groups" >
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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25 <param name="name" value="B" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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26 <param name="bulk_eset" value="Mousebulkeset.rds" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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27 <param name="factor_group" value="Control" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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28 </repeat>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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29 </repeat>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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30 </macro>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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31 </macros>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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32 <expand macro="requirements" />
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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33 <command detect_errors="exit_code" ><![CDATA[
1
4447ed460308 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit d007ae51743e621dc47524f681501e72ef3a2910"
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34 cat '$conf' >> /dev/stderr &&
0
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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35 mkdir report_data &&
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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36 Rscript --vanilla '$__tool_directory__/scripts/compare.R' '$conf'
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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37 ]]></command>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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38 <configfiles>
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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39 <configfile name="conf" >
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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40 null_str_vec = function(gstr){
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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41 tokens = unlist(as.vector(strsplit(gstr, split=",")))
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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42 if (length(tokens) == 0){
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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43 return(NULL)
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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44 }
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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45 if (length(tokens) == 1){
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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46 return(tokens[[1]])
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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47 }
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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48 return(tokens)
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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49 }
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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50
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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51 files = list(
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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52 #for $s, $scgroup in enumerate($scrna_groups):
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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53 '$scgroup.name' = list(
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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54 dataset = '$scgroup.scrna_eset',
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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55 label_cell = null_str_vec('$scgroup.adv.celltypes_label'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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56 label_sample = null_str_vec('$scgroup.adv.samples_label'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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57 celltype = null_str_vec('$scgroup.adv.celltypes'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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58 bulk = list(
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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59 #for $b, $bulkgroup in enumerate($scgroup.bulk_groups):
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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60 '$bulkgroup.name' = list(
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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61 dataset = null_str_vec('$bulkgroup.bulk_eset'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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62 factor_group = null_str_vec('$bulkgroup.factor_group'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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63 pheno_facts = null_str_vec('$bulkgroup.adv.phenotype_factors'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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64 pheno_excl = null_str_vec('$bulkgroup.adv.phenotype_factors_always_exclude')
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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65 #if $b &lt; len($scgroup.bulk_groups) - 1:
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66 ),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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67 #else
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68 )
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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69 #end if
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70 #end for
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71 #if $s &lt; len($scrna_groups) - 1:
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72 )
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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73 ),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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74 #else
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75 )
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76 )
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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77 #end if
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78 #end for
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79 )
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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80
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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81 out_filt = list(cells = null_str_vec('$filter.out_list_cells'),
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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82 facts = null_str_vec('$filter.out_list_facts'))
1
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83
0
10bf0f89035f "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/music/ commit 8beed1a19fcd9dc59f7746e1dfa735a2d5f29784"
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84 est_method = null_str_vec('$est_method')
1
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85 dendro_setting = null_str_vec('$dendro_setting')
0
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86
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87 out_heatmulti_pdf = '$out_heatmulti_pdf'
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88 out_heatsumm_pdf = '$out_heatsumm_pdf'
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89 </configfile>
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90 </configfiles>
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91 <inputs>
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92 <!-- Define single cell groups for sets of bulk datasets -->
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93 <repeat name="scrna_groups" title="New scRNA Group" min="1"
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94 help="Cell type proportion comparisons are performed between bulk datasets
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95 in each scRNA group. A second summary is performed comparing all cell
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96 type proportions across all groups." >
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97 <!-- Single Cell Options -->
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98 <param name="name" label="Name of scRNA Dataset" type="text" value="" />
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99 <param name="scrna_eset" label="scRNA Dataset" type="data" format="@RDATATYPE@" />
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100 <section name="adv" title="Advanced scRNA Parameters" >
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101 <param name="celltypes_label" type="text" value="cellType"
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102 label="Cell Types Label from scRNA dataset" >
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103 <expand macro="validator_text" />
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104 </param>
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105 <param name="samples_label" type="text" value="sampleID"
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106 label="Samples Identifier from scRNA dataset" >
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107 <expand macro="validator_text" />
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108 </param>
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109 <expand macro="celltypes_macro" />
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110 </section>
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111 <repeat name="bulk_groups" title="Bulk Datasets in scRNA Group" min="1"
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112 help="Choose bulk RNA datasets" >
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113 <!-- Bulk Options -->
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114 <param name="name" label="Name of Bulk Dataset" type="text" value="" />
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115 <param name="bulk_eset" label="Bulk RNA Dataset" type="data" format="@RDATATYPE@" />
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116 <param name="factor_group" type="text" label="Factor Name" optional="false"
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117 help="Name of column in phenotype data containing factor values. If column does not exist, it is a new factor that is applied to all samples in the dataset. Plots will be coloured by these factors." />
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118 <section name="adv" title="Advanced Bulk Parameters" >
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119 <param name="phenotype_factors" type="text"
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120 label="Phenotype factors"
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121 help="List of phenotypes factors to be used in the linear regression. Please make sure that each factor has more than one unique value. Names correspond to column names in the bulk RNA dataset phenotype table. If blank, then treat all bulk phenotype columns as factors." >
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122 <expand macro="validator_index_identifiers" />
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123 </param>
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124 <param name="phenotype_factors_always_exclude" type="text"
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125 label="Excluded phenotype factors"
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126 help="List of phenotype factors to always exclude in the analysis"
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127 value="sampleID,SubjectName" >
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128 <expand macro="validator_index_identifiers" />
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129 </param>
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130 </section>
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131 </repeat>
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132 </repeat>
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133 <param name="est_method" type="select" label="Method to use" help="One to compare across all" >
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134 <option value="MuSiC" selected="true" >MuSiC</option>
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135 <option value="NNLS" selected="true" >NNLS</option>
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136 </param>
1
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137 <param name="dendro_setting" type="select" label="Cluster heatmaps?"
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138 help="Samples, Cells and Datasets can all be clustered by similarity.">
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139 <option value="None" selected="true" >No, preserve order of Rows and Columns</option>
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140 <option value="Both">Cluster both Rows and Columns</option>
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141 <option value="Cols">Cluster only Columns</option>
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142 <option value="Rows">Cluster only Rows</option>
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143 </param>
0
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144 <section name="filter" title="Filter Summary Plots" >
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145 <param name="out_list_cells" type="text" label="Show only these cell types (blank for all)"
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146 help="Comma-delimited list. Cell types given in the above scRNA datasets are still used for deconvolution (bulk reads are still assigned to discrete cell types), but we merely select the ones we want to show." />
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147 <param name="out_list_facts" type="text" label="Show only these factors (blank for all)"
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148 help="Comma-delimited list. Factors must exist in those inferred from the above bulk datasets." />
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149 </section>
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150 </inputs>
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151 <outputs>
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152 <data name="out_heatmulti_pdf" format="pdf" label="${tool.name} on ${on_string}: Individual Heatmaps (${est_method})" />
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153 <data name="out_heatsumm_pdf" format="pdf" label="${tool.name} on ${on_string}: Summarized Plots (${est_method})" />
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154 <collection name="dtables" type="list" label="${tool.name} on ${on_string}: Tables (${est_method})" >
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155 <discover_datasets pattern="values_(?P&lt;designation&gt;.+)\.tabular" format="tabular" directory="report_data" />
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156 </collection>
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157 <collection name="stats" type="list" label="${tool.name} on ${on_string}: Stats (${est_method})" >
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158 <discover_datasets pattern="stats_(?P&lt;designation&gt;.+)\.tabular" format="tabular" directory="report_data" />
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159 </collection>
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160 </outputs>
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161 <tests>
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162 <test expect_num_outputs="4" >
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163 <!-- NNLS Test with severe output filtering -->
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164 <expand macro="test_input" />
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165 <param name="est_method" value="NNLS" />
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166 <section name="filter" >
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167 <param name="out_list_cells" value="PT,Podo,Fib,Endo" />
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168 <param name="out_list_facts" value="APOL1,Pheno1" />
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169 </section>
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170 <output name="out_heatsumm_pdf" value="out_filt1.pdf" compare="sim_size" />
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171 </test>
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172 <test expect_num_outputs="4" >
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173 <!-- NNLS Test with only factor filtering -->
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174 <expand macro="test_input" />
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175 <param name="est_method" value="NNLS" />
1
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176 <section name="filter" >
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177 <param name="out_list_facts" value="APOL1,Pheno1" />
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178 </section>
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179 <output name="out_heatmulti_pdf" value="out_heat2.pdf" compare="sim_size" />
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180 </test>
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181 <test expect_num_outputs="4" >
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182 <!-- NNLS Test with factor filtering and dendrograms -->
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diff changeset
183 <expand macro="test_input" />
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184 <param name="est_method" value="NNLS" />
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185 <param name="dendro_setting" value="Both" />
0
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186 <section name="filter" >
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187 <param name="out_list_facts" value="APOL1,Pheno1" />
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188 </section>
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189 <output name="out_heatmulti_pdf" value="out_heat2.pdf" compare="sim_size" />
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190 </test>
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191 <test expect_num_outputs="4" >
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192 <!-- MuSiC Test with no filtering -->
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193 <expand macro="test_input" />
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194 <param name="est_method" value="MuSiC" />
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195 <output_collection name="dtables" count="3">
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196 <element name="Data Table" ftype="tabular" >
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197 <assert_contents>
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198 <has_text_matching expression="B\:\:APOL1\.G1NF42\s+PT\s+B\s+APOL1\s+0.56\d+\s+19035\d+" />
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199 </assert_contents>
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200 </element>
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201 </output_collection>
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202 <output_collection name="stats" count="6">
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203 <element name="Three: Read Props" ftype="tabular" >
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204 <assert_contents>
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205 <has_text_matching expression="T lymph(\s+0)+" />
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206 </assert_contents>
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207 </element>
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208 </output_collection>
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209 </test>
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210 </tests>
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211 <help><![CDATA[
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212 MuSiC Compare produces boxplots and heatmaps of cell type proportions within bulk RNA datasets, learned from single-cell RNA datasets.
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213
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214 To discover the proportion of single-cell cell types within a bulk RNA dataset, create a scRNA group for each scRNA dataset, and the bulk datasets that you wish to discover the types in.
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215
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216 Phenotype factors can also be specified, either for the entire dataset or for specific samples within a dataset given by a phenotype data column identifier.
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217
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218 The resulting plots will combine all the bulk datasets and their learned cell type proportions into several summarizing plots.
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219 ]]></help>
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220 <citations>
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221 <citation type="doi">https://doi.org/10.1038/s41467-018-08023-x</citation>
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222 </citations>
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223 </tool>