annotate edgeR_Differential_Gene_Expression.xml @ 120:5c94a732bd62 draft

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date Sat, 12 Dec 2015 05:21:15 -0500
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1 <?xml version="1.0" encoding="UTF-8"?>
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2 <tool id="edger_dge" name="edgeR: Differential Gene(Expression) Analysis" version="3.11.0.b">
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3 <description>RNA-Seq gene expression analysis using edgeR (R package)</description>
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5 <macros>
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6 <import>edgeR_macros.xml</import>
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7 </macros>
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9 <requirements>
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10 <requirement type="package" version="3.11.0">edger</requirement>
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11 </requirements>
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13 <stdio>
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14 <regex match="Error in[^a-z]+contrasts"
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15 source="both"
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16 level="fatal"
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17 description="Have the design- and expression-matrix been swapped?" />
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18 <regex match="Error in eval\(expr, envir, enclos\)"
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19 source="both"
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20 level="fatal"
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21 description="You have most likely used a condition in the contrast, that is not present in the Design matrix" />
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22 <regex match="Execution halted"
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23 source="both"
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24 level="fatal" />
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25 <regex match="Calculating library sizes from column"
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26 source="stderr"
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27 level="log" />
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28 <regex match="During startup - Warning messages"
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29 source="stderr"
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30 level="log" />
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31 <regex match="Setting LC_[^ ]+ failed"
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32 source="stderr"
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33 level="warning"
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34 description="LOCALE has not been set correctly" />
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35 </stdio>
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36
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37 <version_command>echo $(R --version | grep version | grep -v GNU)", EdgeR version" $(R --vanilla --slave -e "library(edgeR) ; cat(sessionInfo()\$otherPkgs\$edgeR\$Version)" 2&gt; /dev/null | grep -v -i "WARNING: ")</version_command>
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38
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39 <command><![CDATA[
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40 #if $analysis_type.analysis_select == "multi_factor"
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41 #set $expression_matrix = $analysis_type.expression_matrix
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42 #set $design_matrix = $analysis_type.design_matrix
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43 #set $contrast = $analysis_type.contrast
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44 #else
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45 ## Design and Expression matrices do not exist - create them
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46 #set $expression_matrix = "expression_matrix.txt"
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47 #set $design_matrix = "design_matrix.txt"
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48 #set $contrast = str($analysis_type.factorLevel_condition)+"-"+str($analysis_type.factorLevel_control)
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49
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50 ## -- Create expression matrix
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51 cut -f 1 "$analysis_type.countsFile_control[1]" > gene_ids.column.txt &&
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52 #for $file in $analysis_type.countsFile_control:
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53 cut -f 2 "${file}" > "${file}.expression_column.txt" &&
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54 #end for
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55 #for $file in $analysis_type.countsFile_condition:
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56 cut -f 2 "${file}" > "${file}.expression_column.txt" &&
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57 #end for
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58
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59 paste
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60 gene_ids.column.txt
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61 #for $file in $analysis_type.countsFile_control:
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62 "${file}.expression_column.txt"
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63 #end for
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64 #for $file in $analysis_type.countsFile_condition:
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65 "${file}.expression_column.txt"
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66 #end for
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67 > "${expression_matrix}" &&
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68
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69 ## -- Create design matrix matrix
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70 echo "sample-name Condition" >> ${design_matrix} &&
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71 #for $file in $analysis_type.countsFile_control:
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72 echo "${file.name} ${analysis_type.factorLevel_control}" >> ${design_matrix} &&
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73 #end for
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74 #for $file in $analysis_type.countsFile_condition:
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75 echo "${file.name} ${analysis_type.factorLevel_condition}" >> ${design_matrix} &&
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76 #end for
0a05f6a91d71 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit b3dcbc6b4e0510909aef9969da9941bed18599e6
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77 #end if
0a05f6a91d71 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit b3dcbc6b4e0510909aef9969da9941bed18599e6
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78
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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79 R --vanilla --slave -f $R_script '--args
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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80 $expression_matrix
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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81 $design_matrix
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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82 $contrast
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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83
120
5c94a732bd62 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 608485ef08f6221f3247dafe3f8b0ab451871795
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84 $analysis_report_genes
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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85 $fdr
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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86
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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87 $output_count_edgeR
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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88 $output_cpm
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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89
119
0a05f6a91d71 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit b3dcbc6b4e0510909aef9969da9941bed18599e6
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90 /dev/null ### Calculation of FPKM/RPKM should come here
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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91
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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92 #if $output_raw_counts:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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93 $output_raw_counts
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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94 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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95 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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96 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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97
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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98 #if $output_MDSplot_logFC:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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99 $output_MDSplot_logFC
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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100 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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101 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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102 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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103
117
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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104 #if $output_MDSplot_logFC_coordinates:
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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105 $output_MDSplot_logFC_coordinates
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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106 #else:
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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107 /dev/null
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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108 #end if
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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109
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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110 #if $output_MDSplot_bcv:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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111 $output_MDSplot_bcv
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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112 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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113 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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114 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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115
117
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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116 #if $output_MDSplot_bcv_coordinates:
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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117 $output_MDSplot_bcv_coordinates
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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118 #else:
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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119 /dev/null
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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120 #end if
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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121
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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122 #if $output_BCVplot:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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123 $output_BCVplot
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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124 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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125 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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126 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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127
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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128 #if $output_MAplot:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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129 $output_MAplot
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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130 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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131 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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132 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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133
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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134 #if $output_PValue_distribution_plot:
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135 $output_PValue_distribution_plot
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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136 #else:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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137 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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138 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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139
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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140 #if $output_hierarchical_clustering_plot:
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141 $output_hierarchical_clustering_plot
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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142 #else:
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143 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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144 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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145
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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146 #if $output_heatmap_plot:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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147 $output_heatmap_plot
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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148 #else:
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149 /dev/null
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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150 #end if
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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151
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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152 #if $output_RData_obj:
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153 $output_RData_obj
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154 #else:
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155 /dev/null
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156 #end if
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157
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158 $output_format_images
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159 '
119
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160 ]]>
105
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161 </command>
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162
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163 <configfiles>
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164 <configfile name="R_script">
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165 <![CDATA[
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166
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167 library(limma,quietly=TRUE) ## quietly to avoid unnecessaity stderr messages
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168 library(edgeR,quietly=TRUE) ## quietly to avoid unnecessaity stderr messages
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169 library(splines,quietly=TRUE)## quietly to avoid unnecessaity stderr messages
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170
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171 ## Fetch commandline arguments
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172 args <- commandArgs(trailingOnly = TRUE)
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173
107
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174 expression_matrix_file <- args[1]
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175 design_matrix_file <- args[2]
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176 contrast <- args[3]
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177
120
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178 truncate_table_by_fdr <- args[4]
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179 fdr <- as.double(args[5])
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180
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181 output_count_edgeR <- args[6]
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182 output_cpm <- args[7]
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183
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184 output_xpkm <- args[8] ##FPKM file - to be implemented
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185
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186 output_raw_counts <- args[9]
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187
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188 output_MDSplot_logFC <- args[10]
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189 output_MDSplot_logFC_coordinates <- args[11]
117
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190
120
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191 output_MDSplot_bcv <- args[12]
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192 output_MDSplot_bcv_coordinates <- args[13]
117
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193
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194 output_BCVplot <- args[14]
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195 output_MAplot <- args[15]
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196 output_PValue_distribution_plot <- args[16]
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197 output_hierarchical_clustering_plot <- args[17]
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198 output_heatmap_plot <- args[18]
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199 output_RData_obj <- args[19]
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200 output_format_images <- args[20]
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201
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202
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203 ## Obtain read-counts
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204 expression_matrix <- read.delim(expression_matrix_file,header=T,stringsAsFactors=F,row.names=1,check.names=FALSE,na.strings=c(""))
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205 design_matrix <- read.delim(design_matrix_file,header=T,stringsAsFactors=F,row.names=1,check.names=FALSE,na.strings=c(""))
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206
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207 colnames(design_matrix) <- make.names(colnames(design_matrix))
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208
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209 for(i in 1:ncol(design_matrix)) {
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210 old <- design_matrix[,i]
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211 design_matrix[,i] <- make.names(design_matrix[,i])
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212 if(paste(design_matrix[,i],collapse="\t") != paste(old,collapse="\t")) {
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213 print("Renaming of factors:")
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214 print(old)
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215 print("To:")
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216 print(design_matrix[,i])
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217 }
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218 ## The following line seems to malfunction the script:
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219 ##design_matrix[,i] <- as.factor(design_matrix[,i])
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220 }
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221
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222 ## 1) In the expression matrix, you only want to have the samples described in the design matrix
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223 columns <- match(rownames(design_matrix),colnames(expression_matrix))
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224 columns <- columns[!is.na(columns)]
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225 read_counts <- expression_matrix[,columns]
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226
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227 ## 2) In the design matrix, you only want to have samples of which you really have the counts
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228 columns <- match(colnames(read_counts),rownames(design_matrix))
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229 columns <- columns[!is.na(columns)]
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230 design_matrix <- design_matrix[columns,,drop=FALSE]
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231
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232 ## Filter for HTSeq predifined counts:
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233 exclude_HTSeq <- c("no_feature","ambiguous","too_low_aQual","not_aligned","alignment_not_unique")
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234 exclude_DEXSeq <- c("_ambiguous","_empty","_lowaqual","_notaligned")
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235 exclude_STAR <- c("N_unmapped", "N_multimapping", "N_noFeature", "N_ambiguous")
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236
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237 exclude <- match(c(exclude_HTSeq, exclude_DEXSeq, exclude_STAR),rownames(read_counts))
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238 exclude <- exclude[is.na(exclude)==0]
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239 if(length(exclude) != 0) {
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240 read_counts <- read_counts[-exclude,]
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241 }
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242
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243
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244 ## sorting expression matrix with the order of the read_counts
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245 ##order <- match(colnames(read_counts) , rownames(design_matrix))
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246 ##read_counts_ordered <- read_counts[,order2]
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247
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248 empty_samples <- apply(read_counts,2,function(x) sum(x) == 0)
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249 if(sum(empty_samples) > 0) {
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250 write(paste("There are ",sum(empty_samples)," empty samples found:",sep=""),stderr())
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251 write(colnames(read_counts)[empty_samples],stderr())
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252 } else {
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253
107
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254 dge <- DGEList(counts=read_counts,genes=rownames(read_counts))
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255
107
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256 formula <- paste(c("~0",make.names(colnames(design_matrix))),collapse = " + ")
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257 design_matrix_tmp <- design_matrix
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258 colnames(design_matrix_tmp) <- make.names(colnames(design_matrix_tmp))
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259 design <- model.matrix(as.formula(formula),design_matrix_tmp)
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260 rm(design_matrix_tmp)
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261
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262 # Filter prefixes
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263 prefixes = colnames(design_matrix)[attr(design,"assign")]
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264 avoid = nchar(prefixes) == nchar(colnames(design))
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265 replacements = substr(colnames(design),nchar(prefixes)+1,nchar(colnames(design)))
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266 replacements[avoid] = colnames(design)[avoid]
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267 colnames(design) = replacements
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268
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269 # Do normalization
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270 write("Calculating normalization factors...",stdout())
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271 dge <- calcNormFactors(dge)
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272 write("Estimating common dispersion...",stdout())
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273 dge <- estimateGLMCommonDisp(dge,design)
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274 write("Estimating trended dispersion...",stdout())
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275 dge <- estimateGLMTrendedDisp(dge,design)
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276 write("Estimating tagwise dispersion...",stdout())
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277 dge <- estimateGLMTagwiseDisp(dge,design)
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278
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279
111
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280 # hierarchical clustering makes use of the distance of the MDS
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281 if(output_MDSplot_logFC != "/dev/null" || output_MDSplot_logFC_coordinates != "/dev/null" || output_hierarchical_clustering_plot != "/dev/null") {
111
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282 write("Calculating MDS plot (logFC method)",stdout())
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283 n_dim <- nrow(dge\$samples)
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284 mds_distance_logFC <- plotMDS.DGEList(dge,top=500,labels=rep("",nrow(dge\$samples)),dim.plot=c(n_dim-2,n_dim-1))
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285 dev.off()# Kill it
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286
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287 # Reset to primary dimensions
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288 mds_distance_logFC\$x = mds_distance_logFC\$cmdscale.out[,1]
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289 mds_distance_logFC\$y = mds_distance_logFC\$cmdscale.out[,2]
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290
111
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291 if(output_MDSplot_logFC != "/dev/null") {
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292 write("Creating MDS plot (logFC method)",stdout())
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293 if(output_format_images == "pdf") {
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294 pdf(output_MDSplot_logFC,height=14,width=14)
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295 } else if(output_format_images == "svg") {
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296 svg(output_MDSplot_logFC,height=14,width=14)
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297 } else {
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298 ## png(output_MDSplot_logFC)
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299 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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300
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301 bitmap(output_MDSplot_logFC,type="png16m",height=7*3,width=7*3)
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302 }
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303
111
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304 diff_x <- abs(max(mds_distance_logFC\$x)-min(mds_distance_logFC\$x))
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305 diff_y <-(max(mds_distance_logFC\$y)-min(mds_distance_logFC\$y))
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306 plot(c(min(mds_distance_logFC\$x),max(mds_distance_logFC\$x) + 0.45 * diff_x), c(min(mds_distance_logFC\$y) - 0.05 * diff_y,max(mds_distance_logFC\$y) + 0.05 * diff_y), main="edgeR logFC-MDS Plot on top 500 genes",type="n", xlab="Leading logFC dim 1", ylab="Leading logFC dim 2")
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307 points(mds_distance_logFC\$x,mds_distance_logFC\$y,pch=20)
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308 text(mds_distance_logFC\$x,mds_distance_logFC\$y,rownames(dge\$samples),cex=1.25,col="gray",pos=4)
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309 rm(diff_x,diff_y)
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310
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311 dev.off()
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312 }
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313
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314 if(output_MDSplot_logFC_coordinates != "/dev/null") {
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315 n_dim <- ncol(mds_distance_logFC\$cmdscale.out)
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316 colnames(mds_distance_logFC\$cmdscale.out) <- paste(rep("Dim",n_dim),(1:n_dim),sep="_")
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317 export <- data.frame(samples=rownames(mds_distance_logFC\$cmdscale.out),mds_distance_logFC\$cmdscale.out)
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318 row.names(export) <- NULL
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319 write.table(file=output_MDSplot_logFC_coordinates,export,sep="\t",row.names=FALSE,col.names=TRUE)
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320 }
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321 }
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322
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323
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324 if(output_MDSplot_bcv != "/dev/null" || output_MDSplot_bcv_coordinates != "/dev/null" ) {
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325 write("Creating MDS plot (bcv method)",stdout())
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326
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327 ## 1. First create a virtual plot to obtain the desired coordinates
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328 n_dim <- nrow(dge\$samples)
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329 mds_distance_BCV <- plotMDS.DGEList(dge,method="bcv",top=500,labels=rep("",nrow(dge\$samples)),dim.plot=c(n_dim-2,n_dim-1))
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330 dev.off()
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331
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332 if(output_MDSplot_logFC != "/dev/null") {
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333 ## 2. Re-plot the coordinates in a new figure with the size and settings.
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334 if(output_format_images == "pdf") {
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335 pdf(output_MDSplot_bcv,height=14,width=14)
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336 } else if(output_format_images == "svg") {
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337 svg(output_MDSplot_bcv,height=14,width=14)
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338 } else {
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339 ## png(output_MDSplot_bcv)
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340 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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341
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342 bitmap(output_MDSplot_bcv,type="png16m",height=7*3,width=7*3)
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343 }
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344
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345 diff_x <- abs(max(mds_distance_BCV\$x)-min(mds_distance_BCV\$x))
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346 diff_y <- (max(mds_distance_BCV\$y)-min(mds_distance_BCV\$y))
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347 plot(c(min(mds_distance_BCV\$x),max(mds_distance_BCV\$x) + 0.45 * diff_x), c(min(mds_distance_BCV\$y) - 0.05 * diff_y,max(mds_distance_BCV\$y) + 0.05 * diff_y), main="edgeR BCV-MDS Plot",type="n", xlab="Leading BCV dim 1", ylab="Leading BCV dim 2")
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348 points(mds_distance_BCV\$x,mds_distance_BCV\$y,pch=20)
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349 text(mds_distance_BCV\$x, mds_distance_BCV\$y,rownames(dge\$samples),cex=1.25,col="gray",pos=4)
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350 rm(diff_x,diff_y)
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351
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352 dev.off()
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353 }
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354
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355 if(output_MDSplot_bcv_coordinates != "/dev/null") {
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356 n_dim <- ncol(mds_distance_BCV\$cmdscale.out)
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357 colnames(mds_distance_BCV\$cmdscale.out) <- paste(rep("Dim",n_dim),(1:n_dim),sep="_")
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358 export <- data.frame(samples=rownames(mds_distance_BCV\$cmdscale.out),mds_distance_BCV\$cmdscale.out)
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359 row.names(export) <- NULL
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360 write.table(file=output_MDSplot_bcv_coordinates,export,sep="\t",row.names=FALSE,col.names=TRUE)
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361 }
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362 }
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363
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364
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365 if(output_BCVplot != "/dev/null") {
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366 write("Creating Biological coefficient of variation plot",stdout())
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367
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368 if(output_format_images == "pdf") {
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369 pdf(output_BCVplot)
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370 } else if(output_format_images == "svg") {
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371 svg(output_BCVplot)
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372 } else {
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373 ## png(output_BCVplot)
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374 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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375
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376 bitmap(output_BCVplot,type="png16m",width=10.5*3,height=7*3)
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377 }
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378
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379 plotBCV(dge, cex=0.4, main="edgeR: Biological coefficient of variation (BCV) vs abundance")
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380 dev.off()
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381 }
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382
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383
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384 write("Fitting GLM...",stdout())
107
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385 fit <- glmFit(dge,design)
105
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386
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387 write(paste("Performing likelihood ratio test: ",contrast,sep=""),stdout())
107
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388 cont <- c(contrast)
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389 cont <- makeContrasts(contrasts=cont, levels=design)
105
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390
107
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391 lrt <- glmLRT(fit, contrast=cont[,1])
111
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392 write(paste("Exporting DGE results to file...",output_count_edgeR,sep=""),stdout())
120
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393
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394 if(truncate_table_by_fdr =="all") {
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395 write.table(file=output_count_edgeR,topTags(lrt,n=nrow(read_counts))\$table,sep="\t",row.names=TRUE,col.names=NA)
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396 }
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397 else {
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398 write.table(file=output_count_edgeR,subset(topTags(lrt,n=nrow(read_counts))\$table, FDR < fdr),sep="\t",row.names=TRUE,col.names=NA)
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399 }
105
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400 write.table(file=output_cpm,cpm(dge,normalized.lib.sizes=TRUE),sep="\t",row.names=TRUE,col.names=NA)
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401
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402 ## todo EXPORT FPKM
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403 write.table(file=output_raw_counts,dge\$counts,sep="\t",row.names=TRUE,col.names=NA)
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404
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405 if(output_MAplot != "/dev/null" || output_PValue_distribution_plot != "/dev/null") {
107
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406 etable <- topTags(lrt, n=nrow(dge))\$table
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407 etable <- etable[order(etable\$FDR), ]
105
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408
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409 if(output_MAplot != "/dev/null") {
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410 write("Creating MA plot...",stdout())
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411
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412 if(output_format_images == "pdf") {
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413 pdf(output_MAplot)
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414 } else if(output_format_images == "svg") {
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415 svg(output_MAplot)
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416 } else {
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417 ## png(output_MAplot)
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418 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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419
111
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420 bitmap(output_MAplot,type="png16m",width=10.5*3,height=7*3)
105
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421 }
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422
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423 with(etable, plot(logCPM, logFC, pch=20, main="edgeR: Fold change vs abundance"))
109
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424 with(subset(etable, FDR < fdr), points(logCPM, logFC, pch=20, col="red"))
105
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425 abline(h=c(-1,1), col="blue")
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426 dev.off()
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427 }
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428
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429 if(output_PValue_distribution_plot != "/dev/null") {
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430 write("Creating P-value distribution plot...",stdout())
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431
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432 if(output_format_images == "pdf") {
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433 pdf(output_PValue_distribution_plot,width=14,height=14)
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434 } else if(output_format_images == "svg") {
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435 svg(output_PValue_distribution_plot,width=14,height=14)
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436 } else {
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437 ## png(output_PValue_distribution_plot)
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438 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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439
111
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440 bitmap(output_PValue_distribution_plot,type="png16m",width=7*3,height=7*3)
105
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441 }
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442
109
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443 expressed_genes <- subset(etable, PValue < 0.99)
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444 h <- hist(expressed_genes\$PValue,breaks=nrow(expressed_genes)/15,main="Binned P-Values (< 0.99)")
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445 center <- sum(h\$counts) / length(h\$counts)
105
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446 lines(c(0,1),c(center,center),lty=2,col="red",lwd=2)
107
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447 k <- ksmooth(h\$mid, h\$counts)
105
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448 lines(k\$x,k\$y,col="red",lwd=2)
107
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449 rmsd <- (h\$counts) - center
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450 rmsd <- rmsd^2
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451 rmsd <- sum(rmsd)
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452 rmsd <- sqrt(rmsd)
105
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453 text(0,max(h\$counts),paste("e=",round(rmsd,2),sep=""),pos=4,col="blue")
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454 ## change e into epsilon somehow
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455 dev.off()
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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456 }
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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457 }
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458
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459 if(output_heatmap_plot != "/dev/null") {
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460
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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461 if(output_format_images == "pdf") {
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462 pdf(output_heatmap_plot,width=10.5)
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463 } else if(output_format_images == "svg") {
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464 svg(output_heatmap_plot,width=10.5)
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465 } else {
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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466 ## png(output_heatmap_plot)
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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467 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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468
111
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469 bitmap(output_heatmap_plot,type="png16m",width=10.5*3,height=7*3)
105
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470 }
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471
107
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472 etable2 <- topTags(lrt, n=100)\$table
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473 order <- rownames(etable2)
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474 cpm_sub <- cpm(dge,normalized.lib.sizes=TRUE,log=TRUE)[as.numeric(order),]
105
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475 heatmap(t(cpm_sub))
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476 dev.off()
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477 }
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478
111
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479 if(output_hierarchical_clustering_plot != "/dev/null") {
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480 if(output_hierarchical_clustering_plot == "pdf") {
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481 pdf(output_hierarchical_clustering_plot,width=10.5)
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482 } else if(output_hierarchical_clustering_plot == "svg") {
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483 svg(output_hierarchical_clustering_plot,width=10.5)
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484 } else {
b9abc9d3b429 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 097f2974042345a231e431299a031f236f3eb689
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485 ## png(output_hierarchical_clustering_plot)
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486 ## png does not work out of the box in the Galaxy Toolshed Version of R due to its compile settings: https://biostar.usegalaxy.org/p/9170/
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487
b9abc9d3b429 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 097f2974042345a231e431299a031f236f3eb689
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488 bitmap(output_hierarchical_clustering_plot,type="png16m",width=10.5*3,height=7*3)
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489 }
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490
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491 mds_distance = as.dist(mds_distance_logFC\$distance.matrix)
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492 clustering = hclust(mds_distance)
b9abc9d3b429 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 097f2974042345a231e431299a031f236f3eb689
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493 plot(clustering,main=paste("Cluster Dendogram on the ",mds_distance_logFC\$top," TopTags",sep="",sub="\ncomplete linkage on logFC MDS distance"))
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494
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495 dev.off()
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496 }
105
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497
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498 if(output_RData_obj != "/dev/null") {
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499 save.image(output_RData_obj)
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500 }
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501
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502 write("Done!",stdout())
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503 }
107
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504 ]]>
105
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505 </configfile>
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506 </configfiles>
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507
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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508 <inputs>
119
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509 <conditional name="analysis_type">
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510 <param name="analysis_select" type="select" label="Analysis type">
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511 <option value="2_factor" selected="true">2-Group test</option>
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512 <option value="multi_factor">Multigroup test and/or complex designs with e.g. blocking</option>
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513 </param>
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514 <when value="2_factor">
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515 <param name="factorLevel_control" type="text" value="Control"
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516 label="Specify a factor level" help="Only letters, numbers and underscores will be retained in this field">
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517 <sanitizer>
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518 <valid initial="string.letters,string.digits"><add value="_" /></valid>
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519 </sanitizer>
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520 </param>
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521 <param name="countsFile_control" type="data" format="tabular,csv" multiple="true" label="Counts file(s)"/>
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522
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523 <param name="factorLevel_condition" type="text" value="Condition"
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524 label="Specify a factor level" help="Only letters, numbers and underscores will be retained in this field">
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525 <sanitizer>
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526 <valid initial="string.letters,string.digits"><add value="_" /></valid>
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527 </sanitizer>
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528 </param>
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529 <param name="countsFile_condition" type="data" format="tabular,csv" multiple="true" label="Counts file(s)"/>
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530 </when>
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531 <when value="multi_factor">
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532 <param name="expression_matrix" type="data" format="tabular,csv" label="Expression (read count) matrix" />
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533 <param name="design_matrix" type="data" format="tabular,csv" label="Design matrix"
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534 help="Ensure your samplenames are identical to those in the expression matrix. Preferentially, create the contrast matrix using 'edgeR: Design- from Expression matrix'." />
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535
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536 <param name="contrast" type="text" label="Contrast (biological question)"
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537 help="e.g. 'tumor-normal' or '(G1+G2)/2-G3' using the factors chosen in the design matrix. Read the 'makeContrasts' manual from Limma package for more info: http://www.bioconductor.org/packages/release/bioc/html/limma.html and http://www.bioconductor.org/packages/release/bioc/vignettes/limma/inst/doc/usersguide.pdf." />
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538 </when>
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539 </conditional>
105
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540
120
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541 <param name="analysis_report_genes" type="select" label="Report differentially expressed genes">
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542 <option value="all" selected="true">All genes</option>
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543 <option value="significant">Only significant (defined by FDR cutoff)</option>
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544 </param>
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545
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546 <param name="fdr" type="float" min="0" max="1" value="0.01" label="False Discovery Rate (FDR) cutoff" help="Used to highlight significant genes in figures" />
105
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547
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548 <param name="outputs" type="select" label="Optional desired outputs" multiple="true" display="checkboxes">
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549 <option value="make_output_raw_counts">Raw counts table</option>
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550 <option value="make_output_MDSplot_logFC">MDS-plot (logFC-method)</option>
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551 <option value="make_output_MDSplot_logFC_coordinates">MDS-plot coordinates table (logFC-method)</option>
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552 <option value="make_output_MDSplot_bcv">MDS-plot (BCV-method; slow)</option>
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553 <option value="make_output_MDSplot_bcv_coordinates">MDS-plot coordinates table (BCV-method; slow)</option>
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554 <option value="make_output_BCVplot">BCV-plot</option>
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555 <option value="make_output_MAplot">MA-plot</option>
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556 <option value="make_output_PValue_distribution_plot">P-Value distribution plot</option>
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557 <option value="make_output_hierarchical_clustering_plot">Hierarchical custering</option>
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558 <option value="make_output_heatmap_plot">Heatmap</option>
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559 <option value="make_output_RData_obj">R Data object</option>
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560 </param>
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561
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562 <param name="output_format_images" type="select" label="Output format of images" display="radio">
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563 <option value="png">Portable network graphics (.png)</option>
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564 <option value="pdf">Portable document format (.pdf)</option>
119
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565 <option value="svg" selected="true">Scalable vector graphics (.svg)</option>
105
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566 </param>
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567 </inputs>
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568
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569 <outputs>
119
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570 <data format="tabular" name="output_count_edgeR" label="edgeR DGE on ${on_string}: differentially expressed genes" >
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571 <actions>
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572 <action name="column_names" type="metadata" default="original_gene_position,genes,logFC,logCPM,LR,PValue,FDR" />
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573 </actions>
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574 </data>
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575 <data format="tabular" name="output_cpm" label="edgeR DGE on ${on_string}: CPM" />
105
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576
119
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577 <data format="tabular" name="output_raw_counts" label="edgeR DGE on ${on_string}: raw counts">
105
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578 <filter>outputs and ("make_output_raw_counts" in outputs)</filter>
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579 </data>
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580
119
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581 <data format="png" name="output_MDSplot_logFC" label="edgeR DGE on ${on_string}: MDS-plot (logFC method)">
105
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582 <filter>outputs and ("make_output_MDSplot_logFC" in outputs)</filter>
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583
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584 <change_format>
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585 <when input="output_format_images" value="png" format="png" />
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586 <when input="output_format_images" value="pdf" format="pdf" />
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587 <when input="output_format_images" value="svg" format="svg" />
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588 </change_format>
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589 </data>
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590
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591 <data format="tabular" name="output_MDSplot_logFC_coordinates" label="edgeR DGE on ${on_string}: MDS-plot coordinates table (logFC method)">
117
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592 <filter>outputs and ("make_output_MDSplot_logFC_coordinates" in outputs)</filter>
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593 </data>
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594
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595 <data format="png" name="output_MDSplot_bcv" label="edgeR DGE on ${on_string}: MDS-plot (bcv method)">
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596 <filter>outputs and ("make_output_MDSplot_bcv" in outputs)</filter>
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597
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598 <change_format>
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599 <when input="output_format_images" value="png" format="png" />
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600 <when input="output_format_images" value="pdf" format="pdf" />
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601 <when input="output_format_images" value="svg" format="svg" />
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602 </change_format>
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603 </data>
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604
119
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605 <data format="tabular" name="output_MDSplot_bcv_coordinates" label="edgeR DGE on ${on_string}: MDS-plot coordinates table (BCV method)">
117
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606 <filter>outputs and ("make_output_MDSplot_bcv_coordinates" in outputs)</filter>
6df940f979c8 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit c7e4f2dfb8c35144b787850b60e116edfbaaa20f
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607 </data>
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608
119
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609 <data format="png" name="output_BCVplot" label="edgeR DGE on ${on_string}: BCV-plot">
105
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610 <filter>outputs and ("make_output_BCVplot" in outputs)</filter>
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611
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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612 <change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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613 <when input="output_format_images" value="png" format="png" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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614 <when input="output_format_images" value="pdf" format="pdf" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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615 <when input="output_format_images" value="svg" format="svg" />
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616 </change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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617 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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618
119
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619 <data format="png" name="output_MAplot" label="edgeR DGE on ${on_string}: MA-plot">
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620 <filter>outputs and ("make_output_MAplot" in outputs)</filter>
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621
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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622 <change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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623 <when input="output_format_images" value="png" format="png" />
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624 <when input="output_format_images" value="pdf" format="pdf" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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625 <when input="output_format_images" value="svg" format="svg" />
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626 </change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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627 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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628
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629 <data format="png" name="output_PValue_distribution_plot" label="edgeR DGE on ${on_string}: P-Value distribution">
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630 <filter>outputs and ("make_output_PValue_distribution_plot" in outputs)</filter>
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631
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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632 <change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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633 <when input="output_format_images" value="png" format="png" />
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634 <when input="output_format_images" value="pdf" format="pdf" />
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635 <when input="output_format_images" value="svg" format="svg" />
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636 </change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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637 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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638
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639 <data format="png" name="output_hierarchical_clustering_plot" label="edgeR DGE on ${on_string}: Hierarchical custering">
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640 <filter>outputs and ("make_output_hierarchical_clustering_plot" in outputs)</filter>
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641
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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642 <change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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643 <when input="output_format_images" value="png" format="png" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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644 <when input="output_format_images" value="pdf" format="pdf" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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645 <when input="output_format_images" value="svg" format="svg" />
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646 </change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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647 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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648
119
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649 <data format="png" name="output_heatmap_plot" label="edgeR DGE on ${on_string}: Heatmap">
105
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650 <filter>outputs and ("make_output_heatmap_plot" in outputs)</filter>
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651
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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652 <change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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653 <when input="output_format_images" value="png" format="png" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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654 <when input="output_format_images" value="pdf" format="pdf" />
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655 <when input="output_format_images" value="svg" format="svg" />
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656 </change_format>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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657 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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658
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659 <data format="RData" name="output_RData_obj" label="edgeR DGE on ${on_string}: R data object">
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660 <filter>outputs and ("make_output_RData_obj" in outputs)</filter>
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661 </data>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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662
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663 <data format="txt" name="output_R" label="edgeR DGE on ${on_string}: R output (debug)" >
105
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664 <filter>outputs and ("make_output_R_stdout" in outputs)</filter>
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665 </data>
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666 </outputs>
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667
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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668 <tests>
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669 <test>
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670 <param name="analysis_select" value="multi_factor" />
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671
105
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672 <param name="expression_matrix" value="Differential_Gene_Expression/expression_matrix.tabular.txt" />
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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673 <param name="design_matrix" value="Differential_Gene_Expression/design_matrix.tabular.txt" />
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674
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
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675 <param name="contrast" value="E-C"/>
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676
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677 <param name="analysis_report_genes" value="all"/>
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678 <param name="fdr" value="0.01" />
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679
5c94a732bd62 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 608485ef08f6221f3247dafe3f8b0ab451871795
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680 <output name="output_count_edgeR" file="Differential_Gene_Expression/differentially_expressed_genes.tabular.txt" />
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681 </test>
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682 <test>
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683 <param name="analysis_select" value="multi_factor" />
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684
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685 <param name="expression_matrix" value="Differential_Gene_Expression/expression_matrix.tabular.txt" />
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686 <param name="design_matrix" value="Differential_Gene_Expression/design_matrix.tabular.txt" />
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687
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688 <param name="contrast" value="E-C"/>
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689
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690 <param name="analysis_report_genes" value="significant"/>
105
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691 <param name="fdr" value="0.05" />
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692
120
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693 <output name="output_count_edgeR" file="Differential_Gene_Expression/differentially_expressed_genes.significant.tabular.txt" />
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694 </test>
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695 <test>
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696 <param name="analysis_select" value="2_factor" />
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697
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698 <param name="factorLevel_control" value="C" />
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699 <param name="countsFile_control" value="Differential_Gene_Expression/C1,Differential_Gene_Expression/C2,Differential_Gene_Expression/C3,Differential_Gene_Expression/C4" ftype="tabular" />
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700
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701 <param name="factorLevel_condition" value="E" />
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702 <param name="countsFile_condition" value="Differential_Gene_Expression/E1,Differential_Gene_Expression/E2,Differential_Gene_Expression/E3,Differential_Gene_Expression/E4" ftype="tabular" />
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703
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704 <param name="analysis_report_genes" value="all"/>
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705 <param name="fdr" value="0.01" />
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706
119
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707 <output name="output_count_edgeR" file="Differential_Gene_Expression/differentially_expressed_genes.tabular.txt" />
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708 </test>
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709 <test>
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710 <param name="analysis_select" value="2_factor" />
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711
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712 <param name="factorLevel_control" value="C" />
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713 <param name="countsFile_control" value="Differential_Gene_Expression/C1,Differential_Gene_Expression/C2,Differential_Gene_Expression/C3,Differential_Gene_Expression/C4" ftype="tabular" />
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714
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715 <param name="factorLevel_condition" value="E" />
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716 <param name="countsFile_condition" value="Differential_Gene_Expression/E1,Differential_Gene_Expression/E2,Differential_Gene_Expression/E3,Differential_Gene_Expression/E4" ftype="tabular" />
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717
120
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718 <param name="analysis_report_genes" value="significant"/>
119
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719 <param name="fdr" value="0.05" />
105
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720
120
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721 <output name="output_count_edgeR" file="Differential_Gene_Expression/differentially_expressed_genes.significant.tabular.txt" />
105
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722 </test>
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723 </tests>
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724
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725 <help>
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726 edgeR: Differential Gene(Expression) Analysis
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727 #############################################
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728
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729 Overview
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730 --------
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731 Differential expression analysis of RNA-seq and digital gene expression profiles with biological replication. Uses empirical Bayes estimation and exact tests based on the negative binomial distribution. Also useful for differential signal analysis with other types of genome-scale count data [1].
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732
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733 For every experiment, the algorithm requires a design matrix. This matrix describes which samples belong to which groups.
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734 More details on this are given in the edgeR manual: http://www.bioconductor.org/packages/2.12/bioc/vignettes/edgeR/inst/doc/edgeRUsersGuide.pdf
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735 and the limma manual.
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736
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737 Because the creation of a design matrix can be complex and time consuming, especially if no GUI is used, this package comes with an alternative tool which can help you with it.
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738 This tool is called *edgeR Design Matrix Creator*.
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739 If the appropriate design matrix (with corresponding links to the files) is given,
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740 the correct contrast ( http://en.wikipedia.org/wiki/Contrast_(statistics) ) has to be given.
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741
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742 If you have for example two groups, with an equal weight, you would like to compare either
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743 "g1-g2" or "normal-cancer".
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744
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745 The test function makes use of a MCF7 dataset used in a study that indicates that a higher sequencing depth is not neccesairily more important than a higher amount of replaciates[2].
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746
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747 Input
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748 -----
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749 Expression matrix
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750 ^^^^^^^^^^^^^^^^^
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751 ::
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752
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753 Geneid "\t" Sample-1 "\t" Sample-2 "\t" Sample-3 "\t" Sample-4 [...] "\n"
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754 SMURF "\t" 123 "\t" 21 "\t" 34545 "\t" 98 ... "\n"
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755 BRCA1 "\t" 435 "\t" 6655 "\t" 45 "\t" 55 ... "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
756 LINK33 "\t" 4 "\t" 645 "\t" 345 "\t" 1 ... "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
757 SNORD78 "\t" 498 "\t" 65 "\t" 98 "\t" 27 ... "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
758 [...]
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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759
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
760 *Note: Make sure the number of columns in the header is identical to the number of columns in the body.*
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
761
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
762 Design matrix
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
763 ^^^^^^^^^^^^^
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
764 ::
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
765
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
766 Sample "\t" Condition "\t" Ethnicity "\t" Patient "\t" Batch "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
767 Sample-1 "\t" Tumor "\t" European "\t" 1 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
768 Sample-2 "\t" Normal "\t" European "\t" 1 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
769 Sample-3 "\t" Tumor "\t" European "\t" 2 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
770 Sample-4 "\t" Normal "\t" European "\t" 2 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
771 Sample-5 "\t" Tumor "\t" African "\t" 3 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
772 Sample-6 "\t" Normal "\t" African "\t" 3 "\t" 1 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
773 Sample-7 "\t" Tumor "\t" African "\t" 4 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
774 Sample-8 "\t" Normal "\t" African "\t" 4 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
775 Sample-9 "\t" Tumor "\t" Asian "\t" 5 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
776 Sample-10 "\t" Normal "\t" Asian "\t" 5 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
777 Sample-11 "\t" Tumor "\t" Asian "\t" 6 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
778 Sample-12 "\t" Normal "\t" Asian "\t" 6 "\t" 2 "\n"
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
779
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
780 *Note: Avoid factor names that are (1) numerical, (2) contain mathematical symbols and preferebly only use letters.*
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
781
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
782 Contrast
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
783 ^^^^^^^^
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
784 The contrast represents the biological question. There can be many questions asked, e.g.:
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
785
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
diff changeset
786 - Tumor-Normal
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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787 - African-European
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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788 - 0.5*(Control+Placebo) / Treated
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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789
108
a02794bb9073 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
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790 @CONTACT@
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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791 </help>
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
parents:
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792
108
a02794bb9073 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
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diff changeset
793 <expand macro="citations" />
105
f2ac9f6bc542 planemo upload for repository https://bitbucket.org/EMCbioinf/galaxy-tool-shed-tools/raw/master/edger_with_design_matrix commit 2700e500a4fb135a20ede7d52221a9d31f1aaa5e-dirty
yhoogstrate
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794 </tool>