annotate sPLS.xml @ 2:2c218a253d56 draft default tip

"planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
author malex
date Thu, 29 Jul 2021 20:48:10 +0000
parents ec9ee8edb84d
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1 <tool id="secimtools_spls" name="Metabolite - Gene Integration" version="@WRAPPER_VERSION@">
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2 <description></description>
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3 <macros>
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4 <import>macros.xml</import>
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5 </macros>
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6 <expand macro="requirements" />
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7 <stdio>
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8 <exit_code range="2" level="fatal" description="Not enough metabolites for the Analysis."/>
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9 </stdio>
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10 <command detect_errors="exit_code"><![CDATA[
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11 sPLS.py
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12 -g=$metsOption.geneDataset
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13 -gid=$metsOption.geneId
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14 #if $metsOption.useGeneAnnoCond.useGeneAnno == "y":
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15 -ga=$metsOption.useGeneAnnoCond.geneAnno
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16 -gn=$metsOption.useGeneAnnoCond.geneName
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17 #end if
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18 -go=$metsOption.genesOption.allGenes
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19 #if $metsOption.genesOption.allGenes == "geneList":
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20 -gl=$metsOption.genesOption.relatedGeneList
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21 #end if
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22 #if $metsOption.genesOption.allGenes == "path":
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23 -gkp=$metsOption.genesOption.geneKeggPath
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24 -mkp=$metsOption.genesOption.metKeggPath
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25 #end if
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26 #if $metsOption.genesOption.allGenes == "pana":
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27 -gka=$metsOption.genesOption.geneKeggAnno
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28 -gkn=$metsOption.genesOption.geneKeggName
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29 -p2g=$metsOption.genesOption.path2genes
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30 -cu=$metsOption.genesOption.cutoff
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31 -f=$metsOption.genesOption.facSel
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32 #if $metsOption.genesOption.PANAAnno.usePANAAnno == "yes":
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33 -p2n=$metsOption.genesOption.PANAAnno.path2names
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34 #end if
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35 -o3=$panaOut
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36 #end if
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37 -k=$keepX
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38 -t=$threshold
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39 -m=$metDataset
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40 -mid=$metId
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41 #if $useMetAnnoCond.useMetAnno == "y":
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42 -ma=$useMetAnnoCond.metAnno
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43 -mn=$useMetAnnoCond.metName
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44 #end if
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45 -mo=$metsOption.allMets
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46 -mka=$metsOption.metKeggAnno
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47 #if $metsOption.allMets == "mmc":
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48 -d=$metsOption.design
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49 -c=$metsOption.corr
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50 -sl=$metsOption.sigmaLow
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51 -sh=$metsOption.sigmaHigh
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52 -sn=$metsOption.sigmaNum
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53 -f2=$figure2
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54 -o2=$mmcOut
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55 #end if
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56 #if $metsOption.allMets == "both":
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57 -d=$metsOption.design
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58 -c=$metsOption.corr
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59 -sl=$metsOption.sigmaLow
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60 -sh=$metsOption.sigmaHigh
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61 -sn=$metsOption.sigmaNum
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62 -f2=$figure2
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63 -o2=$mmcOut
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64 #end if
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65 -f1=$figure1
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66 -o1=$splsOut
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67 ]]></command>
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68 <inputs>
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69 <param name="metDataset" type="data" format="tabular" label="Metabolite Wide Dataset for Integration" help="Select the Metabolite Wide Dataset from your history"/>
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70 <param name="metId" type="text" size="30" value="" label="Unique Metabolite FeatureID" help="Name of the column in your Metabolite Wide Dataset that contains unique identifiers."/>
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71 <conditional name="useMetAnnoCond">
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72 <param name="useMetAnno" type="select" label="Use Metabolite Annotation File?" help="You can choose to input a file containing metabolite annotation information (e.g. metabolite names, identifiers, etc.) to use for labeling the output files.">
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73 <option value="n">No</option>
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74 <option value="y">Yes</option>
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75 </param>
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76 <when value="y">
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77 <param name="metAnno" type="data" format="tabular" label="Metabolomic Annotation File" help="Select the Metabolomic Annotation File from your history."/>
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78 <param name="metName" type="text" size="30" value="" label="Metabolite Names" help="Name of the column in your Metabolomic Annotation Dataset that contains metabolite annotation information."/>
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79 </when>
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80 <when value="n" />
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81 </conditional>
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82 <conditional name="metsOption">
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83 <param name="allMets" type="select" display="radio" label="Select which option to use for subsetting the Metabolite Wide Dataset" help="Select one of the options above.">
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84 <option value="generic">By metabolite class -- Uses the 'Name_in_KEGG' column generated from the 'Link Name to KEGGID' tool to subset.</option>
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85 <option value="mmc">By MMC pattern -- Runs the SECIMTools MMC tool and uses the tool-generated pattern blocks for subsetting.</option>
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86 <option value="both">By both metabolite class AND by MMC pattern.</option>
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87 </param>
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88 <when value="generic">
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89 <param name="metKeggAnno" type="data" format="tabular" label="'Metabolite to KEGGID Link' File." help="Select the 'Metabolite to KEGGID Link' File from your history. This file can be generated using the 'Link Name to KEGGID' tool."/>
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90 <param name="geneDataset" type="data" format="tabular" label="Gene Expression Wide Dataset for Integration" help="Select the Gene Expression Wide Dataset from your history"/>
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91 <param name="geneId" type="text" size="30" value="" label="Unique Gene FeatureID" help="Name of the column in your Gene Expression Wide Dataset that contains unique identifiers."/>
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92 <conditional name="useGeneAnnoCond">
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93 <param name="useGeneAnno" type="select" label="Use a Gene Annotation File?" help="You can choose to input a file containing gene annotation information (e.g. gene names, identifiers, etc.) for labeling the output files.">
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94 <option value="n">No</option>
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95 <option value="y">Yes</option>
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96 </param>
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97 <when value="y">
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98 <param name="geneAnno" type="data" format="tabular" label="Gene Expression Annotation File" help="Select the Gene Expression Annotation File from your history."/>
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99 <param name="geneName" type="text" size="30" value="" label="Gene Names" help="Name of the column in your Gene Expression Annotation Dataset that contains gene annotation information."/>
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100 </when>
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101 <when value="n" />
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102 </conditional>
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103 <conditional name="genesOption">
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104 <param name="allGenes" type="select" display="radio" label="Select which option to use for subsetting the Gene Expression Wide Dataset" help="Select one of the options above.">
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105 <option value="all">Include all genes in the Gene Expression Wide Dataset -- no subsetting.</option>
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106 <option value="geneList">Use a custom tsv file containing specific genes of interest.</option>
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107 <option value="path">Include genes linked to each metabolite class through common KEGG pathways.</option>
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108 <option value="pana">Use Metagenes from PANA (PAthway Network Analysis from gene expression data).</option>
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109 </param>
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110 <when value="all" />
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111 <when value="geneList">
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112 <param name="relatedGeneList" type="data" format="tabular" label="Select a Custom Gene List from your history" help="This custom list must consist of a single column of Gene Symbols."/>
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113 </when>
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114 <when value="path">
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115 <param name="geneKeggPath" type="data" format="tabular" label="Gene Expression KEGG Pathway File" help="Select the Gene Expression KEGG Pathway File from your history. This file can be generated using the 'Add KEGG Pathway Information' tool."/>
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116 <param name="metKeggPath" type="data" format="tabular" label="Metabolomic KEGG Pathway File" help="Select the Metabolomic KEGG Pathway File from your history. This file can be generated using the 'Add KEGG Pathway Information' tool."/>
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117 </when>
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118 <when value="pana">
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119 <param name="geneKeggAnno" type="data" format="tabular" label="Gene to KEGGID Link File" help="Select the Gene to KEGGID Link File from your history. This file can be generated from the 'Link Name to KEGGID' tool."/>
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120 <param name="geneKeggName" type="text" label="Gene Symbol" help="Name of the column in your 'Gene to KEGGID Link File' that contains Gene Symbols."/>
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121 <param name="path2genes" type="data" format="tabular" label="GeneKEGGID2PathwayID" help="Select the File from your history containing the list of ALL Gene KEGGIDs to Pathway IDs. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
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122 <param name="facSel" type="select" display="radio" label="Criterion to select components" help="Choose the criterion to select components. Default: single%.">
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123 <option value="single">single% -- Percent of variability for a given principle component.</option>
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124 <option value="accum">%accum -- Percent of accumulated variability.</option>
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125 <option value="abs.val">abs.val -- Absolute value of the variabily for a given principle component.</option>
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126 <option value="rel.abs">rel.abs -- Fold variability of tot.var/rank(X).</option>
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127 </param>
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128 <param name="cutoff" type="float" value="0.20" label="Variability cut-off value" help="Select the variability cut-off value. Default: 0.20"/>
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129 <conditional name="PANAAnno">
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130 <param name="usePANAAnno" type="select" label="Include Pathway Names in results files and figures?" help="You can choose to input a file containing annotations for the KEGG pathwayIDs.">
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131 <option value="no">No</option>
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132 <option value="yes">Yes</option>
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133 </param>
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134 <when value="yes">
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135 <param name="path2names" type="data" format="tabular" label="Pathway Names File" help="Select the Pathway Names File from your history. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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136 </when>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
diff changeset
137 <when value="no" />
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
138 </conditional>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
139 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
140 </conditional>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
141 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
142 <when value="mmc">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
143 <param name="metKeggAnno" type="data" format="tabular" label="Metabolite to KEGGID Link File to Input into MMC" help="Select the Metabolite KEGGID Link File from your history. This file can be generated from the 'Link Name to KEGGID' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
144 <param name="design" type="data" format="tabular" label="Design Dataset" help="Select the Design file to use with your Metabolite KEGGID Link File. This file can be generated using the 'Create: Design, Wide, and Annotation datasets' tool. Note that you need a column called 'sampleID' that contains the names of your samples."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
145 <param name="sigmaLow" type="float" size="6" value="0.05" label="Lower sigma bound" help="Default: 0.05." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
146 <param name="sigmaHigh" type="float" size="6" value="0.50" label="Upper sigma bound" help="Default: 0.50." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
147 <param name="sigmaNum" type="integer" size="6" value="451" label="Number of Sigma values" help="Number of values of sigma to search. Default: 451." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
148 <param name="corr" type="select" value="pearson" label="Correlation method" help="Select correlation method for preliminary correlation before clustering. Default: Pearson." >
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
149 <option value="pearson" selected="true">Pearson</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
150 <option value="kendall" selected="true">Kendall</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
151 <option value="spearman" selected="true">Spearman</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
152 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
153 <param name="geneDataset" type="data" format="tabular" label="Gene Expression Wide Dataset for Integration" help="Select the Gene Expression Wide Dataset from your history."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
154 <param name="geneId" type="text" size="30" value="" label="Unique Gene FeatureID" help="Name of the column in your Gene Expression Annotation File that contains unique identifiers."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
155 <conditional name="useGeneAnnoCond">
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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156 <param name="useGeneAnno" type="select" label="Use Gene Annotation File?" help="You can choose to input a file containing gene annotations (e.g. gene names, identifiers, etc.) for labeling output files.">
1
ec9ee8edb84d Initial upload of 21.6.10 release.
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parents:
diff changeset
157 <option value="n">No</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
158 <option value="y">Yes</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
159 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
160 <when value="y">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
161 <param name="geneAnno" type="data" format="tabular" label="Gene Expression Annotation File" help="Select the Gene Expression Annotation File from your history."/>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
diff changeset
162 <param name="geneName" type="text" size="30" value="" label="Gene Names" help="Name of the column in your Gene Expression Annotation Dataset that contains gene annotations."/>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
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parents:
diff changeset
163 </when>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
diff changeset
164 <when value="n"/>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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165 </conditional>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
166 <conditional name="genesOption">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
167 <param name="allGenes" type="select" display="radio" label="Select which option to use for subsetting the Gene Dataset" help="Select one of the options above.">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
168 <option value="all">Include all genes in the Gene Expression Wide Dataset -- no subsetting.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
169 <option value="geneList">Use a custom tsv file containing specific genes of interest.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
170 <option value="pana">Use Metagenes from PANA (PAthway Network Analysis from gene expression data).</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
171 </param>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
172 <when value="all" />
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
173 <when value="geneList">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
174 <param name="relatedGeneList" type="data" format="tabular" label="Select a Custom Gene List from your history" help="This custom list must contain Gene Symbol IDs and must be a single column."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
175 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
176 <when value="pana">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
177 <param name="geneKeggAnno" type="data" format="tabular" label="Gene to KEGGID Link File" help="Select Gene to KEGGID Link File from your history. This file can be generated from the 'Link Name to KEGGID' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
178 <param name="geneKeggName" type="text" label="Gene Symbol" help="Name of the column in your 'Gene to KEGGID Link File' that contains Gene Symbols."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
179 <param name="path2genes" type="data" format="tabular" label="GeneKEGGID2PathwayID" help="Select the File from your history containing the list of ALL Gene KEGGIDs to Pathway IDs. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
180 <param name="facSel" type="select" display="radio" label="Criterion to select components" help="Choose the criterion to select components. Default: single%.">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
181 <option value="single">single% -- Percent of variability for a given principle component.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
182 <option value="accum">%accum -- Percent of accumulated variability.</option>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
diff changeset
183 <option value="abs.val">abs.val -- Absolute value of the variability for a given principle component.</option>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
184 <option value="rel.abs">rel.abs -- Fold variability of tot.var/rank(X).</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
185 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
186 <param name="cutoff" type="float" value="0.23" label="Variability cut-off value" help="Select the variability cut-off value. Default: 0.23"/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
187 <conditional name="PANAAnno">
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
188 <param name="usePANAAnno" type="select" label="Include Pathway Names in results files and figures?" help="You can choose to input a file containing annotations for the KEGG pathway IDs.">
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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189 <option value="no">No</option>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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190 <option value="yes">Yes</option>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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191 </param>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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192 <when value="yes">
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
193 <param name="path2names" type="data" format="tabular" label="Pathway Names File" help="Select the Pathway Names File from your history. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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194 </when>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
195 <when value="no" />
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
196 </conditional>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
197 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
198 </conditional>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
199 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
200 <when value="both">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
201 <param name="metKeggAnno" type="data" format="tabular" label="Metabolite to KEGGID Link File" help="Select the Metabolite KEGGID Link File from your history.his file can be generated from the 'Link Name to KEGGID' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
202 <param name="design" type="data" format="tabular" label="Design File" help="Select the Design file to use with your Metabolite KEGGID Link File. This file can be generated using the 'Create: Design, Wide, and Annotation datasets' tool. Note that you need a 'sampleID' column."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
203 <param name="sigmaLow" type="float" size="6" value="0.05" label="Lower sigma bound" help="Default: 0.05." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
204 <param name="sigmaHigh" type="float" size="6" value="0.50" label="Upper sigma bound" help="Default: 0.50." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
205 <param name="sigmaNum" type="integer" size="6" value="451" label="Number of Sigma values" help="Number of values of sigma to search. Default: 451." />
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
206 <param name="corr" type="select" value="pearson" label="Correlation method" help="Select correlation method for preliminary correlation prior to clustering. Default: Pearson." >
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
207 <option value="pearson" selected="true">Pearson</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
208 <option value="kendall" selected="true">Kendall</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
209 <option value="spearman" selected="true">Spearman</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
210 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
211 <param name="geneDataset" type="data" format="tabular" label="Gene Expression Wide Dataset for Integration" help="Select Gene Expression Wide Dataset from your history"/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
212 <param name="geneId" type="text" size="30" value="" label="Unique Gene FeatureID" help="Name of the column in your Gene Expression Annotation File that contains unique identifiers."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
213 <conditional name="useGeneAnnoCond">
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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214 <param name="useGeneAnno" type="select" label="Use a Gene Annotation File?" help="You can choose to input a file containing gene annotations (e.g. gene names, identifiers, etc.) to use for labeling output files.">
1
ec9ee8edb84d Initial upload of 21.6.10 release.
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parents:
diff changeset
215 <option value="n">No</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
216 <option value="y">Yes</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
217 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
218 <when value="y">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
219 <param name="geneAnno" type="data" format="tabular" label="Gene Expression Annotation File" help="Select the Gene Expression Annotation File from your history."/>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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220 <param name="geneName" type="text" size="30" value="" label="Gene Names" help="Name of the column in your Gene Expression Annotation Dataset that contains gene annotations."/>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
221 </when>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
diff changeset
222 <when value="n" />
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
223 </conditional>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
224 <conditional name="genesOption">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
225 <param name="allGenes" type="select" display="radio" label="Gene Dataset Subsetting Option" help="Select one of the following.">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
226 <option value="all">Include all genes in the Gene Expression Wide Dataset -- no subsetting.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
227 <option value="geneList">Upload a custion list containing specific genes of interest.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
228 <option value="pana">Use Metagenes (PANA Approach).</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
229 </param>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
230 <when value="all" />
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
231 <when value="geneList">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
232 <param name="relatedGeneList" type="data" format="tabular" label="Select a Custom Gene List from your history" help="The list must consist of a single column of Gene Symbols."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
233 </when>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
234 <when value="pana">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
235 <param name="geneKeggAnno" type="data" format="tabular" label="Gene to KEGGID Link File" help="Select Gene to KEGGID Link File from your history. This file can be generated from the 'Link Name to KEGGID' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
236 <param name="geneKeggName" type="text" label="Gene Symbol" help="Name of the column in your 'Gene to KEGGID Link File' that contains Gene Symbols."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
237 <param name="path2genes" type="data" format="tabular" label="Gene Expression KEGG Pathway File" help="Select the File from your history that contains the list of ALL Gene KEGGIDs to PathwayIDs. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
238 <param name="facSel" type="select" display="radio" label="Criterion to select components" help="Choose the criterion to select components. Default: single%.">
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
239 <option value="single">single% -- Percent of variability for a given principle component.</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
240 <option value="accum">%accum -- Percent of accumulated variability.</option>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
241 <option value="abs.val">abs.val -- Absolute value of the variability for a given principle componenet.</option>
1
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
242 <option value="rel.abs">rel.abs -- Fold variability of tot.var/rank(X).</option>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
243 </param>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
244 <param name="cutoff" type="float" value="0.23" label="Variability cut-off value" help="Select the variability cut-off value. Default: 0.23"/>
ec9ee8edb84d Initial upload of 21.6.10 release.
malex
parents:
diff changeset
245 <conditional name="PANAAnno">
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
246 <param name="usePANAAnno" type="select" label="Include Pathway Names in results files and figures?" help="You can choose to input a file containing annotations for the KEGG pathwayIDs.">
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
diff changeset
247 <option value="no">No</option>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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248 <option value="yes">Yes</option>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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249 </param>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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250 <when value="yes">
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
malex
parents: 1
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251 <param name="path2names" type="data" format="tabular" label="Pathway Names File" help="Select the Pathway Names File from your history. This file can be generated from the 'Add KEGG Pathway Information' tool."/>
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252 </when>
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253 <when value="no" />
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254 </conditional>
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255 </when>
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256 </conditional>
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257 </when>
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258 </conditional>
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259 <param name="keepX" type="integer" size="30" value="10" label="Number of Genes to Keep in the Model" help="Enter the number of genes to keep for each component in the sPLS analysis."/>
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260 <param name="threshold" type="float" size="30" value="0.8" label="Threshold" help="Correlations under this threshold will NOT be included in the output file."/>
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261 </inputs>
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262 <outputs>
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263 <data format="pdf" name="figure1" label="${tool.name} on ${on_string}: sPLS Figure"/>
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264 <data format="tabular" name="splsOut" label="${tool.name} on ${on_string}: sPLS Correlation Table"/>
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265 <data format="pdf" name="figure2" label="${tool.name} on ${on_string}: MMC Figure">
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266 <filter>(metsOption['allMets'] == 'mmc') or (metsOption['allMets'] == 'both')</filter>
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267 </data>
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268 <data format="tabular" name="mmcOut" label="${tool.name} on ${on_string}: MMC Output Table">
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269 <filter>(metsOption['allMets'] == 'mmc') or (metsOption['allMets'] == 'both')</filter>
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270 </data>
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271 <data format="tabular" name="panaOut" label="${tool.name} on ${on_string}: PANA Output Table">
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272 <filter>(metsOption['genesOption']['allGenes'] == 'pana')</filter>
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273 </data>
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274 </outputs>
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275 <tests>
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276 <!-- sPLS_lzh -->
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277 <test>
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278 <param name="metDataset" value="metabolite_wide_dataset.tsv"/>
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279 <param name="metId" value="UniqueID"/>
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280 <param name="allMets" value="generic"/>
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281 <param name="metKeggAnno" value="metabolite_to_keggId_link.tsv"/>
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282 <param name="metName" value="MetName"/>
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283 <param name="geneDataset" value="gene_wide_dataset.tsv"/>
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284 <param name="geneId" value="UniqueID"/>
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285 <param name="allGenes" value="pana"/>
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286 <param name="geneKeggAnno" value="gene_to_keggId_link.tsv"/>
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287 <param name="geneKeggName" value="GeneSymbol"/>
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288 <param name="path2names" value="pathwayId2pathwayNames.tsv"/>
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289 <param name="path2genes" value="geneKeggId2pathwayId.tsv"/>
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290 <param name="keepX" value="10"/>
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291 <param name="threshold" value="0.8"/>
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292 <param name="cutoff" value="0.23" />
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293 <param name="facSel" value="single" />
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294 <output name="splsOut" file="spls_correlation.tsv" compare="diff" lines_diff="1000"/>
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295 <output name="figure1" file="spls_figure.pdf" compare="sim_size" delta="1000000"/>
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296 <output name="panaOut" file="spls_pana_outputTable.tsv" compare="diff" lines_diff="30000"/>
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297 </test>
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298 <!-- sPLS_met_generic_gene_all -->
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299 <test>
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300 <param name="metDataset" value="metabolite_wide_dataset.tsv"/>
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301 <param name="metId" value="UniqueID"/>
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302 <param name="allMets" value="generic"/>
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303 <param name="metKeggAnno" value="metabolite_to_keggId_link.tsv"/>
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304 <param name="metName" value="MetName"/>
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305 <param name="geneDataset" value="gene_wide_dataset.tsv"/>
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306 <param name="geneId" value="UniqueID"/>
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307 <param name="allGenes" value="all"/>
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308 <param name="keepX" value="10"/>
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309 <param name="threshold" value="0.8"/>
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310 <param name="cutoff" value="0.20" />
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311 <param name="facSel" value="single" />
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312 <output name="splsOut" file="spls_correlation_generic_all.tsv" compare="diff" lines_diff="1000"/>
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313 <output name="figure1" file="spls_figure_generic_all.pdf" compare="sim_size" delta="1000000"/>
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314 </test>
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315 <!-- sPLS_met_mmc_gene_pana -->
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316 <test>
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317 <param name="metDataset" value="metabolite_wide_dataset.tsv"/>
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318 <param name="metId" value="UniqueID"/>
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319 <param name="allMets" value="mmc"/>
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320 <param name="metAnno" value="metabolite_annotation.tsv"/>
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321 <param name="metKeggAnno" value="metabolite_to_keggId_link.tsv"/>
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322 <param name="metName" value="MetName"/>
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323 <param name="design" value="gene_design.tsv"/>
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324 <param name="corr" value="pearson"/>
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325 <param name="sigmaLow" value="0.05"/>
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326 <param name="sigmaHigh" value="0.50"/>
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327 <param name="sigmaNum" value="451"/>
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328 <param name="geneDataset" value="gene_wide_dataset.tsv"/>
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329 <param name="geneId" value="UniqueID"/>
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330 <param name="allGenes" value="pana"/>
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331 <param name="geneKeggAnno" value="gene_to_keggId_link.tsv"/>
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332 <param name="geneKeggName" value="GeneSymbol"/>
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333 <param name="path2genes" value="geneKeggId2pathwayId.tsv"/>
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334 <param name="path2names" value="gene_kegg_pathway.tsv"/>
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335 <param name="keepX" value="5"/>
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336 <param name="threshold" value="0.8"/>
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337 <param name="cutoff" value="0.20" />
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338 <output name="splsOut" file="integration_mmc_pana_genes_sPLS_output.tsv" compare="diff" lines_diff="100000"/>
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339 <output name="figure1" file="integration_mmc_pana_genes_sPLS_fig.pdf" compare="sim_size" delta="10000000"/>
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340 <output name="figure2" file="integration_mmc_pana_genes_MMC_heatmap.pdf" compare="sim_size" delta="10000000"/>
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341 <output name="mmcOut" file="integration_mmc_pana_genes_MMC_output.tsv" compare="diff" lines_diff="100000"/>
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342 <output name="panaOut" file="integration_mmc_pana_genes_PANA_output.tsv" compare="diff" lines_diff="100000"/>
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343 </test>
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344
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345 </tests>
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346 <help><![CDATA[
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347
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348 **Tool Description**
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349
2
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350 NOTE: The parameters you select are data dependent.
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351
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352 This tool carries out the integrated analysis of metabolite and gene expression data. Here, metabolite data are considered the dependent variable
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353 and genes the explanatory variable. The tool allows for several combinations of metabolite and gene models. A note of caution: a complete metabolite
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354 and gene expression dataset with no filtering will be challenging to interpret using this tool.
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355
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356 We recommend that both gene expression and metabolite datasets be reduced to reflect a common biological hypothesis before running this tool. For example,
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357 metabolite data can be subset by class (i.e. using the 'Name_in_KEGG' column generated from the 'Link Name to KEGGID' tool). Users who want to include
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358 similarly behaving compounds without regard to identification or type of compound can estimate modules with the Modulated Modularity Clustering (MMC) tool
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359 (Stone and Ayroles 2009). Each module can be examined separately. Finally, metabolite data can be reduced by using both metabolite class and the MMC tool.
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360 Similarly, gene expression data can be reduced in scope by uploading and using a custom list of genes of interest or by using metagenes as implemented in PANA
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361 (Ponzoni et al. 2014).
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362
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363 1) Classes of metabolites can be modeled as a function of metagenes.
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364 2) Classes of metabolites can be modeled as a function of a set of individual genes.
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365 3) Unbiased clusters of metabolites can be modeled as a function of metagenes
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366 4) Unbiased clusters of metabolites can be modeled as a function of a set of individual genes.
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367
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368 The tool executes a partial least squares regression with variable selection (sparse PLS, sPLS) as implemented in the 'mixOmics' package (Rohart F., Gautier, B, Singh,
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369 A and Lê Cao, K. A. mixOmics: an R package for ‘omics feature selection and multiple data integration. On bioRxiv). The mixomics sPLS function is run in ‘classic mode’
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370 (http://mixomics.org/methods/spls/) with the number of components included in the model set to 2. In addition, the user selects the number of variables (genes) for
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371 each component to use in model construction.
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372
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373 This tool needs at least 1 subset with a minimum number of 3 metabolites to run properly. If the user selects subset metabolites by class and no metabolite groups are
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374 identified or small metabolite groups with less than 3 members are found, the tool will stop and a warning message will be generated to try the MMC option instead.
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375 Similarly, if the user selects subset metabolites using MMC clusters and there are no clusters with at least 3 metabolites, the tool will stop and a warning message
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376 will be generated to try the 'by class’ option instead.
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377
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378 --------------------------------------------------------------------------------
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379
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380 **INPUT**
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381
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382 **Please see the UserGuide for more details regarding tool inputs and options.**
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383
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384 **Metabolite Wide Dataset**
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385 A wide formatted dataset that contains measurements for each sample (samples are in columns):
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386
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387 +-----------+---------+---------+---------+-----+
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388 | FeatureID | sample1 | sample2 | sample3 | ... |
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389 +===========+=========+=========+=========+=====+
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390 | met_one | 10 | 20 | 10 | ... |
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391 +-----------+---------+---------+---------+-----+
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392 | met_two | 5 | 22 | 30 | ... |
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393 +-----------+---------+---------+---------+-----+
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394 | met_three | 30 | 27 | 2 | ... |
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395 +-----------+---------+---------+---------+-----+
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396 | met_four | 32 | 17 | 8 | ... |
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397 +-----------+---------+---------+---------+-----+
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398 | ... | ... | ... | ... | ... |
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399 +-----------+---------+---------+---------+-----+
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400
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401 **Unique Metabolite FeatureID**
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402 Name of the column in your Metabolite Wide Dataset that contains unique identifiers.
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403
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404 **Optional - Metabolite Annotation File**
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405 A wide format dataset containing metabolite descriptor information (e.g. metabolite names, m/z ratios). The user can choose a column in the Annotation File for labeling output files.
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406
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407 **Optional - Metabolite Names**
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408 Column name in the Metabolite Annotation File to use for labeling output files.
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409
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410 **Data reduction (subsetting) of Metabolite Data**
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411 1) By metabolite class - uses a pre-defined grouping of metabolites based on the 'Name_in_KEGG' column in the Metabolite to KEGGID Link File.
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412 2) By MMC pattern - runs the SECIMTools MMC tool and uses the tool-generated pattern blocks for subsetting. Please see Stone and Ayroles (2009) for MMC options.
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413 3) By both metabolite class AND MMC pattern
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414
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415 **Metabolite to KEGGID Link File**
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416 This file MUST contain a column called 'Name_in_KEGG' and can be generated using the 'Link Name to KEGGID' tool.
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417
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418 **Gene Expression Wide Dataset**
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419 A wide formatted gene expression dataset that contains measurements for each sample:
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420
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421 +------------+---------+---------+---------+-----+
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422 | FeatureID | sample1 | sample2 | sample3 | ... |
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423 +============+=========+=========+=========+=====+
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424 | one | 10 | 20 | 10 | ... |
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425 +------------+---------+---------+---------+-----+
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426 | two | 5 | 22 | 30 | ... |
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427 +------------+---------+---------+---------+-----+
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428 | three | 30 | 27 | 2 | ... |
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429 +------------+---------+---------+---------+-----+
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430 | four | 32 | 17 | 8 | ... |
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431 +------------+---------+---------+---------+-----+
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432 | ... | ... | ... | ... | ... |
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433 +------------+---------+---------+---------+-----+
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434
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435 **Unique Gene FeatureID**
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436 Name of the column in your Gene Expression Wide Dataset that contains unique gene identifiers.
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437
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438 **Optional - Gene Annotation File**
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439 A wide format dataset containing gene annotation information (e.g. gene names). The user can choose a column in the Annotation File for labeling output files.
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440
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441 **Optional - Gene Names**
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442 Column name in the Gene Annotation File to use for labeling output files.
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443
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444 **Data reduction (subsetting) of Gene Expression Data**
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445 1) No subsetting - include all genes in the Gene Expression Wide Dataset
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446 2) Use a custom tsv file containing specific genes of interest - select a custom gene list from your history
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447 3) Include genes linked to each metabolite class through common KEGG pathways
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448 4) Use Metagenes from PANA (PAthway Network Analysis from gene expression data)
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449
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450 **Gene Expression KEGG Pathway File**
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451 Contains links between gene symbols and KEGG Pathways. Can be generated using the 'Add KEGG Pathway Information' tool
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452
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453 **Metabolomic KEGG Pathway File**
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454 Contains links between metabolites and KEGG Pathways. Can be generated using the 'Add KEGG Pathway Information' tool
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455
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456 **Gene to KEGGID Link File**
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457 Contains links between gene symbols and KEGGIDs.
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458
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459 **Gene Symbol**
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460 Name of the column in your Gene to KEGGID Link File that contains gene symbols
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461
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462 **GeneKEGGID2PathwayID**
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463 Contains KEGG links between gene KEGGIDs and KEGG PathwayIDs. Can be generated from the 'Add KEGG Pathway Information' tool
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464
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465 **Number of Genes to Keep in Model**
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466 Default: 10. This is the number of genes to keep for each principle component in the sPLS analysis.
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467
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468 **Threshold**
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469 Default: 0.8. Correlations less than this value will NOT be included in the output files.
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470
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471 --------------------------------------------------------------------------------
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472
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473 **OUTPUT**
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474
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475 **For metabolite reduction by metabolite class and all genes:**
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476 (1) A PDF containing a sPLS figure for each metabolite class.
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477 (2) A sPLS Correlation TSV file containing the correlations for each metabolite-gene pair and what subset (metabolite class) the pair locate to.
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478
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479 **For metabolite reduction by MMC the following files will be output in addition to files (1) and (2) above**
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480 (3) A MMC PDF Figure containing unsorted, sorted and sorted-smoothed heatmaps of the variance-covariance matrices
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481 (4) A MMC Output TSV file containing algorithm summaries in the following columns:
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482
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483 - Unique metabolite featureID
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484 - Module: Contains the module number for each feature calculated by the MMC tool.
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485 - Entry Index: Contains the original order of the names of the rows of the input Metabolite Wide Dataset.
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486 - Degree: Average of the absolute values of correlations for the given element in a block to other elements within that block.
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487 - Average Degree: Average values of the degrees computed above across all elements within the given block.
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488
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489 **For subsetting genes by generating metagenes using PANA the following files will be output in addition to files (1) and (2) above**
2
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490 (5) A PANA Output TSV table containing associations between gene symbols and KEGG pathways.
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491
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492 ]]>
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493 </help>
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494 <citations>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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495 <citation type="bibtex">@article{stone2009mmc,
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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496 title={Modulated Modularity Clustering as an Exploratory Tool for Functional Genomic Inference},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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497 author={Stone, EA and Ayroles, JF},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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498 journal={PLOS Genetics},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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499 year={2009},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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500 }</citation>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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501 <citation type="bibtex">@article{ponzoni2014pathway,
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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502 title={Pathway network inference from gene expression data},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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503 author={Ponzoni, Ignacio and Nueda, Mar{\'\i}a Jos{\'e} and Tarazona, Sonia and G{\"o}tz, Stefan and Montaner, David and Dussaut, Julieta Sol and Dopazo, Joaqu{\'\i}n and Conesa, Ana},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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504 journal={BMC Systems Biology},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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505 volume={8},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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506 number={2},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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507 pages={S7},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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parents: 1
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508 year={2014},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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diff changeset
509 publisher={BioMed Central}
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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510 }</citation>
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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511 <citation type="bibtex">@article{rohart2017mixomics,
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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512 title={mixOmics: an R package for Omics feature selection and multiple data integration},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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513 author={Rohart, F and Gautier, B and singh, A and L{\^e} Cao, K-A.},
1
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514 journal={R package},
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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515 year={2017}
1
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516 }</citation>
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517 <citation type="bibtex">@ARTICLE{Kirpich17secimtools,
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518 author = {Alexander S. Kirpich, Miguel Ibarra, Oleksandr Moskalenko, Justin M. Fear, Joseph Gerken, Xinlei Mi, Ali Ashrafi, Alison M. Morse, Lauren M. McIntyre},
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519 title = {SECIMTools: A suite of Metabolomics Data Analysis Tools},
ec9ee8edb84d Initial upload of 21.6.10 release.
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520 journal = {BMC Bioinformatics},
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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521 year = {2018}
1
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522 }</citation>
2
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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523 <citation type="bibtex">@article{Mor2021GaitGM,
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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524 title={GAIT-GM integrative cross-omics analyses reveal cholinergic defects in a C. elegans model of Parkinson's disease},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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525 author={Mor, DE and Huertas, F and Morse, AM and Kaletsky, R and Murphy, CT and Kalia, V and Miller, GW and Moskalenko, O and Conesa, A and McIntyre, LM},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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526 journal={BMC Genomics},
2c218a253d56 "planemo upload for repository https://github.com/secimTools/gait-gm/tree/main/galaxy commit 758394addb95b09e794132a23a1f7e95ba39df0b"
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527 year={submitted},
1
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528 }</citation>
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529 </citations>
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530 </tool>