@prefix NetworkAccess: <https://w3id.org/cwl/cwl#NetworkAccess/> .
@prefix rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix CommandLineBinding: <https://w3id.org/cwl/cwl#CommandLineBinding/> .
@prefix xsd:   <http://www.w3.org/2001/XMLSchema#> .
@prefix DockerRequirement: <https://w3id.org/cwl/cwl#DockerRequirement/> .
@prefix ScatterMethod: <https://w3id.org/cwl/cwl#ScatterMethod/> .
@prefix Workflow: <https://w3id.org/cwl/cwl#Workflow/> .
@prefix cwl:   <https://w3id.org/cwl/cwl#> .
@prefix sld:   <https://w3id.org/cwl/salad#> .
@prefix rdfs:  <http://www.w3.org/2000/01/rdf-schema#> .
@prefix CommandOutputBinding: <https://w3id.org/cwl/cwl#CommandOutputBinding/> .
@prefix ns1:   <http://commonwl.org/cwltool#> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/files> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/metricType> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/fig> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/table> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/expression>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/protAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs>
        a                        cwl:CommandLineTool ;
        rdfs:label               "plot-figs" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "/bin/combine_results.R" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/metric> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/metricType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/files> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/table> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/fig> ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/figures"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/metric>
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        sld:default       "correlation" ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat/sigMatrixName> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat/sigMatrix> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature>
        sld:type  cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/sampleType>
        cwl:inputBinding  [ CommandLineBinding:position  2 ;
                            CommandLineBinding:prefix    "--sampleType"
                          ] ;
        sld:default       "all" ;
        sld:type          xsd:string , sld:null .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/signature> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/deconvoluted> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/table>
        cwl:outputBinding  [ CommandOutputBinding:glob
                          "*.tsv" ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/expression>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/cancerType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/expression>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/protAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv>
        a                        cwl:Workflow ;
        rdfs:label               "prot-deconv" ;
        ns1:original_cwlVersion  "v1.1" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv> ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/protAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/sampleType> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/deconvoluted> ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-alg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cell-cor-file>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/corr> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/deconvoluted>
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-epic-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-epic-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cell-fig>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/fig> ;
        sld:type          [ sld:items  cwl:File ;
                            sld:type   sld:array
                          ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat/sigMatrixName>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/corr>
        cwl:outputBinding  [ CommandOutputBinding:glob  "corrXcelltypes.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature\n  var name = inputs.sampleType + '-' + inputs.cancerType + '-' + inputs.mrnaAlg + '-to-' + inputs.protAlg +'-'+ mat + '-cellTypecorr.tsv'\n  self[0].basename = name;\n  return self[0]\n }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl#get-signature-matrix/sigMatrixName>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/mrnaAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/proteomics>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/deconvoluted> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/deconvoluted>
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-cibersort-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-cibersort-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/matrix>
        cwl:outputBinding  [ CommandOutputBinding:glob  "file.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var name = inputs.cancerType + '-' + inputs.sampleType + '-' + 'mrna-raw.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/corr>
        cwl:outputBinding  [ CommandOutputBinding:glob  "corr.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature\n  var name = inputs.sampleType + '-' + inputs.cancerType + '-' + inputs.mrnaAlg + '-to-' + inputs.protAlg +'-'+ mat + '-corr.tsv'\n  self[0].basename = name;\n  return self[0]\n }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/expression>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk>
        cwl:in    <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/expression> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/alg> ;
        cwl:out   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/deconvoluted> ;
        cwl:run   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl> ;
        cwl:when  "$(inputs.alg.trim() == \"bayesdebulk\")" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/expression>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/sampleType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl#get-signature-matrix>
        a                        cwl:CommandLineTool ;
        rdfs:label               "get-signature-matrix" ;
        ns1:original_cwlVersion  "v1.1" ;
        cwl:arguments            ( "/getSigMatrices.R" ) ;
        cwl:arguments            ( "/getSigMatrices.R" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl#get-signature-matrix/sigMatrixName> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl#get-signature-matrix/sigMatrix> ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/signature_matrices"
                                 ] ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/signature_matrices"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat/sigMatrixName> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat/sigMatrix> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "mrna-data-cwl-tool" ;
        ns1:original_cwlVersion  "v1.0" ;
        cwl:arguments            ( "/bin/mRNADataSetsCLI.py" ) ;
        cwl:baseCommand          ( "python" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:hints                [ a                            cwl:NetworkAccess ;
                                   NetworkAccess:networkAccess  true
                                 ] ;
        cwl:hints                [ a                cwl:LoadListingRequirement ;
                                   cwl:loadListing  "deep_listing"
                                 ] ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/cancerType> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/matrix> ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/mrna-data"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/sampleType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/mrnaAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/deconvoluted>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/deconvoluted> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/deconvoluted>
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-bayesdebulk-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-bayesdebulk-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic>
        cwl:in    <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/expression> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/signature> ;
        cwl:out   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/deconvoluted> ;
        cwl:run   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl> ;
        cwl:when  "$(inputs.alg.trim() == \"epic\")" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/transcriptomics>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--transcriptomics" ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/proteomics>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/deconvoluted> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/signature>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/mrna-files>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/mrna-file> ;
        sld:type          [ sld:items  cwl:File ;
                            sld:type   sld:array
                          ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/fig>
        cwl:outputBinding  [ CommandOutputBinding:glob
                          "*.pdf" ] ;
        sld:type           [ sld:items  cwl:File ;
                             sld:type   sld:array
                           ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/signature_matrices/get-signature-matrix.cwl#get-signature-matrix/sigMatrix>
        cwl:outputBinding  [ CommandOutputBinding:glob
                          "*.txt" ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob
                          "*.txt" ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/files>
        cwl:inputBinding  [ CommandLineBinding:position
                          3 ] ;
        sld:type          [ sld:items  cwl:File ;
                            sld:type   sld:array
                          ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/tissueType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/tissueTypes> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/protAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/transcriptomics>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/deconvoluted> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv>
        a                        cwl:Workflow ;
        rdfs:label               "mrna-deconv" ;
        ns1:original_cwlVersion  "v1.2" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna> ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/sampleType> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/deconvoluted> ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/prot-alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/prot-algorithms> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort>
        cwl:in    <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/expression> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/signature> ;
        cwl:out   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/deconvoluted> ;
        cwl:run   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl> ;
        cwl:when  "$(inputs.alg.trim() == \"cibersort\")" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/sampleType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/expression>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/protAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/proteomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/transcriptomics> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/corr> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test>
        a                        cwl:Workflow ;
        rdfs:label               "scatter-test" ;
        ns1:original_cwlVersion  "v1.2" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors> ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/tissueTypes> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/prot-algorithms> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/signatures> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/mrna-algorithms> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cancerTypes> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cell-cor-tab> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cell-fig> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/prot-files> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/mrna-files> ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:ScatterFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:StepInputExpressionRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/signature>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/protAlg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/expression>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat/sigMatrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/matrix>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "deconv-corrXcelltypes-cwl-tool" ;
        ns1:original_cwlVersion  "v1.0" ;
        cwl:arguments            ( "/bin/correlationXcelltypes.py" ) ;
        cwl:baseCommand          ( "python" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:hints                [ a                cwl:LoadListingRequirement ;
                                   cwl:loadListing  "deep_listing"
                                 ] ;
        cwl:hints                [ a                            cwl:NetworkAccess ;
                                   NetworkAccess:networkAccess  true
                                 ] ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/proteomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/protAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/spearOrPears> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/transcriptomics> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/corr> ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/correlation"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix>
        sld:type  cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "prot-data-cwl-tool" ;
        ns1:original_cwlVersion  "v1.0" ;
        cwl:arguments            ( "/bin/protDataSetsCLI.py" ) ;
        cwl:baseCommand          ( "python" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:hints                [ a                cwl:LoadListingRequirement ;
                                   cwl:loadListing  "deep_listing"
                                 ] ;
        cwl:hints                [ a                            cwl:NetworkAccess ;
                                   NetworkAccess:networkAccess  true
                                 ] ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/cancerType> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/matrix> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/prot-data"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/signature>
        cwl:inputBinding  [ CommandLineBinding:position  2 ;
                            CommandLineBinding:prefix    "--signatureMatrix"
                          ] ;
        cwl:inputBinding  [ CommandLineBinding:position  2 ;
                            CommandLineBinding:prefix    "--signatureMatrix"
                          ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/rowMeansImputation>
        cwl:inputBinding  [ CommandLineBinding:position  3 ;
                            CommandLineBinding:prefix    "--rowMeansImputation"
                          ] ;
        cwl:inputBinding  [ CommandLineBinding:position  3 ;
                            CommandLineBinding:prefix    "--rowMeansImputation"
                          ] ;
        sld:type          xsd:string , sld:null .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/signatures>
        sld:type  [ sld:items  xsd:string ;
                    sld:type   sld:array
                  ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/protAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/transcriptomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/proteomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/cancerType> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/corr> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/sampleType>
        cwl:inputBinding  [ CommandLineBinding:position  2 ;
                            CommandLineBinding:prefix    "--sampleType"
                          ] ;
        sld:default       "all" ;
        sld:type          xsd:string , sld:null .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/matrix>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "run-cibersort-tool" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "--vanilla" "/bin/cibersort.r" ) ;
        cwl:arguments            ( "--vanilla" "/bin/cibersort.r" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/expression> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/deconvoluted> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/cibersort:latest"
                                 ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/cibersort:latest"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/signature>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/sampleType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/expression>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cell-cor-tab>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/table> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/deconvoluted>
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-mcpcounter-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-mcpcounter-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/signature>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/protAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/figures/plot-figs.cwl#plot-figs/metricType>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/sampleType> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/matrix> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/spearOrPears>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--spearOrPears" ] ;
        sld:default       "spearman" ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/sampleType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/protAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-alg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/pat-cor-file>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/corr> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter>
        cwl:in    <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/expression> ;
        cwl:out   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/deconvoluted> ;
        cwl:run   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl> ;
        cwl:when  "$(inputs.alg.trim() == \"mcpcounter\")" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-file>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/deconvoluted> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/cancerType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/signature>
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig>
        cwl:in             <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/tissueType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/prot-alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/mrna-alg> ;
        cwl:out            <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/prot-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/mrna-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/cell-cor-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/pat-cor-file> ;
        cwl:run            <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl> ;
        cwl:scatter        ( <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/signature> <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/mrna-alg> <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/prot-alg> <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/cancerType> <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/tissueType> ) ;
        cwl:scatterMethod  ScatterMethod:flat_crossproduct .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/files>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/cell-cor-file> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/transcriptomics>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--transcriptomics" ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/protAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/cancerType> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/deconvoluted> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/mrnaAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/matrix> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/signature> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/deconvoluted> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/signatures> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mat/sigMatrixName>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/cancerType>
        cwl:inputBinding  [ CommandLineBinding:position  1 ;
                            CommandLineBinding:prefix    "--cancerType"
                          ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/matrix> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/alg> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/deconvoluted> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/mrna-algorithms>
        sld:type  [ sld:items  xsd:string ;
                    sld:type   sld:array
                  ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/get-celltype-cors/metricType>
        cwl:valueFrom  "cellType" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "run-epic-tool" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "--vanilla" "/bin/epic.r" ) ;
        cwl:arguments            ( "--vanilla" "/bin/epic.r" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/expression> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/deconvoluted> ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/epic"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/epic"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/proteomics>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--proteomics" ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/mrnaAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna>
        cwl:in   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/sampleType> ;
        cwl:out  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/download-mrna/matrix> ;
        cwl:run  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/sampleType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/protData/prot-data-cwl-tool.cwl#prot-data-cwl-tool/matrix>
        cwl:outputBinding  [ CommandOutputBinding:glob  "file.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var name = inputs.cancerType + '-' + inputs.sampleType + '-' + 'prot-raw.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/cancerType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/deconvoluted>
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-xcell-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "deconvoluted.tsv" ;
                             CommandOutputBinding:outputEval
                                     "${\n  var mat = inputs.signature.nameroot\n  var cancer = inputs.expression.nameroot\n  var name = cancer + '-xcell-'+ mat + '.tsv'\n  self[0].basename = name;\n  return self[0]\n  }\n"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv>
        a                        cwl:Workflow ;
        rdfs:label               "run-deconv" ;
        ns1:original_cwlVersion  "v1.2" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort> ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/matrix> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/deconvoluted> ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:StepInputExpressionRequirement ] ;
        cwl:requirements         [ a  cwl:StepInputExpressionRequirement ] ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/prot-algorithms>
        sld:type  [ sld:items  xsd:string ;
                    sld:type   sld:array
                  ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/transcriptomics>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/deconvoluted> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor/sampleType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk>
        a                        cwl:CommandLineTool ;
        rdfs:label               "rep-bulk" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "/bin/main_docker.R" ) ;
        cwl:arguments            ( "/bin/main_docker.R" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/expression> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/rowMeansImputation> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/signature> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/deconvoluted> ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/in-progress"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/in-progress"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-file>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna/deconvoluted> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/cibersort/run-cibersort-tool.cwl#run-cibersort-tool/signature>
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/signature>
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/signature> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/protAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/expression>
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          1 ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/deconvoluted>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/deconvoluted> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/BayesDeBulk/run-bayesdebulk-tool.cwl#rep-bulk/expression>
        cwl:inputBinding  [ CommandLineBinding:position  1 ;
                            CommandLineBinding:prefix    "--expressionFile"
                          ] ;
        cwl:inputBinding  [ CommandLineBinding:position  1 ;
                            CommandLineBinding:prefix    "--expressionFile"
                          ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/run-deconv/signature>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-mat/sigMatrix> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor>
        a                        cwl:Workflow ;
        rdfs:label               "call-deconv-and-cor" ;
        ns1:original_cwlVersion  "v1.2" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/celltype-cor> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-mrna> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor> ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/tissueType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/prot-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/pat-cor-file> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cell-cor-file> ;
        cwl:requirements         [ a  cwl:MultipleInputFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:SubworkflowFeatureRequirement ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/tissueTypes>
        sld:type  [ sld:items  xsd:string ;
                    sld:type   sld:array
                  ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/mRNAData/mrna-data-cwl-tool.cwl#mrna-data-cwl-tool/cancerType>
        cwl:inputBinding  [ CommandLineBinding:position  1 ;
                            CommandLineBinding:prefix    "--cancerType"
                          ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corrXcelltypes-cwl-tool.cwl#deconv-corrXcelltypes-cwl-tool/proteomics>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--proteomics" ] ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/run-deconv/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/mrnaAlg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cancerTypes>
        sld:type  [ sld:items  xsd:string ;
                    sld:type   sld:array
                  ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/cancerType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/prot-files>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/prot-file> ;
        sld:type          [ sld:items  cwl:File ;
                            sld:type   sld:array
                          ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-deconv.cwl#mrna-deconv/mrnaAlg>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "run-mcpcounter-tool" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "--vanilla" "/bin/mcpcounter.r" ) ;
        cwl:arguments            ( "--vanilla" "/bin/mcpcounter.r" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/expression> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/mcpcounter/run-mcpcounter-tool.cwl#run-mcpcounter-tool/deconvoluted> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/mcpcounter"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/mcpcounter"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "deconv-corr-cwl-tool" ;
        ns1:original_cwlVersion  "v1.0" ;
        cwl:arguments            ( "/bin/correlation.py" ) ;
        cwl:baseCommand          ( "python" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:hints                [ a                            cwl:NetworkAccess ;
                                   NetworkAccess:networkAccess  true
                                 ] ;
        cwl:hints                [ a                cwl:LoadListingRequirement ;
                                   cwl:loadListing  "deep_listing"
                                 ] ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/transcriptomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/sampleType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/spearOrPears> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/proteomics> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/cancerType> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/mrnaAlg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/protAlg> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/corr> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/correlation"
                                 ] ;
        cwl:requirements         [ a  cwl:StepInputExpressionRequirement ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/cancerTypes> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool>
        a                        cwl:CommandLineTool ;
        rdfs:label               "run-xcell-tool" ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "--vanilla" "/bin/xcell.r" ) ;
        cwl:arguments            ( "--vanilla" "/bin/xcell.r" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:baseCommand          ( "Rscript" ) ;
        cwl:cwlVersion           cwl:v1.2 ;
        cwl:inputs               <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/signature> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/expression> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl#run-xcell-tool/deconvoluted> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/xcell"
                                 ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "tumordeconv/xcell"
                                 ] .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/run-all-algs-by-sig/mrna-alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/mrna-prot-comparison.cwl#scatter-test/mrna-algorithms> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/correlations/deconv-corr-cwl-tool.cwl#deconv-corr-cwl-tool/spearOrPears>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--spearOrPears" ] ;
        sld:default       "spearman" ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/deconvoluted>
        cwl:outputSource  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/deconvoluted> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-mcpcounter/deconvoluted> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-cibersort/deconvoluted> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/deconvoluted> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-bayesdebulk/deconvoluted> ;
        cwl:pickValue     "first_non_null" ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/deconv-prot/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/download-prot/cancerType>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/prot-deconv.cwl#prot-deconv/cancerType> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell>
        cwl:in    <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/expression> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/alg> , <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/signature> ;
        cwl:out   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-xcell/deconvoluted> ;
        cwl:run   <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/xcell/run-xcell-tool.cwl> ;
        cwl:when  "$(inputs.alg.trim() == \"xcell\")" .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/patient-cor/mrnaAlg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/metrics/mrna-prot/call-deconv-and-cor.cwl#call-deconv-and-cor/mrna-alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/run-epic/alg>
        cwl:source  <https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/run-deconv.cwl#run-deconv/alg> .

<https://w3id.org/cwl/view/git/102f6c7259c126e58d733aac476386afe0f20b73/tumorDeconvAlgs/epic/run-epic-tool.cwl#run-epic-tool/signature>
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        cwl:inputBinding  [ CommandLineBinding:position
                          2 ] ;
        sld:type          cwl:File .
