Mercurial > repos > fabio > iwtomics
changeset 82:8e397b62df4c draft
Uploaded 20171006
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--- a/.shed.yml Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,26 +0,0 @@ -name: iwtomics -owner: iuc -categories: - - Statistics -description: Interval-Wise Testing for Omics Data -long_description: | - Implementation of the Interval-Wise Testing (IWT) for omics data. This - inferential procedure tests for differences in "Omics" data between two groups - of genomic regions (or between a group of genomic regions and a reference - center of symmetry), and does not require fixing location and scale at the - outset. -remote_repository_url: https://github.com/fabio-cumbo/IWTomics4Galaxy -homepage_url: https://bioconductor.org/packages/release/bioc/html/IWTomics.html -type: unrestricted -auto_tool_repositories: - name_template: "{{ tool_id }}" - descriptor_template: "Wrapper for IWTomics application: {{ tool_name }}." -suite: - name: "suite_iwtomics" - description: "A suite of Galaxy tools designed to work with the IWTomics R/Bioconductor package." - long_description: | - Implementation of the Interval-Wise Testing (IWT) for omics data. This - inferential procedure tests for differences in "Omics" data between two groups - of genomic regions (or between a group of genomic regions and a reference - center of symmetry), and does not require fixing location and scale at the - outset. \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/.shed.yml Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,26 @@ +name: iwtomics +owner: iuc +categories: + - Statistics +description: Interval-Wise Testing for Omics Data +long_description: | + Implementation of the Interval-Wise Testing (IWT) for omics data. This + inferential procedure tests for differences in "Omics" data between two groups + of genomic regions (or between a group of genomic regions and a reference + center of symmetry), and does not require fixing location and scale at the + outset. +remote_repository_url: https://github.com/fabio-cumbo/IWTomics4Galaxy +homepage_url: https://bioconductor.org/packages/release/bioc/html/IWTomics.html +type: unrestricted +auto_tool_repositories: + name_template: "{{ tool_id }}" + descriptor_template: "Wrapper for IWTomics application: {{ tool_name }}." +suite: + name: "suite_iwtomics" + description: "A suite of Galaxy tools designed to work with the IWTomics R/Bioconductor package." + long_description: | + Implementation of the Interval-Wise Testing (IWT) for omics data. This + inferential procedure tests for differences in "Omics" data between two groups + of genomic regions (or between a group of genomic regions and a reference + center of symmetry), and does not require fixing location and scale at the + outset. \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/loadandplot.R Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,144 @@ +if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { + args=commandArgs(TRUE) + + # get args names and values + args_values=strsplit(args,'=') + args_names=unlist(lapply(args_values,function(arg) arg[1])) + names(args_values)=args_names + args_values=lapply(args_values,function(arg) arg[2]) + # read filenames + outrdata=args_values$outrdata + outregions=args_values$outregions + outfeatures=args_values$outfeatures + outpdf=args_values$outpdf + regionspaths=unlist(strsplit(args_values$regionspaths,'\\|')) + if("regionsheaderfile" %in% args_names){ + # the file regionsheaderfile must contain as first column the (unique) regionsfilenames, + # as second column the corresponding ids and as third column the names + tryCatch({ + regionsheader=read.delim(args_values$regionsheaderfile,header=FALSE,stringsAsFactors=FALSE,row.names=1,sep="\t") + regionsfilenames=unlist(strsplit(args_values$regionsfilenames,'\\|')) + if(length(setdiff(regionsfilenames,row.names(regionsheader)))) { + write("IWTomics message: Not all region files are present in the first column of header file for regions.", stderr()) + quit(save="no", status=11) + } + id_regions=regionsheader[regionsfilenames,1] + name_regions=regionsheader[regionsfilenames,2] + }, error = function(err) { + write("IWTomics message: An error has occurred reading the header file for regions. Please try again.", stderr()) + quit(save="no", status=10) #error on header file + }) + }else{ + eval(parse(text=args[[which(args_names=='regionsgalaxyids')]])) + id_regions=paste0('data_',regionsgalaxyids) + name_regions=paste0('data_',regionsgalaxyids) + } + featurespaths=unlist(strsplit(args_values$featurespaths,'\\|')) + if("featuresheaderfile" %in% args_names){ + # the file featuresheaderfile must contain as first column the (unique) featuresfilenames, + # as second column the corresponding ids and as third column the names + tryCatch({ + featuresheader=read.delim(args_values$featuresheaderfile,header=FALSE,stringsAsFactors=FALSE,row.names=1,sep="\t") + featuresfilenames=unlist(strsplit(args_values$featuresfilenames,'\\|')) + if(length(setdiff(featuresfilenames,row.names(featuresheader)))) { + write("IWTomics message: Not all feature files are present in the first column of header file for features.", stderr()) + quit(save="no", status=21) + } + id_features=featuresheader[featuresfilenames,1] + name_features=featuresheader[featuresfilenames,2] + }, error = function(err) { + write("IWTomics message: An error has occurred reading the header file for features. Please try again.", stderr()) + quit(save="no", status=20) #error on header file + }) + }else{ + eval(parse(text=args[[which(args_names=='featuresgalaxyids')]])) + id_features=paste0('data_',featuresgalaxyids) + name_features=paste0('data_',featuresgalaxyids) + } + # read parameters (from smoothing on) + i_smoothing=which(args_names=='smoothing') + for(i in i_smoothing:length(args)){ + eval(parse(text=args[[i]])) + } + + # load data + tryCatch({ + regionsFeatures=IWTomicsData(regionspaths,featurespaths,alignment, + id_regions,name_regions,id_features,name_features,start.are.0based=start.are.0based) + }, error = function(err) { + if(grepl('invalid format',err$message)){ + write("IWTomics message: Not enough columns in input file.", stderr()) + quit(save="no", status=31) # error, not enough columns in input file + }else if(grepl('duplicated regions',err$message)){ + write("IWTomics message: Duplicated regions in region file.", stderr()) + quit(save="no", status=32) # error, duplicated regions in region file + }else if(grepl('duplicated windows',err$message)){ + write("IWTomics message: Duplicated windows in feature file.", stderr()) + quit(save="no", status=33) # error, duplicated windows in feature file + }else if(grepl('overlapping windows',err$message)){ + write("IWTomics message: Overlapping windows in feature file.", stderr()) + quit(save="no", status=34) # error, overlapping windows in feature file + }else if(grepl('not all regions in datasets',err$message)){ + write("IWTomics message: Windows in feature files do not cover all regions in region files.", stderr()) + quit(save="no", status=35) # error, windows in feature files do not cover all regions in region files + }else if(grepl('ifferent size windows',err$message)){ + write("IWTomics message: All windows in a feature file must have the same size.", stderr()) + quit(save="no", status=36) # error, all windows in a feature files must have the same size + } + #error loading data + write("IWTomics message: An error has occurred reading the data. Please try again.", stderr()) + quit(save="no", status=30) + }) + + # smooth data + if(smoothing!='no'){ + tryCatch({ + if(smoothing=='locpoly'){ + dist_knots=10 + }else if(smoothing=='kernel'){ + degree=3 + dist_knots=10 + }else if(smoothing=='splines'){ + bandwidth=5 + } + if(alignment=='scale'){ + if(scale==0){ + regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, + bandwidth=bandwidth,degree=degree,dist_knots=dist_knots) + }else{ + regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, + bandwidth=bandwidth,degree=degree,dist_knots=dist_knots,scale_grid=scale) + } + }else{ + regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, + bandwidth=bandwidth,degree=degree,dist_knots=dist_knots) + } + }, error = function(err) { + write("IWTomics message: An error has occurred smoothing the data. Please try again.", stderr()) + quit(save="no", status=40) #error on smoothing + }) + } + + # plot data + pdf(outpdf,width=10,height=8) + if(plottype=='boxplot'){ + # fix repeated probs + probs=sort(unique(probs)) + }else{ + probs=c(0.25,0.5,0.75) + } + plot(regionsFeatures,type=plottype,probs=probs,average=average,size=size,ask=FALSE) + dev.off() + + # create output + #write.table(cbind(unlist(strsplit(args_values$regionsfilenames,'\\|')),idRegions(regionsFeatures),nameRegions(regionsFeatures)), + #file=outregions,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + write.table(as.data.frame(t(idRegions(regionsFeatures))),file=outregions,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + #write.table(cbind(unlist(strsplit(args_values$featuresfilenames,'\\|')),idFeatures(regionsFeatures),nameFeatures(regionsFeatures)), + #file=outfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + write.table(as.data.frame(t(idFeatures(regionsFeatures))),file=outfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + save(regionsFeatures,file=outrdata) +}else{ + write("IWTomics message: Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) + quit(save="no", status=255) +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/loadandplot.xml Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,237 @@ +<tool id="iwtomics_loadandplot" name="IWTomics Load" version="@VERSION@.0"> + <description>Smooth and Plot</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="requirements" /> + + <command detect_errors="exit_code"> +<![CDATA[ + Rscript '$__tool_directory__/loadandplot.R' outrdata='${outrdata}' outregions='${outregions}' outfeatures='${outfeatures}' outpdf='${outpdf}' + + #set region_paths = '|'.join( [ str( $r ) for $r in $regions ] ) + regionspaths='${region_paths}' + #set region_galaxyids = ','.join( [ str( $r.hid ) for $r in $regions ] ) + regionsgalaxyids='c(${region_galaxyids})' + #set region_names = '|'.join( [ str( $r.name ) for $r in $regions ] ) + regionsfilenames='${region_names}' + #set region_header = str( $regionsheader ) + #if $region_header != "None": + regionsheaderfile='${region_header}' + #end if + + #set feature_paths = '|'.join( [ str( $f ) for $f in $features ] ) + featurespaths='${feature_paths}' + #set feature_galaxyids = ','.join( [ str( $f.hid ) for $f in $features ] ) + featuresgalaxyids='c(${feature_galaxyids})' + #set feature_names = '|'.join( [ str( $f.name ) for $f in $features ] ) + featuresfilenames='${feature_names}' + #set feature_header = str( $featuresheader ) + #if $feature_header != "None": + featuresheaderfile='${feature_header}' + #end if + + smoothing="'${conditionaltype.smoothing}'" + start.are.0based='${zerobased}' + #if $conditionaltype.smoothing == 'no': + alignment="'${conditionaltype.alignment}'" + #elif $conditionaltype.smoothing == 'locpoly': + bandwidth='${conditionaltype.locpolybandwidth}' + degree='${conditionaltype.locpolydegree}' + alignment="'${conditionaltype.conditionalscale.alignment}'" + #elif $conditionaltype.smoothing == 'kernel': + bandwidth='${conditionaltype.kernelbandwidth}' + alignment="'${conditionaltype.conditionalscale.alignment}'" + #elif $conditionaltype.smoothing == 'splines': + degree='${conditionaltype.splinesdegree}' + dist_knots='${conditionaltype.splinesdistknots}' + alignment="'${conditionaltype.conditionalscale.alignment}'" + #end if + + #if $conditionaltype.smoothing != 'no': + #if $conditionaltype.conditionalscale.alignment == 'scale': + scale='${conditionaltype.conditionalscale.scalegrid}' + fill_gaps='TRUE' + #else + fill_gaps='${conditionaltype.conditionalscale.fillgaps}' + #end if + #end if + + average='${plotres.average}' + size='${plotres.size}' + plottype="'${plotres.conditionalplottype.plottype}'" + #if $plotres.conditionalplottype.plottype == 'boxplot': + #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) + #if $probs != "": + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' + #else: + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' + #end if + #end if +]]> + </command> + + <inputs> + <!-- regions --> + <param format="tabular" name="regions" type="data" label="Select region files" multiple="true" help="" /> + <param format="tabular" name="regionsheader" type="data" label="Insert header file for regions (optional)" optional="true" help="Tabular file. Column 1: names of the region files; Column 2: unique identifiers of the region datasets (spaces and special characters are not allowed); Column 3: name of the region datasets to be used in the output." /> + + <!-- features --> + <param format="tabular" name="features" type="data" label="Select feature files" multiple="true" help="" /> + <param format="tabular" name="featuresheader" type="data" label="Insert header file for features (optional)" optional="true" help="Tabular file. Column 1: names of the feature files; Column 2: unique identifiers of the features (spaces and special characters are not allowed); Column 3: name of the features to be used in the output." /> + + <!-- zero-base one-base --> + <param name="zerobased" type="select" label="Start positions are:" multiple="false" help=""> + <option value="TRUE">0-based</option> + <option value="FALSE">1-based</option> + </param> + + <!-- conditional smoothing --> + <conditional name="conditionaltype"> + <!-- smoothing --> + <param name="smoothing" type="select" label="Smoothing" help="Type of smoothing to be applied to the feature curves."> + <option value="no">No</option> + <option value="locpoly">Local Polynomials</option> + <option value="kernel">Gaussian Kernel</option> + <option value="splines">B-Splines</option> + </param> + <!-- conditional choice: smoothing=no --> + <when value="no"> + <expand macro="alignment" /> + </when> + <!-- conditional choice: smoothing=locpoly --> + <when value="locpoly"> + <param name="locpolybandwidth" type="integer" value="5" min="2" label="Bandwidth for smoothing" help="" /> + <param name="locpolydegree" type="integer" value="3" min="0" label="Degree of local polynomial" help="" /> + <!-- conditional region alignment --> + <expand macro="alignment-s" /> + </when> + <!-- conditional choice: smoothing=kernel --> + <when value="kernel"> + <param name="kernelbandwidth" type="integer" value="5" min="2" label="Bandwidth for smoothing" help="" /> + <!-- conditional region alignment --> + <expand macro="alignment-s" /> + </when> + <!-- conditional choice: smoothing=splines --> + <when value="splines"> + <param name="splinesdegree" type="integer" value="3" min="0" label="Degree of B-splines" help="" /> + <param name="splinesdistknots" type="integer" value="10" min="2" label="Distance between nodes (approximate)" help="" /> + <!-- conditional region alignment --> + <expand macro="alignment-s" /> + </when> + </conditional> + + <!-- plot IWTomics results --> + <section name="plotres" title="Plot data" expanded="True"> + <expand macro="plot-params" /> + </section> + </inputs> + + <outputs> + <data format="rdata" name="outrdata" label="${tool.name} on ${on_string}: IWTomicsData Object" from_work_dir="iwtomics.loadandplot.RData" /> + <data format="tabular" name="outregions" label="${tool.name} on ${on_string}: Region Dataset IDs" from_work_dir="iwtomics.loadandplot.regions.txt" /> + <data format="tabular" name="outfeatures" label="${tool.name} on ${on_string}: Feature IDs" from_work_dir="iwtomics.loadandplot.features.txt" /> + <data format="pdf" name="outpdf" label="${tool.name} on ${on_string}: Plotted Data" from_work_dir="iwtomics.loadandplot.pdf" /> + </outputs> + + <tests> + <test> + <param name="regions" value="input/Controls_regions.bed,input/Elements1_regions.bed,input/Elements2_regions.bed,input/Elements3_regions.bed" ftype="bed" /> + <param name="regionsheader" value="input/regions.header.txt" ftype="tabular" /> + <param name="features" value="input/Feature1.bed,input/Feature2.bed" ftype="bed" /> + <param name="featuresheader" value="input/features.header.bed.txt" ftype="tabular" /> + <param name="zerobased" value="TRUE" /> + <param name="smoothing" value="kernel" /> + <param name="alignment" value="center" /> + <param name="kernelbandwidth" value="5" /> + <param name="fillgaps" value="TRUE" /> + <param name="average" value="TRUE" /> + <param name="size" value="TRUE" /> + <param name="plottype" value="boxplot" /> + <param name="prob0" value="0.25" /> + <param name="prob1" value="0.5" /> + <param name="prob2" value="0.75" /> + <output name="outrdata" file="output_loadandplot/iwtomics.loadandplot.RData" compare="sim_size" /> + <output name="outregions" file="output_loadandplot/iwtomics.loadandplot.regions.txt" /> + <output name="outfeatures" file="output_loadandplot/iwtomics.loadandplot.features.txt" /> + <output name="outpdf" file="output_loadandplot/iwtomics.loadandplot.pdf" compare="sim_size" /> + </test> + </tests> + + <help><![CDATA[ +This tool imports a collection of genomic region datasets, and associates to each region +multiple genomic feature measurements. It allows to align the regions in multiple ways +(center, left, right or scale alignment), to smooth the feature curves (possibly filling gaps in the +measurements) and to create a graphical representation of the feature measurements in each +region datasets (aligned curves or pointwise quantile curves). + +----- + +**Region datasets** + +Each region dataset can be provided as a BED or Tabular file with tab delimited columns chr +start end (extra columns present in the input file are ignored). Regions can be of different +length:: + + chr2 49960150 50060150 + chr2 55912445 56012445 + ... + +----- + +**Feature measurements** + +Feature measurements corresponding to all the regions can be provided as a BED or Tabular +file with tab delimited columns chr start end value:: + + chr2 49960150 49962150 0.9426 + chr2 49962150 49964150 0.7816 + ... + +Each feature must be measured in windows of a fixed size inside all the regions (missing +values must be indicated as NA). Another way to import feature measurements is from a +Tabular file with the first three columns chr start end corresponding to the different genomic +regions, followed on the same row by all the measurements in fixed-size windows:: + + chr2 49960150 50060150 0.9426 0.7816 0.8921 ... ... 1.2063 + chr2 55912445 56012445 0.8719 0.9975 1.1619 ... ... 0.9601 + ... + +----- + +**Output** + +The tool returns: + +1. RData with the IWTomicsData object, that stores the aligned genomic region datasets, and their associated feature measurements; +2. Region dataset identifiers; +3. Feature identifiers; +4. PDF file with the plotted data. + +1-3 can be used as input of the tool *IWTomics Test and Plot* + +----- + +.. class:: infomark + +**Notes** + +This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy - fabio.cumbo@iasi.cnr.it) and Marzia A. Cremona (The Pennsylvania State University, USA - mac78@psu.edu). + +It implements a simplified version of the methods *smooth* and *plot* for *IWTomicsData* objects. +The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). + +.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf + +Example data can be found at: + +1. Simulated_data_ +2. ETn_data_ + +.. _Simulated_data: https://usegalaxy.org/u/fabio-cumbo/h/iwtomics-example +.. _ETn_data: https://usegalaxy.org/u/fabio-cumbo/h/iwtomics-etn-example + ]]></help> + + <expand macro="citations" /> + +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/macros.xml Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,106 @@ +<macros> + <token name="@VERSION@">1.0.0</token> + <xml name="requirements"> + <requirements> + <requirement type="package" version="3.3.1">r-base</requirement> + <requirement type="package" version="@VERSION@">bioconductor-iwtomics</requirement> + </requirements> + </xml> + + <xml name="alignment-s"> + <conditional name="conditionalscale"> + <param name="alignment" type="select" label="Region alignment" help=""> + <option value="center">Center - Alignment on the central position</option> + <option value="left">Left - Alignment on the starting position</option> + <option value="right">Right - Alignment on the ending position</option> + <option value="scale">Scale - Scaling all regions to the same length</option> + </param> + <when value="center"> + <!-- fill gaps --> + <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> + </when> + <when value="left"> + <!-- fill gaps --> + <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> + </when> + <when value="right"> + <!-- fill gaps --> + <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> + </when> + <when value="scale"> + <param name="scalegrid" type="integer" value="0" min="0" label="Number of grid points" help="Number of equally-spaced grid points over which the smoothed curves are evaluated." /> + </when> + </conditional> + </xml> + + <xml name="alignment"> + <param name="alignment" type="select" label="Region alignment" help=""> + <option value="center">Center - Alignment on the central position</option> + <option value="left">Left - Alignment on the starting position</option> + <option value="right">Right - Alignment on the ending position</option> + </param> + </xml> + + <xml name="citations"> + <citations> + <citation type="doi">10.1080/10485252.2017.1306627</citation> + <citation type="bibtex"> + @MANUAL{ + iwtomics, + author = {Cremona, M.A. and Pini, A. and Chiaromonte, F. and Vantini, S.}, + title = {IWTomics: Interval-Wise Testing for Omics Data}, + note = {R package version 1.0.0}, + year = {2017} + } + </citation> + </citations> + </xml> + + <xml name="plot-params"> + <!-- average --> + <param name="average" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Plot the mean curves" /> + <!-- average --> + <param name="size" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Plot sample size in each position" /> + <!-- conditional plot type --> + <conditional name="conditionalplottype"> + <!-- plot type --> + <param name="plottype" type="select" label="Plot type"> + <option value="boxplot">Pointwise quantile curves (boxplot)</option> + <option value="curves">Curves (aligned)</option> + </param> + <!-- conditional choice: plottype=boxplot --> + <when value="boxplot"> + <section name="probabilitiessection" title="Probabilities" expanded="True" help="Probabilities corresponding to the quantile curves to be drawn."> + <param name="prob0" size="3" type="float" value="0.25" min="0.0" max="1.0" label="Probability" /> + <param name="prob1" size="3" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> + <param name="prob2" size="3" type="float" value="0.75" min="0.0" max="1.0" label="Probability" /> + <repeat name="probabilities" title="Probabilities"> + <param name="prob" size="3" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> + </repeat> + </section> + </when> + </conditional> + </xml> + + <xml name="plot-sum"> + <section name="plotsum" title="Summary plot" expanded="True"> + <!-- conditional group by --> + <conditional name="conditionalgroupby"> + <!-- group by --> + <param name="groupby" type="select" label="Group by" help="How tests should be grouped."> + <option value="none">No plot</option> + <option value="test">Group by test</option> + <option value="feature">Group by feature</option> + </param> + <when value="test"> + <param name="testalphaplot" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> + <param name="testonlysig" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Plot only significant tests" /> + </when> + <when value="feature"> + <param name="featurealphaplot" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> + <param name="featureonlysig" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Plot only significant tests" /> + </when> + </conditional> + </section> + </xml> +</macros> \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/plotwithscale.R Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,117 @@ +if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { + args=commandArgs(TRUE) + + # get args names and values + args_values=strsplit(args,'=') + args_names=unlist(lapply(args_values,function(arg) arg[1])) + names(args_values)=args_names + args_values=lapply(args_values,function(arg) arg[2]) + # read filenames + adjustedpvalue=args_values$adjustedpvalue + iwtomicsrespdf=args_values$iwtomicsrespdf + iwtomicssumpdf=args_values$iwtomicssumpdf + iwtomicsrdata=args_values$iwtomicsrdata + iwtomicstests=args_values$iwtomicstests + iwtomicsselectedfeatures=args_values$iwtomicsselectedfeatures + test_subset=paste0('c(',strsplit(args_values$test_subset,'\\|')[[1]],')') + feature_subset=paste0('c(',strsplit(args_values$feature_subset,'\\|')[[1]],')') + # read parameters (from test_subset on) + i_scale_subset=which(args_names=='scale_subset') + for(i in i_scale_subset:length(args)){ + eval(parse(text=args[[i]])) + } + + # load RData + load(iwtomicsrdata) + # read testids and featureids and check them + unlisted=lapply(seq_along(test_subset), + function(i){ + test_subset_i=eval(parse(text=test_subset[i])) + feature_subset_i=eval(parse(text=feature_subset[i])) + test_subset_i=rep(test_subset_i,each=length(feature_subset_i)) + feature_subset_i=rep(feature_subset_i,length.out=length(test_subset_i)) + scale_subset_i=rep(scale_subset[i],length(test_subset_i)) + return(list(test_subset=test_subset_i,feature_subset=feature_subset_i,scale_subset=scale_subset_i)) + }) + test_subset=unlist(lapply(unlisted,function(l) l$test_subset)) + feature_subset=unlist(lapply(unlisted,function(l) l$feature_subset)) + scale_subset=unlist(lapply(unlisted,function(l) l$scale_subset)) + testids=as.character(read.delim(iwtomicstests,header=FALSE,sep='\t',stringsAsFactors=FALSE)) + featureids=as.character(read.delim(iwtomicsselectedfeatures,header=FALSE,sep='\t',stringsAsFactors=FALSE)) + id_features_subset=featureids[feature_subset] + if(sum(testids!=paste(testInput(regionsFeatures_test)$id_region1,'vs',testInput(regionsFeatures_test)$id_region2))){ + write("Wrong test ids.", stderr()) + quit(save="no", status=10) + } + if(sum(featureids!=idFeatures(regionsFeatures_test))){ + write("Wrong feature ids.", stderr()) + quit(save="no", status=20) + } + # retrieve test and features_subset ids + id_features_subset=featureids[feature_subset] + if(sum(duplicated(paste0(test_subset,id_features_subset)))){ + write("Two scale thresholds selected for the same test and feature.", stderr()) + quit(save="no", status=30) + } + # If scale_subset=0, do not change the threshold + default=(scale_subset==0) + scale_subset=scale_subset[!default] + test_subset=test_subset[!default] + id_features_subset=id_features_subset[!default] + + # get scale threshold + scale_threshold=lapply(regionsFeatures_test@test$result, + function(result) unlist(lapply(result,function(feature) feature$max_scale))) + for(i in seq_along(test_subset)){ + if(scale_threshold[[test_subset[i]]][id_features_subset[i]]<scale_subset[i]){ + write("Scale threshold too high.", stderr()) + quit(save="no", status=40) + } + scale_threshold[[test_subset[i]]][id_features_subset[i]]=scale_subset[i] + } + + # create adjustedvalue output + pval=adjusted_pval(regionsFeatures_test,scale_threshold=scale_threshold) + for(test in seq_along(pval)){ + for(id_feature in idFeatures(regionsFeatures_test)){ + write(paste0('Test: ',testids[test],', on feature ',id_feature), + file=adjustedpvalue,append=TRUE,sep='\t') + pval_i=as.data.frame(t(pval[[test]][[id_feature]])) + row.names(pval_i)=paste('Scale',scale_threshold[[test]][[id_feature]]) + write.table(pval_i,file=adjustedpvalue,append=TRUE,sep='\t',quote=FALSE,row.names=TRUE,col.names=FALSE) + write('',file=adjustedpvalue,append=TRUE,sep='\t') + } + } + + + # plot test results + pdf(iwtomicsrespdf,width=5,height=7) + if(plottype=='boxplot'){ + # fix repeated probs + probs=sort(unique(probs)) + }else{ + probs=c(0.25,0.5,0.75) + } + plotTest(regionsFeatures_test,alpha=testalpha,type=plottype,probs=probs,average=average,size=size,scale_threshold=scale_threshold,ask=FALSE) + dev.off() + + # plot summary results + if(groupby!='none'){ + tryCatch({ + pdf(iwtomicssumpdf,width=15,height=10) + plotSummary(regionsFeatures_test,alpha=summaryalpha,only_significant=only_significant,groupby=groupby,scale_threshold=scale_threshold,ask=FALSE,append=TRUE) + dev.off() + }, error = function(err) { + if (grepl('selected features with different resolution',err$message)) { + write("Group by 'test' but selected features with different resolution.", stderr()) + quit(save="no", status=50) #error: groupby 'test' but selected features with different resolution. + } + write("Summary plot error. Please try again.", stderr()) + quit(save="no", status=60) #error + }) + } + +}else{ + write("Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) + quit(save="no", status=255) +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/plotwithscale.xml Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,149 @@ +<tool id="iwtomics_plotwithscale" name="IWTomics Plot with Threshold" version="@VERSION@.0"> + <description>on Test Scale</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="requirements" /> + + <command detect_errors="exit_code"> +<![CDATA[ + Rscript '$__tool_directory__/plotwithscale.R' adjustedpvalue='${adjustedpvalue}' iwtomicsrespdf='${iwtomicsrespdf}' iwtomicssumpdf='${iwtomicssumpdf}' + iwtomicsrdata='${rdata}' + iwtomicstests='${testids}' + iwtomicsselectedfeatures='${featureids}' + + #set test_subset = '|'.join( [ str( $e.test ) for $e in $scalesection.thresholdontestscale ] ) + test_subset='${test_subset}' + #set feature_subset = '|'.join( [ str( $e.feature ) for $e in $scalesection.thresholdontestscale ] ) + feature_subset='${feature_subset}' + #set scale_subset = ','.join( [ str( $e.scale ) for $e in $scalesection.thresholdontestscale ] ) + scale_subset='c(${scale_subset})' + + testalpha='${plotres.alpha}' + average='${plotres.average}' + size='${plotres.size}' + plottype="'${plotres.conditionalplottype.plottype}'" + #if $plotres.conditionalplottype.plottype == 'boxplot': + #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) + #if $probs != "": + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' + #else: + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' + #end if + #end if + + groupby="'${plotsum.conditionalgroupby.groupby}'" + #if $plotsum.conditionalgroupby.groupby == "test": + summaryalpha='${plotsum.conditionalgroupby.testalphaplot}' + only_significant='${plotsum.conditionalgroupby.testonlysig}' + #elif $plotsum.conditionalgroupby.groupby == "feature": + summaryalpha='${plotsum.conditionalgroupby.featurealphaplot}' + only_significant='${plotsum.conditionalgroupby.featureonlysig}' + #end if +]]> + </command> + + <inputs> + <!-- RData --> + <param format="rdata" name="rdata" type="data" label="Select IWTomicsData object with test results" help="File created by 'IWTomics Test and Plot'." /> + <!-- test IDs --> + <param format="tabular" name="testids" type="data" label="Select test IDs" help="File created by 'IWTomics Test and Plot'." /> + <!-- feature IDs --> + <param format="tabular" name="featureids" type="data" label="Select feature IDs" help="File created by 'IWTomics Test and Plot'." /> + + <!-- repeat threshold on test scale --> + <section name="scalesection" title="Select scale for Interval-Wise Testing and plot" expanded="True" help="Maximum interval length for the p-value adjustment. If 0 the maximum possible scale is used."> + <repeat name="thresholdontestscale" title="Threshold on test scale" min="1"> + <param name="test" type="data_column" data_ref="testids" numerical="False" label="Test ID" multiple="True" use_header_names="True" /> + <param name="feature" type="data_column" data_ref="featureids" numerical="False" label="Feature ID" multiple="True" use_header_names="True" /> + <param name="scale" type="integer" value="0" min="0" label="Scale" /> + </repeat> + </section> + + <!-- plot IWTomics results --> + <section name="plotres" title="Plot IWTomics test results" expanded="True"> + <!-- alpha --> + <param name="alpha" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> + <expand macro="plot-params" /> + </section> + + <!-- summary plot --> + <expand macro="plot-sum" /> + </inputs> + + <outputs> + <data format="txt" name="adjustedpvalue" label="${tool.name} on ${on_string}: Adjusted p-value" from_work_dir="iwtomics.plotwithscale.adjustedpvalue.txt" /> + <data format="pdf" name="iwtomicsrespdf" label="${tool.name} on ${on_string}: Plotted Test Results" from_work_dir="iwtomics.plotwithscale.iwtomicstestresults.pdf" /> + <data format="pdf" name="iwtomicssumpdf" label="${tool.name} on ${on_string}: Summary Plot" from_work_dir="iwtomics.plotwithscale.summaryplot.pdf" /> + </outputs> + + <tests> + <test> + <param name="rdata" value="output_testandplot/iwtomics.testandplot.RData" ftype="rdata" /> + <param name="testids" value="output_testandplot/iwtomics.testandplot.tests.txt" ftype="tabular" /> + <param name="featureids" value="output_testandplot/iwtomics.testandplot.selectedfeatures.txt" ftype="tabular" /> + <repeat name="thresholdontestscale"> + <param name="test" value="1" /> + <param name="feature" value="1" /> + <param name="scale" value="10" /> + </repeat> + <repeat name="thresholdontestscale"> + <param name="test" value="1,2,3" /> + <param name="feature" value="2" /> + <param name="scale" value="20" /> + </repeat> + <param name="alpha" value="0.05" /> + <param name="average" value="TRUE" /> + <param name="size" value="TRUE" /> + <param name="plottype" value="boxplot" /> + <param name="prob0" value="0.25" /> + <param name="prob1" value="0.5" /> + <param name="prob2" value="0.75" /> + <param name="groupby" value="feature" /> + <param name="featurealphaplot" value="0.05" /> + <param name="featureonlysig" value="TRUE" /> + <output name="adjustedpvalue" file="output_plotwithscale/iwtomics.plotwithscale.adjustedpvalue.txt" compare="sim_size" /> + <output name="iwtomicsrespdf" file="output_plotwithscale/iwtomics.plotwithscale.iwtomicstestresults.pdf" compare="sim_size" /> + <output name="iwtomicssumpdf" file="output_plotwithscale/iwtomics.plotwithscale.summaryplot.pdf" compare="sim_size" /> + </test> + </tests> + + <help><![CDATA[ +This tool allows to select the scale for the Interval-Wise Testing results. In particular, it returns the p-value curves +for the different tests performed at the selected scale, and it creates a graphical representation of the +Interval-Wise Testing results and a summary plot (optional) at the selected scale. + +----- + +**Input files** + +RData file with the IWTomicsData object with test results, tabular files with test IDs and feature IDs. +These files are created by the tool *IWTomics Test and Plot*. + +----- + +**Output** + +The tool returns: + +1. TXT file with an adjusted p-value curve for every test performed at the selected scale; +2. PDF file with the plotted test results; +3. PDF file with the summary plot. + +----- + +.. class:: infomark + +**Notes** + +This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy) and Marzia A. Cremona (The Pennsylvania State University, USA). + +It implements a simplified version of the function *IWTomicsTest*, *plotTest* and *plotSummary* for *IWTomicsData* objects. +The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). + +.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf + ]]></help> + + <expand macro="citations" /> + +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/Controls_regions.bed Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,35 @@ +chr1 91399892 91499892 +chr1 116447079 116547079 +chr2 231381109 231481109 +chr3 47386633 47486633 +chr3 99195712 99295712 +chr3 116765114 116865114 +chr3 134345017 134445017 +chr4 68064019 68164019 +chr4 137465811 137565811 +chr4 173293016 173393016 +chr5 59044110 59144110 +chr5 94592763 94692763 +chr5 108436006 108536006 +chr5 110836898 110936898 +chr5 146661073 146761073 +chr6 99727306 99827306 +chr7 88291325 88391325 +chr7 120999784 121099784 +chr8 126860366 126960366 +chr8 127636547 127736547 +chr11 41362564 41462564 +chr11 101741527 101841527 +chr12 15210277 15310277 +chr13 91106037 91206037 +chr13 91518822 91618822 +chr13 98959030 99059030 +chr15 39087176 39187176 +chr17 58542142 58642142 +chr18 12199823 12299823 +chr20 8173704 8273704 +chr21 16255112 16355112 +chr21 45089115 45189115 +chrX 23898983 23998983 +chrX 37029585 37129585 +chrX 103593349 103693349
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/Elements1_regions.bed Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,25 @@ +chr2 49960150 50060150 +chr2 55912445 56012445 +chr3 140326750 140426750 +chr4 41772201 41872201 +chr4 70629719 70729719 +chr4 109340735 109440735 +chr5 15025389 15125389 +chr5 43028888 43128888 +chr5 58231354 58331354 +chr5 91277761 91377761 +chr5 119464508 119564508 +chr6 85309170 85409170 +chr6 85762072 85862072 +chr6 134621363 134721363 +chr6 147470164 147570164 +chr7 77195798 77295798 +chr7 77880914 77980914 +chr7 114805399 114905399 +chr10 46350885 46450885 +chr10 67833078 67933078 +chr12 27722692 27822692 +chr12 95518506 95618506 +chr12 117863466 117963466 +chr14 100464166 100564166 +chrX 29266748 29366748
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/Elements2_regions.bed Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,20 @@ +chr1 65942901 66042901 +chr1 117128102 117228102 +chr1 190338169 190438169 +chr2 227365478 227465478 +chr6 50856764 50956764 +chr6 135703067 135803067 +chr7 38228726 38328726 +chr7 51115898 51215898 +chr7 150325760 150425760 +chr8 25475691 25575691 +chr9 73374609 73474609 +chr11 55092625 55192625 +chr11 86581661 86681661 +chr12 12795284 12895284 +chr12 48151882 48251882 +chr12 83109951 83209951 +chr15 31430278 31530278 +chr15 65610815 65710815 +chr17 40766223 40866223 +chr20 17245048 17345048
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/Elements3_regions.bed Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,28 @@ +chr1 49721616 49821616 +chr1 95059425 95159425 +chr1 207236313 207336313 +chr2 73790843 73890843 +chr3 134465321 134565321 +chr4 43433669 43533669 +chr4 122032777 122132777 +chr5 12701747 12801747 +chr5 58501529 58601529 +chr5 152853250 152953250 +chr6 136085023 136185023 +chr6 147019529 147119529 +chr7 14192964 14292964 +chr7 125519883 125619883 +chr8 77652872 77752872 +chr8 108375665 108475665 +chr9 2984971 3084971 +chr10 978822 1078822 +chr11 18395046 18495046 +chr12 47273592 47373592 +chr12 60095778 60195778 +chr12 84854096 84954096 +chr12 95157539 95257539 +chr14 23982000 24082000 +chr16 1875335 1975335 +chr16 66789863 66889863 +chr18 64644131 64744131 +chr21 15966609 16066609
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+chr18 64688131 64690131 4.61156619971275 +chr18 64690131 64692131 4.66622025797826 +chr18 64692131 64694131 5.34521271919367 +chr18 64694131 64696131 9.87597953863361 +chr18 64696131 64698131 7.05091406041253 +chr18 64698131 64700131 8.00182216055189 +chr18 64700131 64702131 7.91390780851007 +chr18 64702131 64704131 6.60478767008177 +chr18 64704131 64706131 8.42205253797048 +chr18 64706131 64708131 8.4092636416611 +chr18 64708131 64710131 7.33893411142367 +chr18 64710131 64712131 6.44977234209029 +chr18 64712131 64714131 6.14212509408095 +chr18 64714131 64716131 7.33470365201403 +chr18 64716131 64718131 6.14466300830508 +chr18 64718131 64720131 6.28759018496124 +chr18 64720131 64722131 6.13121264285508 +chr18 64722131 64724131 6.25464222302313 +chr18 64724131 64726131 6.22857474092805 +chr18 64726131 64728131 6.7164061474755 +chr18 64728131 64730131 7.71694797882967 +chr18 64730131 64732131 6.47134532938063 +chr18 64732131 64734131 5.44078856911433 +chr18 64734131 64736131 6.72171185147245 +chr18 64736131 64738131 7.45623695140267 +chr18 64738131 64740131 6.66053173863693 +chr18 64740131 64742131 7.26582262622926 +chr18 64742131 64744131 7.26639325298473 +chr21 15966609 15968609 3.61661096782077 +chr21 15968609 15970609 4.73386208722406 +chr21 15970609 15972609 5.8015549021153 +chr21 15972609 15974609 4.96167153907388 +chr21 15974609 15976609 3.95102647749112 +chr21 15976609 15978609 3.97020922833049 +chr21 15978609 15980609 5.33786080501161 +chr21 15980609 15982609 4.36434578068312 +chr21 15982609 15984609 5.80198476623914 +chr21 15984609 15986609 5.35739211903602 +chr21 15986609 15988609 6.08746983525949 +chr21 15988609 15990609 4.34773396054126 +chr21 15990609 15992609 5.13949591522979 +chr21 15992609 15994609 3.73402272260864 +chr21 15994609 15996609 5.39450798275315 +chr21 15996609 15998609 5.55466043086729 +chr21 15998609 16000609 5.28998031818056 +chr21 16000609 16002609 6.19329925730006 +chr21 16002609 16004609 2.67150074437477 +chr21 16004609 16006609 5.16423939358034 +chr21 16006609 16008609 4.69609507505699 +chr21 16008609 16010609 5.44942073640721 +chr21 16010609 16012609 6.03847400860453 +chr21 16012609 16014609 5.97649168698122 +chr21 16014609 16016609 5.36013704359642 +chr21 16016609 16018609 7.92817462773764 +chr21 16018609 16020609 7.69377454814871 +chr21 16020609 16022609 8.80647396276848 +chr21 16022609 16024609 8.52452119781362 +chr21 16024609 16026609 7.89462789559928 +chr21 16026609 16028609 6.13805198380259 +chr21 16028609 16030609 4.64531272265593 +chr21 16030609 16032609 6.29826676008479 +chr21 16032609 16034609 7.79487866360525 +chr21 16034609 16036609 7.31994055340419 +chr21 16036609 16038609 8.8004479775322 +chr21 16038609 16040609 8.25854856063076 +chr21 16040609 16042609 5.04576860851306 +chr21 16042609 16044609 7.30730130969012 +chr21 16044609 16046609 7.83870783306589 +chr21 16046609 16048609 7.63074529828173 +chr21 16048609 16050609 6.43100021814285 +chr21 16050609 16052609 7.27551387601485 +chr21 16052609 16054609 6.26545170591659 +chr21 16054609 16056609 7.12562466213381 +chr21 16056609 16058609 6.26895239202312 +chr21 16058609 16060609 7.3992370168724 +chr21 16060609 16062609 7.97487587946482 +chr21 16062609 16064609 6.76355670816454 +chr21 16064609 16066609 6.11742019669001
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/features.header.bed.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,2 @@ +Feature1.bed ftr1 Feature 1 +Feature2.bed ftr2 Feature 2 \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/input/regions.header.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,4 @@ +Elements1_regions.bed elem1 Elements 1 +Elements2_regions.bed elem2 Elements 2 +Elements3_regions.bed elem3 Elements 3 +Controls_regions.bed control Controls \ No newline at end of file
Binary file iwtomics-1.0/test-data/output_loadandplot/._iwtomics.loadandplot.features.txt has changed
Binary file iwtomics-1.0/test-data/output_loadandplot/._iwtomics.loadandplot.regions.txt has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_loadandplot/iwtomics.loadandplot.features.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,1 @@ +ftr1 ftr2
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_loadandplot/iwtomics.loadandplot.regions.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,1 @@ +control elem1 elem2 elem3
Binary file iwtomics-1.0/test-data/output_plotwithscale/._iwtomics.plotwithscale.adjustedpvalue.txt has changed
Binary file iwtomics-1.0/test-data/output_plotwithscale/._iwtomics.plotwithscale.iwtomicstestresults.pdf has changed
Binary file iwtomics-1.0/test-data/output_plotwithscale/._iwtomics.plotwithscale.summaryplot.pdf has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_plotwithscale/iwtomics.plotwithscale.adjustedpvalue.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,18 @@ +Test: elem1 vs control, on feature ftr1 +Scale 10 0.337 0.492 0.718 0.884 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.948 0.886 0.817 0.813 0.839 0.889 0.947 0.983 0.97 0.97 0.935 0.777 0.554 0.362 0.457 0.681 0.84 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.852 0.752 0.691 0.802 0.905 0.995 0.995 0.937 0.817 0.688 + +Test: elem1 vs control, on feature ftr2 +Scale 20 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 + +Test: elem2 vs control, on feature ftr1 +Scale 50 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 + +Test: elem2 vs control, on feature ftr2 +Scale 20 0.989 0.937 0.845 0.759 0.644 0.545 0.545 0.583 0.739 0.802 0.805 0.801 0.801 0.819 0.801 0.696 0.598 0.561 0.653 0.733 0.829 0.899 0.918 0.918 0.918 0.918 0.926 0.926 0.926 0.926 0.965 0.926 0.922 0.922 0.922 0.98 0.922 0.922 0.922 0.922 0.922 0.922 0.922 0.929 0.922 0.922 0.922 0.922 0.922 0.922 + +Test: elem3 vs control, on feature ftr1 +Scale 50 0.756 0.756 0.644 0.644 0.662 0.823 0.943 1 0.986 0.927 0.806 0.488 0.117 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.186 0.698 0.885 0.732 0.602 0.474 0.381 0.381 0.455 0.607 0.822 0.822 0.689 + +Test: elem3 vs control, on feature ftr2 +Scale 20 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.9 0.9 0.9 0.792 0.181 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 +
Binary file iwtomics-1.0/test-data/output_plotwithscale/iwtomics.plotwithscale.iwtomicstestresults.pdf has changed
Binary file iwtomics-1.0/test-data/output_plotwithscale/iwtomics.plotwithscale.summaryplot.pdf has changed
Binary file iwtomics-1.0/test-data/output_testandplot/._iwtomics.testandplot.adjustedpvalue.matrix.txt has changed
Binary file iwtomics-1.0/test-data/output_testandplot/._iwtomics.testandplot.iwtomicstestresults.pdf has changed
Binary file iwtomics-1.0/test-data/output_testandplot/._iwtomics.testandplot.selectedfeatures.txt has changed
Binary file iwtomics-1.0/test-data/output_testandplot/._iwtomics.testandplot.summaryplot.pdf has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_testandplot/iwtomics.testandplot.adjustedpvalue.matrix.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,312 @@ +Test: elem1 vs control, on feature ftr1 +Scale 50 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 +Scale 49 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 +Scale 48 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 +Scale 47 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 +Scale 46 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 +Scale 45 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 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0.001 +
Binary file iwtomics-1.0/test-data/output_testandplot/iwtomics.testandplot.iwtomicstestresults.pdf has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_testandplot/iwtomics.testandplot.selectedfeatures.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,1 @@ +ftr1 ftr2
Binary file iwtomics-1.0/test-data/output_testandplot/iwtomics.testandplot.summaryplot.pdf has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/test-data/output_testandplot/iwtomics.testandplot.tests.txt Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,1 @@ +elem1 vs control elem2 vs control elem3 vs control
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/testandplot.R Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,99 @@ +if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { + args=commandArgs(TRUE) + + # get args names and values + args_values=strsplit(args,'=') + args_names=unlist(lapply(args_values,function(arg) arg[1])) + names(args_values)=args_names + args_values=lapply(args_values,function(arg) arg[2]) + # read filenames + adjustedpvaluematrix=args_values$adjustedpvaluematrix + iwtomicsrespdf=args_values$iwtomicsrespdf + iwtomicssumpdf=args_values$iwtomicssumpdf + regionids=args_values$regionids + featureids=args_values$featureids + rdatafile=args_values$rdatafile + iwtomicsrdata=args_values$iwtomicsrdata + iwtomicstests=args_values$iwtomicstests + iwtomicsselectedfeatures=args_values$iwtomicsselectedfeatures + # read parameters (from region1 on) + i_region1=which(args_names=='region1') + for(i in i_region1:length(args)){ + eval(parse(text=args[[i]])) + } + + # load RData + load(rdatafile) + # read regionids and featureids + regionids=as.character(read.delim(regionids,header=FALSE,sep='\t',stringsAsFactors=FALSE)) + featureids=as.character(read.delim(featureids,header=FALSE,sep='\t',stringsAsFactors=FALSE)) + # retrieve region1, region2 and features_subset ids and check they are in the RData + id_region1=regionids[region1] + id_region2=regionids[region2] + id_features_subset=featureids[features_subset] + if(length(setdiff(c(id_region1,id_region2),idRegions(regionsFeatures)))!=0){ + write("Wrong region ids.", stderr()) + quit(save="no", status=10) + } + if(length(setdiff(id_features_subset,idFeatures(regionsFeatures)))!=0){ + write("Wrong feature ids.", stderr()) + quit(save="no", status=20) + } + if(sum(duplicated(paste0(id_region1,id_region2)))){ + write("Same test repeated multiple times.", stderr()) + quit(save="no", status=30) + } + + # perform test + tryCatch({ + # fix repeated probs + if(statistics=='quantile'){ + # fix repeated probs + testprobs=sort(unique(testprobs)) + }else{ + testprobs=0.5 + } + regionsFeatures_test=IWTomicsTest(regionsFeatures,id_region1,id_region2,id_features_subset, + statistics=statistics,probs=testprobs,B=B) + # create adjustedvaluematrix output + for(test in seq_along(id_region1)){ + for(id_feature in id_features_subset){ + write(paste0('Test: ',id_region1[test],' vs ',id_region2[test],', on feature ',id_feature), + file=adjustedpvaluematrix,append=TRUE,sep='\t') + pval=regionsFeatures_test@test$result[[test]][[id_feature]]$adjusted_pval_matrix + row.names(pval)=paste('Scale',rev(seq_len(nrow(pval)))) + write.table(pval,file=adjustedpvaluematrix,append=TRUE,sep='\t',quote=FALSE,row.names=TRUE,col.names=FALSE) + write('',file=adjustedpvaluematrix,append=TRUE,sep='\t') + } + } + }, error = function(err) { + write("Testing error.", stderr()) + quit(save="no", status=40) #error testing + }) + + # plot test results + pdf(iwtomicsrespdf,width=5,height=7) + if(plottype=='boxplot'){ + # fix repeated probs + probs=sort(unique(probs)) + }else{ + probs=c(0.25,0.5,0.75) + } + plotTest(regionsFeatures_test,alpha=testalpha,type=plottype,probs=probs,average=average,size=size,ask=FALSE) + dev.off() + + # plot summary results + if(groupby!='none'){ + pdf(iwtomicssumpdf,width=15,height=10) + plotSummary(regionsFeatures_test,alpha=summaryalpha,only_significant=only_significant,groupby=groupby,ask=FALSE,append=TRUE) + dev.off() + } + + # create output + write.table(as.data.frame(t(paste(id_region1,'vs',id_region2))),file=iwtomicstests,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + write.table(as.data.frame(t(idFeatures(regionsFeatures_test))),file=iwtomicsselectedfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) + save(regionsFeatures_test,file=iwtomicsrdata) +}else{ + write("Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) + quit(save="no", status=255) +} \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/iwtomics-1.0/testandplot.xml Fri Oct 06 11:03:56 2017 -0400 @@ -0,0 +1,201 @@ +<tool id="iwtomics_testandplot" name="IWTomics Test" version="@VERSION@.0"> + <description>and Plot</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="requirements" /> + + <command detect_errors="exit_code"> +<![CDATA[ + Rscript '$__tool_directory__/testandplot.R' adjustedpvaluematrix='${adjustedpvaluematrix}' iwtomicsrespdf='${iwtomicsrespdf}' iwtomicssumpdf='${iwtomicssumpdf}' iwtomicsrdata='${iwtomicsrdata}' iwtomicstests='${iwtomicstests}' iwtomicsselectedfeatures='${iwtomicsselectedfeatures}' + regionids='${regionids}' + featureids='${featureids}' + rdatafile='${rdata}' + + #set region1 = ','.join( [ str( $r.region0 ) for $r in $regionssection.regions ] ) + #set region2 = ','.join( [ str( $r.region1 ) for $r in $regionssection.regions ] ) + region1='c(${region1})' + region2='c(${region2})' + + features_subset='c(${featureslist})' + + statistics="'${conditionalstatistics.statistics}'" + #if $conditionalstatistics.statistics == "quantile": + #set probabilities = ','.join( [ str( $p.qprob ) for $p in $conditionalstatistics.quantilesection.qprobabilities ] ) + testprobs='c(${probabilities})' + #end if + + B='${permutations}' + + testalpha='${plotres.alpha}' + average='${plotres.average}' + size='${plotres.size}' + plottype="'${plotres.conditionalplottype.plottype}'" + #if $plotres.conditionalplottype.plottype == "boxplot": + #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) + #if $probs != "": + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' + #else: + probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' + #end if + #end if + + groupby="'${plotsum.conditionalgroupby.groupby}'" + #if $plotsum.conditionalgroupby.groupby == "test": + summaryalpha='${plotsum.conditionalgroupby.testalphaplot}' + only_significant='${plotsum.conditionalgroupby.testonlysig}' + #elif $plotsum.conditionalgroupby.groupby == "feature": + summaryalpha='${plotsum.conditionalgroupby.featurealphaplot}' + only_significant='${plotsum.conditionalgroupby.featureonlysig}' + #end if +]]> + </command> + + <inputs> + <!-- RData --> + <param format="rdata" name="rdata" type="data" label="Select IWTomicsData object" help="File created by 'IWTomics Load Smooth and Plot'." /> + <!-- region IDs --> + <param format="tabular" name="regionids" type="data" label="Select region dataset IDs" help="File created by 'IWTomics Load Smooth and Plot'." /> + <!-- feature IDs --> + <param format="tabular" name="featureids" type="data" label="Select feature IDs" help="File created by 'IWTomics Load Smooth and Plot'." /> + + <!-- repeat region ids --> + <section name="regionssection" title="Select regions for Interval-Wise Testing" expanded="True" help="IDs of the region datasets to be tested."> + <repeat name="regions" title="Two-sample test" min="1"> + <param name="region0" type="data_column" data_ref="regionids" numerical="False" label="Region 1" multiple="False" use_header_names="True" /> + <param name="region1" type="data_column" data_ref="regionids" numerical="False" label="Region 2" multiple="False" use_header_names="True" /> + </repeat> + </section> + + <!-- feature ids list --> + <param name="featureslist" type="data_column" data_ref="featureids" numerical="False" label="Select features" multiple="True" use_header_names="True" help="IDs of the features to be tested." /> + + <!-- conditional statistics --> + <conditional name="conditionalstatistics"> + <!-- statistics --> + <param name="statistics" type="select" label="Test statistics"> + <option value="mean">Mean difference</option> + <option value="median">Median difference</option> + <option value="variance">Variance ratio</option> + <option value="quantile">Quantile difference(s)</option> + </param> + <!-- conditional choice: statistics=quantile --> + <when value="quantile"> + <section name="quantilesection" title="Probabilities" expanded="True" help="Probabilities corresponding to the quantiles in test statistics."> + <repeat name="qprobabilities" title="Probabilities" min="1"> + <param name="qprob" size="4" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> + </repeat> + </section> + </when> + </conditional> + + <!-- permutations --> + <param name="permutations" type="integer" value="1000" min="1" label="Number of permutations" /> + + <!-- plot IWTomics results --> + <section name="plotres" title="Plot IWTomics test results" expanded="True"> + <!-- alpha --> + <param name="alpha" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> + <expand macro="plot-params" /> + </section> + + <!-- summary plot --> + <expand macro="plot-sum" /> + </inputs> + + <outputs> + <data format="txt" name="adjustedpvaluematrix" label="${tool.name} on ${on_string}: Adjusted p-value Matrix" from_work_dir="iwtomics.testandplot.adjustedpvalue.matrix.txt" /> + <data format="pdf" name="iwtomicsrespdf" label="${tool.name} on ${on_string}: Plotted Test Results" from_work_dir="iwtomics.testandplot.iwtomicstestresults.pdf" /> + <data format="pdf" name="iwtomicssumpdf" label="${tool.name} on ${on_string}: Summary Plot" from_work_dir="iwtomics.testandplot.summaryplot.pdf" /> + <data format="rdata" name="iwtomicsrdata" label="${tool.name} on ${on_string}: IWTomicsData Object with Test Results" from_work_dir="iwtomics.testandplot.RData" /> + <data format="tabular" name="iwtomicstests" label="${tool.name} on ${on_string}: Test IDs" from_work_dir="iwtomics.testandplot.tests.txt" /> + <data format="tabular" name="iwtomicsselectedfeatures" label="${tool.name} on ${on_string}: Feature IDs" from_work_dir="iwtomics.testandplot.selectedfeatures.txt" /> + </outputs> + + <tests> + <test> + <param name="rdata" value="output_loadandplot/iwtomics.loadandplot.RData" ftype="rdata" /> + <param name="regionids" value="output_loadandplot/iwtomics.loadandplot.regions.txt" ftype="tabular" /> + <param name="featureids" value="output_loadandplot/iwtomics.loadandplot.features.txt" ftype="tabular" /> + <repeat name="regions"> + <param name="region0" value="2" /> + <param name="region1" value="1" /> + </repeat> + <repeat name="regions"> + <param name="region0" value="3" /> + <param name="region1" value="1" /> + </repeat> + <repeat name="regions"> + <param name="region0" value="4" /> + <param name="region1" value="1" /> + </repeat> + <param name="featureslist" value="1,2" /> + <param name="statistics" value="mean" /> + <param name="permutations" value="1000" /> + <param name="alpha" value="0.05" /> + <param name="average" value="TRUE" /> + <param name="size" value="TRUE" /> + <param name="plottype" value="boxplot" /> + <param name="prob0" value="0.25" /> + <param name="prob1" value="0.5" /> + <param name="prob2" value="0.75" /> + <param name="groupby" value="feature" /> + <param name="featurealphaplot" value="0.05" /> + <param name="featureonlysig" value="TRUE" /> + <output name="adjustedpvaluematrix" file="output_testandplot/iwtomics.testandplot.adjustedpvalue.matrix.txt" compare="sim_size" /> + <output name="iwtomicsrespdf" file="output_testandplot/iwtomics.testandplot.iwtomicstestresults.pdf" compare="sim_size" /> + <output name="iwtomicssumpdf" file="output_testandplot/iwtomics.testandplot.summaryplot.pdf" compare="sim_size" /> + <output name="iwtomicsrdata" file="output_testandplot/iwtomics.testandplot.RData" compare="sim_size" /> + <output name="iwtomicstests" file="output_testandplot/iwtomics.testandplot.tests.txt" /> + <output name="iwtomicsselectedfeatures" file="output_testandplot/iwtomics.testandplot.selectedfeatures.txt" /> + </test> + </tests> + + <help><![CDATA[ +This tool statistically evaluates differences in genomic features between groups of regions along the genome. +In particular, it implements the Interval-Wise Testing for omics data, an extended version of the Interval-Wise +Testing for functional data presented in Pini and Vantini (2017). It allows to perform multiple two sample permutation +tests between pairs of region datasets, on several features. It returns the adjusted p-value curves for every test +and all possible scales. Moreover, it creates a graphical representation of the Interval-Wise Testing results +and a summary plot (optional) with p-values at the maximum scale. The tool *IWTomics Plot with Threshold on Test Scale* +permits to select the scale to be used in the plots. + +----- + +**Input files** + +RData file with the IWTomicsData object, tabular files with region dataset IDs and feature IDs. +These files are created by the tool *IWTomics Load Smooth and Plot*. + +----- + +**Output** + +The tool returns: + +1. TXT file with an adjusted p-value matrix for every test performed. Each matrix contains a p-value curve (row) for every scale considered in the test; +2. PDF file with the plotted test results; +3. PDF file with the summary plot; +4. RData with the IWTomicsData object with the test results; +5. Test identifiers; +6. Feature identifiers. + +4-6 can be used as input of the tool *IWTomics Plot with Threshold on Test Scale* + +----- + +.. class:: infomark + +**Notes** + +This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy) and Marzia A. Cremona (The Pennsylvania State University, USA). + +It implements a simplified version of the function *IWTomicsTest*, *plotTest* and *plotSummary* for *IWTomicsData* objects. +The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). + +.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf + ]]></help> + + <expand macro="citations" /> + +</tool>
--- a/loadandplot.R Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,144 +0,0 @@ -if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { - args=commandArgs(TRUE) - - # get args names and values - args_values=strsplit(args,'=') - args_names=unlist(lapply(args_values,function(arg) arg[1])) - names(args_values)=args_names - args_values=lapply(args_values,function(arg) arg[2]) - # read filenames - outrdata=args_values$outrdata - outregions=args_values$outregions - outfeatures=args_values$outfeatures - outpdf=args_values$outpdf - regionspaths=unlist(strsplit(args_values$regionspaths,'\\|')) - if("regionsheaderfile" %in% args_names){ - # the file regionsheaderfile must contain as first column the (unique) regionsfilenames, - # as second column the corresponding ids and as third column the names - tryCatch({ - regionsheader=read.delim(args_values$regionsheaderfile,header=FALSE,stringsAsFactors=FALSE,row.names=1,sep="\t") - regionsfilenames=unlist(strsplit(args_values$regionsfilenames,'\\|')) - if(length(setdiff(regionsfilenames,row.names(regionsheader)))) { - write("IWTomics message: Not all region files are present in the first column of header file for regions.", stderr()) - quit(save="no", status=11) - } - id_regions=regionsheader[regionsfilenames,1] - name_regions=regionsheader[regionsfilenames,2] - }, error = function(err) { - write("IWTomics message: An error has occurred reading the header file for regions. Please try again.", stderr()) - quit(save="no", status=10) #error on header file - }) - }else{ - eval(parse(text=args[[which(args_names=='regionsgalaxyids')]])) - id_regions=paste0('data_',regionsgalaxyids) - name_regions=paste0('data_',regionsgalaxyids) - } - featurespaths=unlist(strsplit(args_values$featurespaths,'\\|')) - if("featuresheaderfile" %in% args_names){ - # the file featuresheaderfile must contain as first column the (unique) featuresfilenames, - # as second column the corresponding ids and as third column the names - tryCatch({ - featuresheader=read.delim(args_values$featuresheaderfile,header=FALSE,stringsAsFactors=FALSE,row.names=1,sep="\t") - featuresfilenames=unlist(strsplit(args_values$featuresfilenames,'\\|')) - if(length(setdiff(featuresfilenames,row.names(featuresheader)))) { - write("IWTomics message: Not all feature files are present in the first column of header file for features.", stderr()) - quit(save="no", status=21) - } - id_features=featuresheader[featuresfilenames,1] - name_features=featuresheader[featuresfilenames,2] - }, error = function(err) { - write("IWTomics message: An error has occurred reading the header file for features. Please try again.", stderr()) - quit(save="no", status=20) #error on header file - }) - }else{ - eval(parse(text=args[[which(args_names=='featuresgalaxyids')]])) - id_features=paste0('data_',featuresgalaxyids) - name_features=paste0('data_',featuresgalaxyids) - } - # read parameters (from smoothing on) - i_smoothing=which(args_names=='smoothing') - for(i in i_smoothing:length(args)){ - eval(parse(text=args[[i]])) - } - - # load data - tryCatch({ - regionsFeatures=IWTomicsData(regionspaths,featurespaths,alignment, - id_regions,name_regions,id_features,name_features,start.are.0based=start.are.0based) - }, error = function(err) { - if(grepl('invalid format',err$message)){ - write("IWTomics message: Not enough columns in input file.", stderr()) - quit(save="no", status=31) # error, not enough columns in input file - }else if(grepl('duplicated regions',err$message)){ - write("IWTomics message: Duplicated regions in region file.", stderr()) - quit(save="no", status=32) # error, duplicated regions in region file - }else if(grepl('duplicated windows',err$message)){ - write("IWTomics message: Duplicated windows in feature file.", stderr()) - quit(save="no", status=33) # error, duplicated windows in feature file - }else if(grepl('overlapping windows',err$message)){ - write("IWTomics message: Overlapping windows in feature file.", stderr()) - quit(save="no", status=34) # error, overlapping windows in feature file - }else if(grepl('not all regions in datasets',err$message)){ - write("IWTomics message: Windows in feature files do not cover all regions in region files.", stderr()) - quit(save="no", status=35) # error, windows in feature files do not cover all regions in region files - }else if(grepl('ifferent size windows',err$message)){ - write("IWTomics message: All windows in a feature file must have the same size.", stderr()) - quit(save="no", status=36) # error, all windows in a feature files must have the same size - } - #error loading data - write("IWTomics message: An error has occurred reading the data. Please try again.", stderr()) - quit(save="no", status=30) - }) - - # smooth data - if(smoothing!='no'){ - tryCatch({ - if(smoothing=='locpoly'){ - dist_knots=10 - }else if(smoothing=='kernel'){ - degree=3 - dist_knots=10 - }else if(smoothing=='splines'){ - bandwidth=5 - } - if(alignment=='scale'){ - if(scale==0){ - regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, - bandwidth=bandwidth,degree=degree,dist_knots=dist_knots) - }else{ - regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, - bandwidth=bandwidth,degree=degree,dist_knots=dist_knots,scale_grid=scale) - } - }else{ - regionsFeatures=smooth(regionsFeatures,type=smoothing,fill_gaps=fill_gaps, - bandwidth=bandwidth,degree=degree,dist_knots=dist_knots) - } - }, error = function(err) { - write("IWTomics message: An error has occurred smoothing the data. Please try again.", stderr()) - quit(save="no", status=40) #error on smoothing - }) - } - - # plot data - pdf(outpdf,width=10,height=8) - if(plottype=='boxplot'){ - # fix repeated probs - probs=sort(unique(probs)) - }else{ - probs=c(0.25,0.5,0.75) - } - plot(regionsFeatures,type=plottype,probs=probs,average=average,size=size,ask=FALSE) - dev.off() - - # create output - #write.table(cbind(unlist(strsplit(args_values$regionsfilenames,'\\|')),idRegions(regionsFeatures),nameRegions(regionsFeatures)), - #file=outregions,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - write.table(as.data.frame(t(idRegions(regionsFeatures))),file=outregions,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - #write.table(cbind(unlist(strsplit(args_values$featuresfilenames,'\\|')),idFeatures(regionsFeatures),nameFeatures(regionsFeatures)), - #file=outfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - write.table(as.data.frame(t(idFeatures(regionsFeatures))),file=outfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - save(regionsFeatures,file=outrdata) -}else{ - write("IWTomics message: Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) - quit(save="no", status=255) -} \ No newline at end of file
--- a/loadandplot.xml Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,237 +0,0 @@ -<tool id="iwtomics_loadandplot" name="IWTomics Load" version="@VERSION@.0"> - <description>Smooth and Plot</description> - <macros> - <import>macros.xml</import> - </macros> - <expand macro="requirements" /> - - <command detect_errors="exit_code"> -<![CDATA[ - Rscript '$__tool_directory__/loadandplot.R' outrdata='${outrdata}' outregions='${outregions}' outfeatures='${outfeatures}' outpdf='${outpdf}' - - #set region_paths = '|'.join( [ str( $r ) for $r in $regions ] ) - regionspaths='${region_paths}' - #set region_galaxyids = ','.join( [ str( $r.hid ) for $r in $regions ] ) - regionsgalaxyids='c(${region_galaxyids})' - #set region_names = '|'.join( [ str( $r.name ) for $r in $regions ] ) - regionsfilenames='${region_names}' - #set region_header = $regionsheader - #if $region_header != "": - regionsheaderfile='${region_header}' - #end if - - #set feature_paths = '|'.join( [ str( $f ) for $f in $features ] ) - featurespaths='${feature_paths}' - #set feature_galaxyids = ','.join( [ str( $f.hid ) for $f in $features ] ) - featuresgalaxyids='c(${feature_galaxyids})' - #set feature_names = '|'.join( [ str( $f.name ) for $f in $features ] ) - featuresfilenames='${feature_names}' - #set feature_header = $featuresheader - #if $feature_header != "": - featuresheaderfile='${feature_header}' - #end if - - smoothing="'${conditionaltype.smoothing}'" - start.are.0based='${zerobased}' - #if $conditionaltype.smoothing == 'no': - alignment="'${conditionaltype.alignment}'" - #elif $conditionaltype.smoothing == 'locpoly': - bandwidth='${conditionaltype.locpolybandwidth}' - degree='${conditionaltype.locpolydegree}' - alignment="'${conditionaltype.conditionalscale.alignment}'" - #elif $conditionaltype.smoothing == 'kernel': - bandwidth='${conditionaltype.kernelbandwidth}' - alignment="'${conditionaltype.conditionalscale.alignment}'" - #elif $conditionaltype.smoothing == 'splines': - degree='${conditionaltype.splinesdegree}' - dist_knots='${conditionaltype.splinesdistknots}' - alignment="'${conditionaltype.conditionalscale.alignment}'" - #end if - - #if $conditionaltype.smoothing != 'no': - #if $conditionaltype.conditionalscale.alignment == 'scale': - scale='${conditionaltype.conditionalscale.scalegrid}' - fill_gaps='TRUE' - #else - fill_gaps='${conditionaltype.conditionalscale.fillgaps}' - #end if - #end if - - average='${plotres.average}' - size='${plotres.size}' - plottype="'${plotres.conditionalplottype.plottype}'" - #if $plotres.conditionalplottype.plottype == 'boxplot': - #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) - #if $probs != "": - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' - #else: - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' - #end if - #end if -]]> - </command> - - <inputs> - <!-- regions --> - <param format="tabular" name="regions" type="data" label="Select region files" multiple="true" help="" /> - <param format="tabular" name="regionsheader" type="data" label="Insert header file for regions (optional)" optional="true" help="Tabular file. Column 1: names of the region files; Column 2: unique identifiers of the region datasets (spaces and special characters are not allowed); Column 3: name of the region datasets to be used in the output." /> - - <!-- features --> - <param format="tabular" name="features" type="data" label="Select feature files" multiple="true" help="" /> - <param format="tabular" name="featuresheader" type="data" label="Insert header file for features (optional)" optional="true" help="Tabular file. Column 1: names of the feature files; Column 2: unique identifiers of the features (spaces and special characters are not allowed); Column 3: name of the features to be used in the output." /> - - <!-- zero-base one-base --> - <param name="zerobased" type="select" label="Start positions are:" multiple="false" help=""> - <option value="TRUE">0-based</option> - <option value="FALSE">1-based</option> - </param> - - <!-- conditional smoothing --> - <conditional name="conditionaltype"> - <!-- smoothing --> - <param name="smoothing" type="select" label="Smoothing" help="Type of smoothing to be applied to the feature curves."> - <option value="no">No</option> - <option value="locpoly">Local Polynomials</option> - <option value="kernel">Gaussian Kernel</option> - <option value="splines">B-Splines</option> - </param> - <!-- conditional choice: smoothing=no --> - <when value="no"> - <expand macro="alignment" /> - </when> - <!-- conditional choice: smoothing=locpoly --> - <when value="locpoly"> - <param name="locpolybandwidth" type="integer" value="5" min="2" label="Bandwidth for smoothing" help="" /> - <param name="locpolydegree" type="integer" value="3" min="0" label="Degree of local polynomial" help="" /> - <!-- conditional region alignment --> - <expand macro="alignment-s" /> - </when> - <!-- conditional choice: smoothing=kernel --> - <when value="kernel"> - <param name="kernelbandwidth" type="integer" value="5" min="2" label="Bandwidth for smoothing" help="" /> - <!-- conditional region alignment --> - <expand macro="alignment-s" /> - </when> - <!-- conditional choice: smoothing=splines --> - <when value="splines"> - <param name="splinesdegree" type="integer" value="3" min="0" label="Degree of B-splines" help="" /> - <param name="splinesdistknots" type="integer" value="10" min="2" label="Distance between nodes (approximate)" help="" /> - <!-- conditional region alignment --> - <expand macro="alignment-s" /> - </when> - </conditional> - - <!-- plot IWTomics results --> - <section name="plotres" title="Plot data" expanded="True"> - <expand macro="plot-params" /> - </section> - </inputs> - - <outputs> - <data format="rdata" name="outrdata" label="${tool.name} on ${on_string}: IWTomicsData Object" from_work_dir="iwtomics.loadandplot.RData" /> - <data format="tabular" name="outregions" label="${tool.name} on ${on_string}: Region Dataset IDs" from_work_dir="iwtomics.loadandplot.regions.txt" /> - <data format="tabular" name="outfeatures" label="${tool.name} on ${on_string}: Feature IDs" from_work_dir="iwtomics.loadandplot.features.txt" /> - <data format="pdf" name="outpdf" label="${tool.name} on ${on_string}: Plotted Data" from_work_dir="iwtomics.loadandplot.pdf" /> - </outputs> - - <tests> - <test> - <param name="regions" value="input/Controls_regions.bed,input/Elements1_regions.bed,input/Elements2_regions.bed,input/Elements3_regions.bed" ftype="bed" /> - <param name="regionsheader" value="input/regions.header.txt" ftype="tabular" /> - <param name="features" value="input/Feature1.bed,input/Feature2.bed" ftype="bed" /> - <param name="featuresheader" value="input/features.header.bed.txt" ftype="tabular" /> - <param name="zerobased" value="TRUE" /> - <param name="smoothing" value="kernel" /> - <param name="alignment" value="center" /> - <param name="kernelbandwidth" value="5" /> - <param name="fillgaps" value="TRUE" /> - <param name="average" value="TRUE" /> - <param name="size" value="TRUE" /> - <param name="plottype" value="boxplot" /> - <param name="prob0" value="0.25" /> - <param name="prob1" value="0.5" /> - <param name="prob2" value="0.75" /> - <output name="outrdata" file="output_loadandplot/iwtomics.loadandplot.RData" compare="sim_size" /> - <output name="outregions" file="output_loadandplot/iwtomics.loadandplot.regions.txt" /> - <output name="outfeatures" file="output_loadandplot/iwtomics.loadandplot.features.txt" /> - <output name="outpdf" file="output_loadandplot/iwtomics.loadandplot.pdf" compare="sim_size" /> - </test> - </tests> - - <help><![CDATA[ -This tool imports a collection of genomic region datasets, and associates to each region -multiple genomic feature measurements. It allows to align the regions in multiple ways -(center, left, right or scale alignment), to smooth the feature curves (possibly filling gaps in the -measurements) and to create a graphical representation of the feature measurements in each -region datasets (aligned curves or pointwise quantile curves). - ------ - -**Region datasets** - -Each region dataset can be provided as a BED or Tabular file with tab delimited columns chr -start end (extra columns present in the input file are ignored). Regions can be of different -length:: - - chr2 49960150 50060150 - chr2 55912445 56012445 - ... - ------ - -**Feature measurements** - -Feature measurements corresponding to all the regions can be provided as a BED or Tabular -file with tab delimited columns chr start end value:: - - chr2 49960150 49962150 0.9426 - chr2 49962150 49964150 0.7816 - ... - -Each feature must be measured in windows of a fixed size inside all the regions (missing -values must be indicated as NA). Another way to import feature measurements is from a -Tabular file with the first three columns chr start end corresponding to the different genomic -regions, followed on the same row by all the measurements in fixed-size windows:: - - chr2 49960150 50060150 0.9426 0.7816 0.8921 ... ... 1.2063 - chr2 55912445 56012445 0.8719 0.9975 1.1619 ... ... 0.9601 - ... - ------ - -**Output** - -The tool returns: - -1. RData with the IWTomicsData object, that stores the aligned genomic region datasets, and their associated feature measurements; -2. Region dataset identifiers; -3. Feature identifiers; -4. PDF file with the plotted data. - -1-3 can be used as input of the tool *IWTomics Test and Plot* - ------ - -.. class:: infomark - -**Notes** - -This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy - fabio.cumbo@iasi.cnr.it) and Marzia A. Cremona (The Pennsylvania State University, USA - mac78@psu.edu). - -It implements a simplified version of the methods *smooth* and *plot* for *IWTomicsData* objects. -The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). - -.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf - -Example data can be found at: - -1. Simulated_data_ -2. ETn_data_ - -.. _Simulated_data: https://usegalaxy.org/u/fabio-cumbo/h/iwtomics-example -.. _ETn_data: https://usegalaxy.org/u/fabio-cumbo/h/iwtomics-etn-example - ]]></help> - - <expand macro="citations" /> - -</tool>
--- a/macros.xml Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,106 +0,0 @@ -<macros> - <token name="@VERSION@">1.0.0</token> - <xml name="requirements"> - <requirements> - <requirement type="package" version="3.3.1">r-base</requirement> - <requirement type="package" version="@VERSION@">bioconductor-iwtomics</requirement> - </requirements> - </xml> - - <xml name="alignment-s"> - <conditional name="conditionalscale"> - <param name="alignment" type="select" label="Region alignment" help=""> - <option value="center">Center - Alignment on the central position</option> - <option value="left">Left - Alignment on the starting position</option> - <option value="right">Right - Alignment on the ending position</option> - <option value="scale">Scale - Scaling all regions to the same length</option> - </param> - <when value="center"> - <!-- fill gaps --> - <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> - </when> - <when value="left"> - <!-- fill gaps --> - <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> - </when> - <when value="right"> - <!-- fill gaps --> - <param name="fillgaps" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Use smoothing to fill gaps (NA measurements)" help="" /> - </when> - <when value="scale"> - <param name="scalegrid" type="integer" value="0" min="0" label="Number of grid points" help="Number of equally-spaced grid points over which the smoothed curves are evaluated." /> - </when> - </conditional> - </xml> - - <xml name="alignment"> - <param name="alignment" type="select" label="Region alignment" help=""> - <option value="center">Center - Alignment on the central position</option> - <option value="left">Left - Alignment on the starting position</option> - <option value="right">Right - Alignment on the ending position</option> - </param> - </xml> - - <xml name="citations"> - <citations> - <citation type="doi">10.1080/10485252.2017.1306627</citation> - <citation type="bibtex"> - @MANUAL{ - iwtomics, - author = {Cremona, M.A. and Pini, A. and Chiaromonte, F. and Vantini, S.}, - title = {IWTomics: Interval-Wise Testing for Omics Data}, - note = {R package version 1.0.0}, - year = {2017} - } - </citation> - </citations> - </xml> - - <xml name="plot-params"> - <!-- average --> - <param name="average" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Plot the mean curves" /> - <!-- average --> - <param name="size" type="boolean" truevalue="TRUE" falsevalue="FALSE" checked="True" label="Plot sample size in each position" /> - <!-- conditional plot type --> - <conditional name="conditionalplottype"> - <!-- plot type --> - <param name="plottype" type="select" label="Plot type"> - <option value="boxplot">Pointwise quantile curves (boxplot)</option> - <option value="curves">Curves (aligned)</option> - </param> - <!-- conditional choice: plottype=boxplot --> - <when value="boxplot"> - <section name="probabilitiessection" title="Probabilities" expanded="True" help="Probabilities corresponding to the quantile curves to be drawn."> - <param name="prob0" size="3" type="float" value="0.25" min="0.0" max="1.0" label="Probability" /> - <param name="prob1" size="3" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> - <param name="prob2" size="3" type="float" value="0.75" min="0.0" max="1.0" label="Probability" /> - <repeat name="probabilities" title="Probabilities"> - <param name="prob" size="3" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> - </repeat> - </section> - </when> - </conditional> - </xml> - - <xml name="plot-sum"> - <section name="plotsum" title="Summary plot" expanded="True"> - <!-- conditional group by --> - <conditional name="conditionalgroupby"> - <!-- group by --> - <param name="groupby" type="select" label="Group by" help="How tests should be grouped."> - <option value="none">No plot</option> - <option value="test">Group by test</option> - <option value="feature">Group by feature</option> - </param> - <when value="test"> - <param name="testalphaplot" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> - <param name="testonlysig" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Plot only significant tests" /> - </when> - <when value="feature"> - <param name="featurealphaplot" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> - <param name="featureonlysig" type="boolean" truevalue="TRUE" falsevalue="FALSE" label="Plot only significant tests" /> - </when> - </conditional> - </section> - </xml> -</macros> \ No newline at end of file
--- a/plotwithscale.R Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,117 +0,0 @@ -if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { - args=commandArgs(TRUE) - - # get args names and values - args_values=strsplit(args,'=') - args_names=unlist(lapply(args_values,function(arg) arg[1])) - names(args_values)=args_names - args_values=lapply(args_values,function(arg) arg[2]) - # read filenames - adjustedpvalue=args_values$adjustedpvalue - iwtomicsrespdf=args_values$iwtomicsrespdf - iwtomicssumpdf=args_values$iwtomicssumpdf - iwtomicsrdata=args_values$iwtomicsrdata - iwtomicstests=args_values$iwtomicstests - iwtomicsselectedfeatures=args_values$iwtomicsselectedfeatures - test_subset=paste0('c(',strsplit(args_values$test_subset,'\\|')[[1]],')') - feature_subset=paste0('c(',strsplit(args_values$feature_subset,'\\|')[[1]],')') - # read parameters (from test_subset on) - i_scale_subset=which(args_names=='scale_subset') - for(i in i_scale_subset:length(args)){ - eval(parse(text=args[[i]])) - } - - # load RData - load(iwtomicsrdata) - # read testids and featureids and check them - unlisted=lapply(seq_along(test_subset), - function(i){ - test_subset_i=eval(parse(text=test_subset[i])) - feature_subset_i=eval(parse(text=feature_subset[i])) - test_subset_i=rep(test_subset_i,each=length(feature_subset_i)) - feature_subset_i=rep(feature_subset_i,length.out=length(test_subset_i)) - scale_subset_i=rep(scale_subset[i],length(test_subset_i)) - return(list(test_subset=test_subset_i,feature_subset=feature_subset_i,scale_subset=scale_subset_i)) - }) - test_subset=unlist(lapply(unlisted,function(l) l$test_subset)) - feature_subset=unlist(lapply(unlisted,function(l) l$feature_subset)) - scale_subset=unlist(lapply(unlisted,function(l) l$scale_subset)) - testids=as.character(read.delim(iwtomicstests,header=FALSE,sep='\t',stringsAsFactors=FALSE)) - featureids=as.character(read.delim(iwtomicsselectedfeatures,header=FALSE,sep='\t',stringsAsFactors=FALSE)) - id_features_subset=featureids[feature_subset] - if(sum(testids!=paste(testInput(regionsFeatures_test)$id_region1,'vs',testInput(regionsFeatures_test)$id_region2))){ - write("Wrong test ids.", stderr()) - quit(save="no", status=10) - } - if(sum(featureids!=idFeatures(regionsFeatures_test))){ - write("Wrong feature ids.", stderr()) - quit(save="no", status=20) - } - # retrieve test and features_subset ids - id_features_subset=featureids[feature_subset] - if(sum(duplicated(paste0(test_subset,id_features_subset)))){ - write("Two scale thresholds selected for the same test and feature.", stderr()) - quit(save="no", status=30) - } - # If scale_subset=0, do not change the threshold - default=(scale_subset==0) - scale_subset=scale_subset[!default] - test_subset=test_subset[!default] - id_features_subset=id_features_subset[!default] - - # get scale threshold - scale_threshold=lapply(regionsFeatures_test@test$result, - function(result) unlist(lapply(result,function(feature) feature$max_scale))) - for(i in seq_along(test_subset)){ - if(scale_threshold[[test_subset[i]]][id_features_subset[i]]<scale_subset[i]){ - write("Scale threshold too high.", stderr()) - quit(save="no", status=40) - } - scale_threshold[[test_subset[i]]][id_features_subset[i]]=scale_subset[i] - } - - # create adjustedvalue output - pval=adjusted_pval(regionsFeatures_test,scale_threshold=scale_threshold) - for(test in seq_along(pval)){ - for(id_feature in idFeatures(regionsFeatures_test)){ - write(paste0('Test: ',testids[test],', on feature ',id_feature), - file=adjustedpvalue,append=TRUE,sep='\t') - pval_i=as.data.frame(t(pval[[test]][[id_feature]])) - row.names(pval_i)=paste('Scale',scale_threshold[[test]][[id_feature]]) - write.table(pval_i,file=adjustedpvalue,append=TRUE,sep='\t',quote=FALSE,row.names=TRUE,col.names=FALSE) - write('',file=adjustedpvalue,append=TRUE,sep='\t') - } - } - - - # plot test results - pdf(iwtomicsrespdf,width=5,height=7) - if(plottype=='boxplot'){ - # fix repeated probs - probs=sort(unique(probs)) - }else{ - probs=c(0.25,0.5,0.75) - } - plotTest(regionsFeatures_test,alpha=testalpha,type=plottype,probs=probs,average=average,size=size,scale_threshold=scale_threshold,ask=FALSE) - dev.off() - - # plot summary results - if(groupby!='none'){ - tryCatch({ - pdf(iwtomicssumpdf,width=15,height=10) - plotSummary(regionsFeatures_test,alpha=summaryalpha,only_significant=only_significant,groupby=groupby,scale_threshold=scale_threshold,ask=FALSE,append=TRUE) - dev.off() - }, error = function(err) { - if (grepl('selected features with different resolution',err$message)) { - write("Group by 'test' but selected features with different resolution.", stderr()) - quit(save="no", status=50) #error: groupby 'test' but selected features with different resolution. - } - write("Summary plot error. Please try again.", stderr()) - quit(save="no", status=60) #error - }) - } - -}else{ - write("Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) - quit(save="no", status=255) -} \ No newline at end of file
--- a/plotwithscale.xml Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,149 +0,0 @@ -<tool id="iwtomics_plotwithscale" name="IWTomics Plot with Threshold" version="@VERSION@.0"> - <description>on Test Scale</description> - <macros> - <import>macros.xml</import> - </macros> - <expand macro="requirements" /> - - <command detect_errors="exit_code"> -<![CDATA[ - Rscript '$__tool_directory__/plotwithscale.R' adjustedpvalue='${adjustedpvalue}' iwtomicsrespdf='${iwtomicsrespdf}' iwtomicssumpdf='${iwtomicssumpdf}' - iwtomicsrdata='${rdata}' - iwtomicstests='${testids}' - iwtomicsselectedfeatures='${featureids}' - - #set test_subset = '|'.join( [ str( $e.test ) for $e in $scalesection.thresholdontestscale ] ) - test_subset='${test_subset}' - #set feature_subset = '|'.join( [ str( $e.feature ) for $e in $scalesection.thresholdontestscale ] ) - feature_subset='${feature_subset}' - #set scale_subset = ','.join( [ str( $e.scale ) for $e in $scalesection.thresholdontestscale ] ) - scale_subset='c(${scale_subset})' - - testalpha='${plotres.alpha}' - average='${plotres.average}' - size='${plotres.size}' - plottype="'${plotres.conditionalplottype.plottype}'" - #if $plotres.conditionalplottype.plottype == 'boxplot': - #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) - #if $probs != "": - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' - #else: - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' - #end if - #end if - - groupby="'${plotsum.conditionalgroupby.groupby}'" - #if $plotsum.conditionalgroupby.groupby == "test": - summaryalpha='${plotsum.conditionalgroupby.testalphaplot}' - only_significant='${plotsum.conditionalgroupby.testonlysig}' - #elif $plotsum.conditionalgroupby.groupby == "feature": - summaryalpha='${plotsum.conditionalgroupby.featurealphaplot}' - only_significant='${plotsum.conditionalgroupby.featureonlysig}' - #end if -]]> - </command> - - <inputs> - <!-- RData --> - <param format="rdata" name="rdata" type="data" label="Select IWTomicsData object with test results" help="File created by 'IWTomics Test and Plot'." /> - <!-- test IDs --> - <param format="tabular" name="testids" type="data" label="Select test IDs" help="File created by 'IWTomics Test and Plot'." /> - <!-- feature IDs --> - <param format="tabular" name="featureids" type="data" label="Select feature IDs" help="File created by 'IWTomics Test and Plot'." /> - - <!-- repeat threshold on test scale --> - <section name="scalesection" title="Select scale for Interval-Wise Testing and plot" expanded="True" help="Maximum interval length for the p-value adjustment. If 0 the maximum possible scale is used."> - <repeat name="thresholdontestscale" title="Threshold on test scale" min="1"> - <param name="test" type="data_column" data_ref="testids" numerical="False" label="Test ID" multiple="True" use_header_names="True" /> - <param name="feature" type="data_column" data_ref="featureids" numerical="False" label="Feature ID" multiple="True" use_header_names="True" /> - <param name="scale" type="integer" value="0" min="0" label="Scale" /> - </repeat> - </section> - - <!-- plot IWTomics results --> - <section name="plotres" title="Plot IWTomics test results" expanded="True"> - <!-- alpha --> - <param name="alpha" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> - <expand macro="plot-params" /> - </section> - - <!-- summary plot --> - <expand macro="plot-sum" /> - </inputs> - - <outputs> - <data format="txt" name="adjustedpvalue" label="${tool.name} on ${on_string}: Adjusted p-value" from_work_dir="iwtomics.plotwithscale.adjustedpvalue.txt" /> - <data format="pdf" name="iwtomicsrespdf" label="${tool.name} on ${on_string}: Plotted Test Results" from_work_dir="iwtomics.plotwithscale.iwtomicstestresults.pdf" /> - <data format="pdf" name="iwtomicssumpdf" label="${tool.name} on ${on_string}: Summary Plot" from_work_dir="iwtomics.plotwithscale.summaryplot.pdf" /> - </outputs> - - <tests> - <test> - <param name="rdata" value="output_testandplot/iwtomics.testandplot.RData" ftype="rdata" /> - <param name="testids" value="output_testandplot/iwtomics.testandplot.tests.txt" ftype="tabular" /> - <param name="featureids" value="output_testandplot/iwtomics.testandplot.selectedfeatures.txt" ftype="tabular" /> - <repeat name="thresholdontestscale"> - <param name="test" value="1" /> - <param name="feature" value="1" /> - <param name="scale" value="10" /> - </repeat> - <repeat name="thresholdontestscale"> - <param name="test" value="1,2,3" /> - <param name="feature" value="2" /> - <param name="scale" value="20" /> - </repeat> - <param name="alpha" value="0.05" /> - <param name="average" value="TRUE" /> - <param name="size" value="TRUE" /> - <param name="plottype" value="boxplot" /> - <param name="prob0" value="0.25" /> - <param name="prob1" value="0.5" /> - <param name="prob2" value="0.75" /> - <param name="groupby" value="feature" /> - <param name="featurealphaplot" value="0.05" /> - <param name="featureonlysig" value="TRUE" /> - <output name="adjustedpvalue" file="output_plotwithscale/iwtomics.plotwithscale.adjustedpvalue.txt" compare="sim_size" /> - <output name="iwtomicsrespdf" file="output_plotwithscale/iwtomics.plotwithscale.iwtomicstestresults.pdf" compare="sim_size" /> - <output name="iwtomicssumpdf" file="output_plotwithscale/iwtomics.plotwithscale.summaryplot.pdf" compare="sim_size" /> - </test> - </tests> - - <help><![CDATA[ -This tool allows to select the scale for the Interval-Wise Testing results. In particular, it returns the p-value curves -for the different tests performed at the selected scale, and it creates a graphical representation of the -Interval-Wise Testing results and a summary plot (optional) at the selected scale. - ------ - -**Input files** - -RData file with the IWTomicsData object with test results, tabular files with test IDs and feature IDs. -These files are created by the tool *IWTomics Test and Plot*. - ------ - -**Output** - -The tool returns: - -1. TXT file with an adjusted p-value curve for every test performed at the selected scale; -2. PDF file with the plotted test results; -3. PDF file with the summary plot. - ------ - -.. class:: infomark - -**Notes** - -This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy) and Marzia A. Cremona (The Pennsylvania State University, USA). - -It implements a simplified version of the function *IWTomicsTest*, *plotTest* and *plotSummary* for *IWTomicsData* objects. -The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). - -.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf - ]]></help> - - <expand macro="citations" /> - -</tool>
--- a/test-data/input/Controls_regions.bed Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,35 +0,0 @@ -chr1 91399892 91499892 -chr1 116447079 116547079 -chr2 231381109 231481109 -chr3 47386633 47486633 -chr3 99195712 99295712 -chr3 116765114 116865114 -chr3 134345017 134445017 -chr4 68064019 68164019 -chr4 137465811 137565811 -chr4 173293016 173393016 -chr5 59044110 59144110 -chr5 94592763 94692763 -chr5 108436006 108536006 -chr5 110836898 110936898 -chr5 146661073 146761073 -chr6 99727306 99827306 -chr7 88291325 88391325 -chr7 120999784 121099784 -chr8 126860366 126960366 -chr8 127636547 127736547 -chr11 41362564 41462564 -chr11 101741527 101841527 -chr12 15210277 15310277 -chr13 91106037 91206037 -chr13 91518822 91618822 -chr13 98959030 99059030 -chr15 39087176 39187176 -chr17 58542142 58642142 -chr18 12199823 12299823 -chr20 8173704 8273704 -chr21 16255112 16355112 -chr21 45089115 45189115 -chrX 23898983 23998983 -chrX 37029585 37129585 -chrX 103593349 103693349
--- a/test-data/input/Elements1_regions.bed Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,25 +0,0 @@ -chr2 49960150 50060150 -chr2 55912445 56012445 -chr3 140326750 140426750 -chr4 41772201 41872201 -chr4 70629719 70729719 -chr4 109340735 109440735 -chr5 15025389 15125389 -chr5 43028888 43128888 -chr5 58231354 58331354 -chr5 91277761 91377761 -chr5 119464508 119564508 -chr6 85309170 85409170 -chr6 85762072 85862072 -chr6 134621363 134721363 -chr6 147470164 147570164 -chr7 77195798 77295798 -chr7 77880914 77980914 -chr7 114805399 114905399 -chr10 46350885 46450885 -chr10 67833078 67933078 -chr12 27722692 27822692 -chr12 95518506 95618506 -chr12 117863466 117963466 -chr14 100464166 100564166 -chrX 29266748 29366748
--- a/test-data/input/Elements2_regions.bed Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,20 +0,0 @@ -chr1 65942901 66042901 -chr1 117128102 117228102 -chr1 190338169 190438169 -chr2 227365478 227465478 -chr6 50856764 50956764 -chr6 135703067 135803067 -chr7 38228726 38328726 -chr7 51115898 51215898 -chr7 150325760 150425760 -chr8 25475691 25575691 -chr9 73374609 73474609 -chr11 55092625 55192625 -chr11 86581661 86681661 -chr12 12795284 12895284 -chr12 48151882 48251882 -chr12 83109951 83209951 -chr15 31430278 31530278 -chr15 65610815 65710815 -chr17 40766223 40866223 -chr20 17245048 17345048
--- a/test-data/input/Elements3_regions.bed Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,28 +0,0 @@ -chr1 49721616 49821616 -chr1 95059425 95159425 -chr1 207236313 207336313 -chr2 73790843 73890843 -chr3 134465321 134565321 -chr4 43433669 43533669 -chr4 122032777 122132777 -chr5 12701747 12801747 -chr5 58501529 58601529 -chr5 152853250 152953250 -chr6 136085023 136185023 -chr6 147019529 147119529 -chr7 14192964 14292964 -chr7 125519883 125619883 -chr8 77652872 77752872 -chr8 108375665 108475665 -chr9 2984971 3084971 -chr10 978822 1078822 -chr11 18395046 18495046 -chr12 47273592 47373592 -chr12 60095778 60195778 -chr12 84854096 84954096 -chr12 95157539 95257539 -chr14 23982000 24082000 -chr16 1875335 1975335 -chr16 66789863 66889863 -chr18 64644131 64744131 -chr21 15966609 16066609
--- a/test-data/input/Feature1.bed Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,5400 +0,0 @@ -chr1 91399892 91401892 0.914729028492568 -chr1 91401892 91403892 1.03788669317729 -chr1 91403892 91405892 1.15695078809331 -chr1 91405892 91407892 1.05433971377051 -chr1 91407892 91409892 1.05827244724317 -chr1 91409892 91411892 1.00216117481117 -chr1 91411892 91413892 0.873489001753337 -chr1 91413892 91415892 0.873100412116323 -chr1 91415892 91417892 0.928712683217515 -chr1 91417892 91419892 0.94132562114723 -chr1 91419892 91421892 1.06739894033636 -chr1 91421892 91423892 0.909275169317382 -chr1 91423892 91425892 1.10093887463398 -chr1 91425892 91427892 1.05342912580018 -chr1 91427892 91429892 0.970074712768588 -chr1 91429892 91431892 0.742552329847752 -chr1 91431892 91433892 1.09649292566553 -chr1 91433892 91435892 0.902578291528885 -chr1 91435892 91437892 0.821718064516058 -chr1 91437892 91439892 0.909063175846949 -chr1 91439892 91441892 1.12598647717153 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-chr18 64688131 64690131 4.61156619971275 -chr18 64690131 64692131 4.66622025797826 -chr18 64692131 64694131 5.34521271919367 -chr18 64694131 64696131 9.87597953863361 -chr18 64696131 64698131 7.05091406041253 -chr18 64698131 64700131 8.00182216055189 -chr18 64700131 64702131 7.91390780851007 -chr18 64702131 64704131 6.60478767008177 -chr18 64704131 64706131 8.42205253797048 -chr18 64706131 64708131 8.4092636416611 -chr18 64708131 64710131 7.33893411142367 -chr18 64710131 64712131 6.44977234209029 -chr18 64712131 64714131 6.14212509408095 -chr18 64714131 64716131 7.33470365201403 -chr18 64716131 64718131 6.14466300830508 -chr18 64718131 64720131 6.28759018496124 -chr18 64720131 64722131 6.13121264285508 -chr18 64722131 64724131 6.25464222302313 -chr18 64724131 64726131 6.22857474092805 -chr18 64726131 64728131 6.7164061474755 -chr18 64728131 64730131 7.71694797882967 -chr18 64730131 64732131 6.47134532938063 -chr18 64732131 64734131 5.44078856911433 -chr18 64734131 64736131 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--- a/test-data/input/features.header.bed.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,2 +0,0 @@ -Feature1.bed ftr1 Feature 1 -Feature2.bed ftr2 Feature 2 \ No newline at end of file
--- a/test-data/input/regions.header.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,4 +0,0 @@ -Elements1_regions.bed elem1 Elements 1 -Elements2_regions.bed elem2 Elements 2 -Elements3_regions.bed elem3 Elements 3 -Controls_regions.bed control Controls \ No newline at end of file
--- a/test-data/output_loadandplot/iwtomics.loadandplot.features.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -ftr1 ftr2
--- a/test-data/output_loadandplot/iwtomics.loadandplot.regions.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -control elem1 elem2 elem3
--- a/test-data/output_plotwithscale/iwtomics.plotwithscale.adjustedpvalue.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,18 +0,0 @@ -Test: elem1 vs control, on feature ftr1 -Scale 10 0.337 0.492 0.718 0.884 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.948 0.886 0.817 0.813 0.839 0.889 0.947 0.983 0.97 0.97 0.935 0.777 0.554 0.362 0.457 0.681 0.84 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.852 0.752 0.691 0.802 0.905 0.995 0.995 0.937 0.817 0.688 - -Test: elem1 vs control, on feature ftr2 -Scale 20 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 - -Test: elem2 vs control, on feature ftr1 -Scale 50 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 - -Test: elem2 vs control, on feature ftr2 -Scale 20 0.989 0.937 0.845 0.759 0.644 0.545 0.545 0.583 0.739 0.802 0.805 0.801 0.801 0.819 0.801 0.696 0.598 0.561 0.653 0.733 0.829 0.899 0.918 0.918 0.918 0.918 0.926 0.926 0.926 0.926 0.965 0.926 0.922 0.922 0.922 0.98 0.922 0.922 0.922 0.922 0.922 0.922 0.922 0.929 0.922 0.922 0.922 0.922 0.922 0.922 - -Test: elem3 vs control, on feature ftr1 -Scale 50 0.756 0.756 0.644 0.644 0.662 0.823 0.943 1 0.986 0.927 0.806 0.488 0.117 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.186 0.698 0.885 0.732 0.602 0.474 0.381 0.381 0.455 0.607 0.822 0.822 0.689 - -Test: elem3 vs control, on feature ftr2 -Scale 20 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.9 0.9 0.9 0.792 0.181 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -
Binary file test-data/output_plotwithscale/iwtomics.plotwithscale.iwtomicstestresults.pdf has changed
--- a/test-data/output_testandplot/iwtomics.testandplot.adjustedpvalue.matrix.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,312 +0,0 @@ -Test: elem1 vs control, on feature ftr1 -Scale 50 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 -Scale 49 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 0.863 0.808 0.808 0.808 0.855 0.904 0.904 0.904 0.904 0.904 0.884 0.884 0.889 0.884 0.867 0.867 0.867 0.867 0.905 0.995 0.995 0.937 0.867 0.827 -Scale 48 0.706 0.806 0.903 0.945 0.954 0.966 0.966 0.966 0.966 0.979 0.979 0.979 0.979 0.966 0.954 0.954 0.954 0.954 0.954 0.954 0.954 0.983 0.97 0.97 0.954 0.943 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0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 44 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 43 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 42 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 41 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 40 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 39 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 38 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 37 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 36 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 35 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 34 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 33 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 32 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 31 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 30 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 29 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 28 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 27 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 26 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 25 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 24 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 23 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 22 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 21 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 20 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 19 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 18 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 17 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 16 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 15 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 14 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 13 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 12 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 11 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 10 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 9 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 8 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 7 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 6 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 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0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.908 0.908 0.908 0.908 0.826 0.229 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 22 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.908 0.908 0.908 0.908 0.8 0.21 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 21 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.906 0.906 0.9 0.792 0.193 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 20 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.9 0.9 0.9 0.792 0.181 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 19 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.9 0.9 0.9 0.792 0.165 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 18 0.914 0.914 0.914 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.9 0.9 0.9 0.78 0.142 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 17 0.907 0.907 0.907 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.899 0.899 0.89 0.742 0.129 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 16 0.881 0.891 0.892 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.896 0.891 0.865 0.709 0.122 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 15 0.861 0.861 0.892 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.907 0.885 0.861 0.849 0.701 0.113 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 14 0.853 0.853 0.859 0.917 0.925 0.949 0.925 0.925 0.925 0.925 0.941 0.941 0.925 0.925 0.925 0.925 0.925 0.925 0.892 0.854 0.844 0.844 0.691 0.105 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 13 0.852 0.852 0.852 0.882 0.923 0.949 0.923 0.923 0.923 0.923 0.941 0.941 0.923 0.923 0.923 0.923 0.923 0.92 0.871 0.841 0.841 0.835 0.654 0.092 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 12 0.837 0.837 0.837 0.863 0.898 0.949 0.915 0.915 0.915 0.915 0.941 0.941 0.915 0.915 0.915 0.915 0.915 0.893 0.853 0.832 0.832 0.819 0.603 0.078 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 11 0.81 0.81 0.82 0.853 0.883 0.949 0.89 0.89 0.89 0.89 0.941 0.941 0.89 0.89 0.89 0.89 0.895 0.878 0.842 0.818 0.813 0.774 0.562 0.07 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 10 0.778 0.778 0.802 0.838 0.883 0.949 0.883 0.883 0.883 0.883 0.941 0.941 0.883 0.88 0.88 0.88 0.895 0.878 0.839 0.798 0.756 0.732 0.528 0.064 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 9 0.743 0.743 0.763 0.827 0.883 0.949 0.883 0.883 0.883 0.883 0.941 0.941 0.883 0.88 0.88 0.88 0.895 0.878 0.805 0.737 0.708 0.708 0.517 0.051 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 8 0.724 0.724 0.724 0.782 0.866 0.949 0.875 0.875 0.875 0.88 0.941 0.941 0.88 0.88 0.88 0.88 0.895 0.858 0.75 0.697 0.697 0.697 0.499 0.038 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 7 0.71 0.71 0.71 0.731 0.826 0.949 0.861 0.861 0.861 0.88 0.941 0.941 0.863 0.863 0.863 0.863 0.895 0.801 0.695 0.685 0.685 0.685 0.436 0.029 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 6 0.681 0.671 0.671 0.695 0.78 0.949 0.823 0.823 0.823 0.88 0.941 0.941 0.859 0.82 0.82 0.824 0.895 0.74 0.667 0.667 0.667 0.632 0.349 0.023 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 5 0.681 0.622 0.63 0.669 0.759 0.949 0.822 0.767 0.813 0.88 0.941 0.941 0.859 0.801 0.756 0.824 0.895 0.74 0.653 0.634 0.608 0.545 0.306 0.015 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 4 0.681 0.622 0.588 0.655 0.759 0.949 0.822 0.734 0.787 0.88 0.941 0.941 0.859 0.773 0.738 0.824 0.895 0.74 0.638 0.569 0.564 0.545 0.278 0.009 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 3 0.681 0.622 0.588 0.599 0.759 0.949 0.822 0.726 0.706 0.88 0.941 0.941 0.859 0.672 0.738 0.824 0.895 0.74 0.567 0.512 0.564 0.545 0.234 0.006 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 2 0.681 0.622 0.5 0.5 0.717 0.949 0.822 0.578 0.586 0.784 0.941 0.941 0.759 0.534 0.611 0.824 0.895 0.662 0.45 0.47 0.564 0.545 0.158 0.002 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -Scale 1 0.681 0.553 0.434 0.417 0.582 0.949 0.66 0.476 0.513 0.664 0.889 0.868 0.592 0.461 0.487 0.708 0.895 0.512 0.342 0.402 0.564 0.494 0.074 0.002 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 0.001 -
--- a/test-data/output_testandplot/iwtomics.testandplot.selectedfeatures.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -ftr1 ftr2
--- a/test-data/output_testandplot/iwtomics.testandplot.tests.txt Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,1 +0,0 @@ -elem1 vs control elem2 vs control elem3 vs control
--- a/testandplot.R Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,99 +0,0 @@ -if (require("IWTomics",character.only = TRUE,quietly = FALSE)) { - args=commandArgs(TRUE) - - # get args names and values - args_values=strsplit(args,'=') - args_names=unlist(lapply(args_values,function(arg) arg[1])) - names(args_values)=args_names - args_values=lapply(args_values,function(arg) arg[2]) - # read filenames - adjustedpvaluematrix=args_values$adjustedpvaluematrix - iwtomicsrespdf=args_values$iwtomicsrespdf - iwtomicssumpdf=args_values$iwtomicssumpdf - regionids=args_values$regionids - featureids=args_values$featureids - rdatafile=args_values$rdatafile - iwtomicsrdata=args_values$iwtomicsrdata - iwtomicstests=args_values$iwtomicstests - iwtomicsselectedfeatures=args_values$iwtomicsselectedfeatures - # read parameters (from region1 on) - i_region1=which(args_names=='region1') - for(i in i_region1:length(args)){ - eval(parse(text=args[[i]])) - } - - # load RData - load(rdatafile) - # read regionids and featureids - regionids=as.character(read.delim(regionids,header=FALSE,sep='\t',stringsAsFactors=FALSE)) - featureids=as.character(read.delim(featureids,header=FALSE,sep='\t',stringsAsFactors=FALSE)) - # retrieve region1, region2 and features_subset ids and check they are in the RData - id_region1=regionids[region1] - id_region2=regionids[region2] - id_features_subset=featureids[features_subset] - if(length(setdiff(c(id_region1,id_region2),idRegions(regionsFeatures)))!=0){ - write("Wrong region ids.", stderr()) - quit(save="no", status=10) - } - if(length(setdiff(id_features_subset,idFeatures(regionsFeatures)))!=0){ - write("Wrong feature ids.", stderr()) - quit(save="no", status=20) - } - if(sum(duplicated(paste0(id_region1,id_region2)))){ - write("Same test repeated multiple times.", stderr()) - quit(save="no", status=30) - } - - # perform test - tryCatch({ - # fix repeated probs - if(statistics=='quantile'){ - # fix repeated probs - testprobs=sort(unique(testprobs)) - }else{ - testprobs=0.5 - } - regionsFeatures_test=IWTomicsTest(regionsFeatures,id_region1,id_region2,id_features_subset, - statistics=statistics,probs=testprobs,B=B) - # create adjustedvaluematrix output - for(test in seq_along(id_region1)){ - for(id_feature in id_features_subset){ - write(paste0('Test: ',id_region1[test],' vs ',id_region2[test],', on feature ',id_feature), - file=adjustedpvaluematrix,append=TRUE,sep='\t') - pval=regionsFeatures_test@test$result[[test]][[id_feature]]$adjusted_pval_matrix - row.names(pval)=paste('Scale',rev(seq_len(nrow(pval)))) - write.table(pval,file=adjustedpvaluematrix,append=TRUE,sep='\t',quote=FALSE,row.names=TRUE,col.names=FALSE) - write('',file=adjustedpvaluematrix,append=TRUE,sep='\t') - } - } - }, error = function(err) { - write("Testing error.", stderr()) - quit(save="no", status=40) #error testing - }) - - # plot test results - pdf(iwtomicsrespdf,width=5,height=7) - if(plottype=='boxplot'){ - # fix repeated probs - probs=sort(unique(probs)) - }else{ - probs=c(0.25,0.5,0.75) - } - plotTest(regionsFeatures_test,alpha=testalpha,type=plottype,probs=probs,average=average,size=size,ask=FALSE) - dev.off() - - # plot summary results - if(groupby!='none'){ - pdf(iwtomicssumpdf,width=15,height=10) - plotSummary(regionsFeatures_test,alpha=summaryalpha,only_significant=only_significant,groupby=groupby,ask=FALSE,append=TRUE) - dev.off() - } - - # create output - write.table(as.data.frame(t(paste(id_region1,'vs',id_region2))),file=iwtomicstests,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - write.table(as.data.frame(t(idFeatures(regionsFeatures_test))),file=iwtomicsselectedfeatures,quote=FALSE,sep='\t',row.names=FALSE,col.names=FALSE) - save(regionsFeatures_test,file=iwtomicsrdata) -}else{ - write("Missing IWTomics package. Please be sure to have it installed before using this tool.", stderr()) - quit(save="no", status=255) -} \ No newline at end of file
--- a/testandplot.xml Tue Jun 20 13:14:56 2017 -0400 +++ /dev/null Thu Jan 01 00:00:00 1970 +0000 @@ -1,201 +0,0 @@ -<tool id="iwtomics_testandplot" name="IWTomics Test" version="@VERSION@.0"> - <description>and Plot</description> - <macros> - <import>macros.xml</import> - </macros> - <expand macro="requirements" /> - - <command detect_errors="exit_code"> -<![CDATA[ - Rscript '$__tool_directory__/testandplot.R' adjustedpvaluematrix='${adjustedpvaluematrix}' iwtomicsrespdf='${iwtomicsrespdf}' iwtomicssumpdf='${iwtomicssumpdf}' iwtomicsrdata='${iwtomicsrdata}' iwtomicstests='${iwtomicstests}' iwtomicsselectedfeatures='${iwtomicsselectedfeatures}' - regionids='${regionids}' - featureids='${featureids}' - rdatafile='${rdata}' - - #set region1 = ','.join( [ str( $r.region0 ) for $r in $regionssection.regions ] ) - #set region2 = ','.join( [ str( $r.region1 ) for $r in $regionssection.regions ] ) - region1='c(${region1})' - region2='c(${region2})' - - features_subset='c(${featureslist})' - - statistics="'${conditionalstatistics.statistics}'" - #if $conditionalstatistics.statistics == "quantile": - #set probabilities = ','.join( [ str( $p.qprob ) for $p in $conditionalstatistics.quantilesection.qprobabilities ] ) - testprobs='c(${probabilities})' - #end if - - B='${permutations}' - - testalpha='${plotres.alpha}' - average='${plotres.average}' - size='${plotres.size}' - plottype="'${plotres.conditionalplottype.plottype}'" - #if $plotres.conditionalplottype.plottype == "boxplot": - #set probs = ','.join( [ str( $p.prob ) for $p in $plotres.conditionalplottype.probabilitiessection.probabilities ] ) - #if $probs != "": - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2},${probs})' - #else: - probs='c(${plotres.conditionalplottype.probabilitiessection.prob0},${plotres.conditionalplottype.probabilitiessection.prob1},${plotres.conditionalplottype.probabilitiessection.prob2})' - #end if - #end if - - groupby="'${plotsum.conditionalgroupby.groupby}'" - #if $plotsum.conditionalgroupby.groupby == "test": - summaryalpha='${plotsum.conditionalgroupby.testalphaplot}' - only_significant='${plotsum.conditionalgroupby.testonlysig}' - #elif $plotsum.conditionalgroupby.groupby == "feature": - summaryalpha='${plotsum.conditionalgroupby.featurealphaplot}' - only_significant='${plotsum.conditionalgroupby.featureonlysig}' - #end if -]]> - </command> - - <inputs> - <!-- RData --> - <param format="rdata" name="rdata" type="data" label="Select IWTomicsData object" help="File created by 'IWTomics Load Smooth and Plot'." /> - <!-- region IDs --> - <param format="tabular" name="regionids" type="data" label="Select region dataset IDs" help="File created by 'IWTomics Load Smooth and Plot'." /> - <!-- feature IDs --> - <param format="tabular" name="featureids" type="data" label="Select feature IDs" help="File created by 'IWTomics Load Smooth and Plot'." /> - - <!-- repeat region ids --> - <section name="regionssection" title="Select regions for Interval-Wise Testing" expanded="True" help="IDs of the region datasets to be tested."> - <repeat name="regions" title="Two-sample test" min="1"> - <param name="region0" type="data_column" data_ref="regionids" numerical="False" label="Region 1" multiple="False" use_header_names="True" /> - <param name="region1" type="data_column" data_ref="regionids" numerical="False" label="Region 2" multiple="False" use_header_names="True" /> - </repeat> - </section> - - <!-- feature ids list --> - <param name="featureslist" type="data_column" data_ref="featureids" numerical="False" label="Select features" multiple="True" use_header_names="True" help="IDs of the features to be tested." /> - - <!-- conditional statistics --> - <conditional name="conditionalstatistics"> - <!-- statistics --> - <param name="statistics" type="select" label="Test statistics"> - <option value="mean">Mean difference</option> - <option value="median">Median difference</option> - <option value="variance">Variance ratio</option> - <option value="quantile">Quantile difference(s)</option> - </param> - <!-- conditional choice: statistics=quantile --> - <when value="quantile"> - <section name="quantilesection" title="Probabilities" expanded="True" help="Probabilities corresponding to the quantiles in test statistics."> - <repeat name="qprobabilities" title="Probabilities" min="1"> - <param name="qprob" size="4" type="float" value="0.5" min="0.0" max="1.0" label="Probability" /> - </repeat> - </section> - </when> - </conditional> - - <!-- permutations --> - <param name="permutations" type="integer" value="1000" min="1" label="Number of permutations" /> - - <!-- plot IWTomics results --> - <section name="plotres" title="Plot IWTomics test results" expanded="True"> - <!-- alpha --> - <param name="alpha" size="3" type="float" value="0.05" min="0.0" max="1.0" label="Level of the test (alpha)" /> - <expand macro="plot-params" /> - </section> - - <!-- summary plot --> - <expand macro="plot-sum" /> - </inputs> - - <outputs> - <data format="txt" name="adjustedpvaluematrix" label="${tool.name} on ${on_string}: Adjusted p-value Matrix" from_work_dir="iwtomics.testandplot.adjustedpvalue.matrix.txt" /> - <data format="pdf" name="iwtomicsrespdf" label="${tool.name} on ${on_string}: Plotted Test Results" from_work_dir="iwtomics.testandplot.iwtomicstestresults.pdf" /> - <data format="pdf" name="iwtomicssumpdf" label="${tool.name} on ${on_string}: Summary Plot" from_work_dir="iwtomics.testandplot.summaryplot.pdf" /> - <data format="rdata" name="iwtomicsrdata" label="${tool.name} on ${on_string}: IWTomicsData Object with Test Results" from_work_dir="iwtomics.testandplot.RData" /> - <data format="tabular" name="iwtomicstests" label="${tool.name} on ${on_string}: Test IDs" from_work_dir="iwtomics.testandplot.tests.txt" /> - <data format="tabular" name="iwtomicsselectedfeatures" label="${tool.name} on ${on_string}: Feature IDs" from_work_dir="iwtomics.testandplot.selectedfeatures.txt" /> - </outputs> - - <tests> - <test> - <param name="rdata" value="output_loadandplot/iwtomics.loadandplot.RData" ftype="rdata" /> - <param name="regionids" value="output_loadandplot/iwtomics.loadandplot.regions.txt" ftype="tabular" /> - <param name="featureids" value="output_loadandplot/iwtomics.loadandplot.features.txt" ftype="tabular" /> - <repeat name="regions"> - <param name="region0" value="2" /> - <param name="region1" value="1" /> - </repeat> - <repeat name="regions"> - <param name="region0" value="3" /> - <param name="region1" value="1" /> - </repeat> - <repeat name="regions"> - <param name="region0" value="4" /> - <param name="region1" value="1" /> - </repeat> - <param name="featureslist" value="1,2" /> - <param name="statistics" value="mean" /> - <param name="permutations" value="1000" /> - <param name="alpha" value="0.05" /> - <param name="average" value="TRUE" /> - <param name="size" value="TRUE" /> - <param name="plottype" value="boxplot" /> - <param name="prob0" value="0.25" /> - <param name="prob1" value="0.5" /> - <param name="prob2" value="0.75" /> - <param name="groupby" value="feature" /> - <param name="featurealphaplot" value="0.05" /> - <param name="featureonlysig" value="TRUE" /> - <output name="adjustedpvaluematrix" file="output_testandplot/iwtomics.testandplot.adjustedpvalue.matrix.txt" compare="sim_size" /> - <output name="iwtomicsrespdf" file="output_testandplot/iwtomics.testandplot.iwtomicstestresults.pdf" compare="sim_size" /> - <output name="iwtomicssumpdf" file="output_testandplot/iwtomics.testandplot.summaryplot.pdf" compare="sim_size" /> - <output name="iwtomicsrdata" file="output_testandplot/iwtomics.testandplot.RData" compare="sim_size" /> - <output name="iwtomicstests" file="output_testandplot/iwtomics.testandplot.tests.txt" /> - <output name="iwtomicsselectedfeatures" file="output_testandplot/iwtomics.testandplot.selectedfeatures.txt" /> - </test> - </tests> - - <help><![CDATA[ -This tool statistically evaluates differences in genomic features between groups of regions along the genome. -In particular, it implements the Interval-Wise Testing for omics data, an extended version of the Interval-Wise -Testing for functional data presented in Pini and Vantini (2017). It allows to perform multiple two sample permutation -tests between pairs of region datasets, on several features. It returns the adjusted p-value curves for every test -and all possible scales. Moreover, it creates a graphical representation of the Interval-Wise Testing results -and a summary plot (optional) with p-values at the maximum scale. The tool *IWTomics Plot with Threshold on Test Scale* -permits to select the scale to be used in the plots. - ------ - -**Input files** - -RData file with the IWTomicsData object, tabular files with region dataset IDs and feature IDs. -These files are created by the tool *IWTomics Load Smooth and Plot*. - ------ - -**Output** - -The tool returns: - -1. TXT file with an adjusted p-value matrix for every test performed. Each matrix contains a p-value curve (row) for every scale considered in the test; -2. PDF file with the plotted test results; -3. PDF file with the summary plot; -4. RData with the IWTomicsData object with the test results; -5. Test identifiers; -6. Feature identifiers. - -4-6 can be used as input of the tool *IWTomics Plot with Threshold on Test Scale* - ------ - -.. class:: infomark - -**Notes** - -This Galaxy tool has been developed by Fabio Cumbo (Third University of Rome, Italy) and Marzia A. Cremona (The Pennsylvania State University, USA). - -It implements a simplified version of the function *IWTomicsTest*, *plotTest* and *plotSummary* for *IWTomicsData* objects. -The complete version can be found in the *R/Bioconductor* package *IWTomics* (see vignette_). - -.. _vignette: https://bioconductor.org/packages/release/bioc/vignettes/IWTomics/inst/doc/IWTomics.pdf - ]]></help> - - <expand macro="citations" /> - -</tool>