Mercurial > repos > iuc > raceid_inspecttrajectory
changeset 0:e0e9b24d76aa draft
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,148 @@ +<macros> + <token name="@GET_VERSION@"><![CDATA[ 2>&1 | head -1 | cut -d' ' -f 2 ]]></token> + <token name="@STRING2VECTOR@"> +string2numericvector = function(string){ + #' Converts a string to a valid vector + #' + #' e.g. "-1,2:5,2" evaluates to c(-1,2,3,4,5,2) + #' + #' @param add string2vector function to safe environment + #' @return vector of integers + terms = unlist(strsplit(string, split=",")) + res = lapply(terms, function(x){ + if (grepl(":",x)){ + l_r = as.integer(c(unlist(strsplit(x,split=":")))) + return(seq(l_r[1],l_r[2])) + } + return(as.integer(x)) + }) + return(c(unlist(res))) +} + +string2textvector = function(string){ + #' Converts a string to a valid string vector + #' + #' e.g. "red,yellow,white" evaluates to c("red","yellow","white") + return(unlist(strsplit(string,","))) +} + </token> + <token name="@VERSION_RACEID@">3</token> + <token name="@VERSION_PACKAGE@">0.2</token> + <macro name="requirements" > + <requirements> + <requirement type="package" version="0.1.1">r-raceid</requirement> + <requirement type="package" version="1.6.2">bioconductor-scran</requirement> + </requirements> + </macro> + <macro name="yesno_checkedno" > + <option value="yes" >Yes</option> + <option value="no" selected="true" >No</option> + </macro> + <macro name="use_defaults_no" > + <conditional name="use" > + <param name="def" type="select" label="Use Defaults?" > + <option value="yes" selected="true" >Yes</option> + <option value="no" >No</option> + </param> + <when value="yes" /> + <when value="no" > + <yield /> + </when> + </conditional> + </macro> + <macro name="test_nondef" > + <conditional name="use" > + <param name="def" value="no" /> + <yield /> + </conditional> + </macro> + <macro name="section_test_nondef" > + <section name="@SECTIONNAME@" > + <expand macro="test_nondef" > + <yield /> + </expand> + </section> + </macro> + <macro name="citations" > + <citations> + <citation type="doi">10.1038/nature14966</citation> + <citation type="doi">10.1038/nmeth.4662</citation> + </citations> + </macro> + <macro name="select_cells" token_sectionname="@SECTIONNAME@" token_sectiontitle="@SECTIONTITLE@" > + <section name="@SECTIONNAME@" title="@SECTIONTITLE@" expanded="true" > + <param name="name_set" type="text" optional="true" label="Name of Set" > + <!-- Aname, Bname --> + <expand macro="sanitize_title" /> + </param> + <conditional name="meth" > + <param name="type" type="select" label="Selection method" > + <option value="cln" selected="true">Cluster Numbers</option> + <option value="regex" >Regular Expression</option> + <option value="manual" >Manual Selection</option> + </param> + <when value="cln" > + <param name="selector" type="text" value="" label="List of clusters" > + <expand macro="sanitize_numeric_vector" /> + </param> + </when> + <when value="regex" > + <param name="selector" type="text" value="" label="Regular Expression to select gene names" > + <expand macro="sanitize_regex" /> + </param> + </when> + <when value="manual" > + <param name="selector" type="text" value="" label="List of genes" > + <expand macro="sanitize_string_vector" /> + </param> + </when> + </conditional> + </section> + </macro> + <!-- Sanitizers --> + <macro name="sanitize_title"> + <sanitizer invalid_char=""> + <valid initial="string.letters,string.digits" > + <add value=" " /> + <add value="_" /> + </valid> + </sanitizer> + </macro> + <macro name="sanitize_regex" > + <sanitizer invalid_char=""> + <valid initial="string.letters,string.digits"> + <add value="!"/> + <add value="="/> + <add value="-"/> + <add value="."/> + <add value="*"/> + <add value="?"/> + <add value="+"/> + <add value="\\"/> + <add value="_"/> + <add value="|"/> + <add value="["/> <!-- left square bracket, e.g subselecting from vec[1] --> + <add value="]"/> <!-- right square bracket --> + <add value="("/> <!-- left parenthesis --> + <add value=")"/> <!-- right parenthesis --> + </valid> + </sanitizer> + </macro> + <macro name="sanitize_numeric_vector" > + <sanitizer invalid_char=""> + <valid initial="string.digits"> + <add value=","/> + </valid> + </sanitizer> + </macro> + <macro name="sanitize_string_vector" > + <sanitizer invalid_char=""> + <valid initial="string.letters,string.digits"> + <add value=","/> + <add value="_"/> + <add value="-"/> + <add value="."/> + </valid> + </sanitizer> + </macro> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros_cluster.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,403 @@ +<macros> + <macro name="cluster_inputs" > + <param name="intable" type="data" format="tabular" label="Count Matrix" /> + <section name="filt" title="Filtering" expanded="true" > + <param name="mintotal" type="integer" min="1" value="3000" label="Min Transcripts" help="The minimum total transcripts required. Cells with less than mintotal transcripts are filtered out." /> + <param name="minexpr" type="integer" min="1" value="5" label="Min Expression" help="The minimum required transcript counts of a gene in the minimum number of cells (below)" /> + <param name="minnumber" type="integer" min="1" value="5" label="Min Cells" help="The minumum number of cells for gene expression to be counted" /> + <expand macro="use_defaults_no" > + <param name="knn" type="integer" min="0" value="10" label="K-nearest-neighbours" help="Number of nearest neighbors used to infer corresponding cell types in different batches" /> + <param name="CGenes" type="text" optional="true" label="CGenes" help="Filter out genes with correlated expression for cell type inference" > + <expand macro="sanitize_string_vector" /> + </param> + <param name="FGenes" type="text" optional="true" label="FGenes" help="Explicitly filter out genes for cell type inference" > + <expand macro="sanitize_string_vector" /> + </param> + <param name="LBatch_regexes" type="text" optional="true" label="Batch Regex" help="List of regexes to capture experimental batches for batch effect correction" > + <expand macro="sanitize_string_vector" /> + </param> + <param name="ccor" type="float" value="0.4" label="CCor" help="Correlation coefficient used as a threshold for determining correlated genes" /> + <param name="bmode" type="select" label="Batch Mode" help="Method to regress out batch effects" > + <option value="RaceID" selected="true" >RaceID</option> + <option value="scran">SCRAN</option> + </param> + <conditional name="ccc" > + <param name="use" type="select" label="Perform Cell-cycle correction?" > + <option value="yes" >Yes</option> + <option value="no" selected="true" >No</option> + </param> + <when value="no" /> + <when value="yes" > + <param name="vset" type="text" optional="true" label="List of Gene Sets" > + <expand macro="sanitize_string_vector" /> + </param> + <param name="pvalue" type="float" value="0.01" min="0" max="1" label="P-value Cutoff" help="P-value cutoff for determining enriched components" /> + <param name="quant" type="float" value="0.01" min="0" max="1" label="Quantification Fraction" help="Upper and lower fraction of gene loadings use for determining enriched components" /> + <param name="ncomp" type="integer" min="0" optional="true" label="Number of components to use" help="If left blank, the maximum number of components are used" /><!-- 0 = NULL --> + <param name="dimr" type="boolean" value="true" label="Derive Components from saturation criterion" /> + <param name="mode" type="select" label="Type of Component Analysis" help="If ICA is selected, ensure that the number of components value above is sufficiently high" > + <option value="pca" selected="true">PCA</option> + <option value="ica">ICA</option> + </param> + <param name="logscale" type="boolean" value="false" label="Log-transform data prior to PCA or ICA" help="" /> + </when> + </conditional> + </expand> + </section> + <section name="clust" title="Clustering" expanded="true" > + <!-- CompDist --> + <param name="metric" type="select" label="Distance Metric" > + <option value="pearson" selected="true" >Pearson</option> + <option value="spearman">Spearman</option> + <option value="logpearson">Log Pearson</option> + <option value="euclidean">Euclidean</option> + </param> + <!-- ClustExp --> + <param name="funcluster" type="select" label="Clustering method" > + <option value="kmedoids" selected="true" >K-medoids</option> + <option value="kmeans">K-means</option> + <option value="hclust">H-Clust</option> + </param> + <expand macro="use_defaults_no" > + <!-- CompDist --> + <param name="fselect" type="boolean" value="true" label="Perform feature selection" /> + <param name="knn" type="integer" min="0" optional="true" label="KNN" help="Number of nearest neighbours for imputing gene expression" /><!-- 0: NULL --> + <!-- ClustExp --> + <param name="sat" type="boolean" checked="true" label="Saturation-based clustering?" help="Determine number of clusters on saturation point of the mean within-cluster dispersion as a function of the cluster number." /> + <param name="clustnr" type="integer" min="0" value="30" label="Max number of clusters using Saturation-by-mean" help="Max number of clusters for the derivation of the cluster number by the saturation of mean within-cluster-dispersion." /> + <param name="samp" type="integer" min="0" optional="true" label="Sample random number of cells" help="Number of random sample of cells used for the inference of cluster number and Jaccard similarity" /><!-- 0:NULL --> + <param name="cln" type="integer" min="0" optional="true" label="Number of clusters" /><!-- 0:Null --> + <param name="bootnr" type="integer" min="0" value="50" label="Number of booststrapping runs" /> + <param name="rseed" type="integer" value="17000" label="Random seed" /> + </expand> + </section> + <section name="outlier" title="Outliers" expanded="true" > + <!-- Find Outliers --> + <param name="outminc" type="integer" min="0" value="5" label="Minimum Transcripts" help="minimal transcript count of a gene in a clusters to be tested for being an outlier gene" /> + <param name="outlg" type="integer" min="1" value="2" label="Minimum Genes" help="Minimum number of outlier genes required for being an outlier cell" /> + <!-- RFCorrect --> + <param name="final" type="boolean" value="true" label="Plot Final Clusters?" help="Reclassification of cell types using out-of-bag analysis is performed based on the final clusters after outlier identification. If 'FALSE', then the cluster partition prior to outlier identification is used for reclassification." /> + <expand macro="use_defaults_no" > + <!-- Find Outliers --> + <param name="probthr" type="float" min="0" value="0.001" label="Outlier Probability Threshold" help="Probability threshold for the above specified minimum number of genes to be an outlier cell. This probability is computed from a negative binomial background model of expression in a cluster" /> + <param name="outdistquant" type="float" min="0" max="1" value="0.95" label="Outlier Distance Quantile" help="Outlier cells are merged to outlier clusters if their distance smaller than the outdistquant-quantile of the distance distribution of pairs of cells in the orginal clusters after outlier removal" /> + <!-- RFCorrect --> + <param name="nbtree" type="integer" optional="true" label="Number of trees to be built" /><!-- 0:Null --> + <param name="nbfactor" type="integer" min="0" value="5" label="Tree Factor" help="Number of trees based on the number of cells multiplied by this factor. Effective only if the number of trees parameter is set to 0" /> + <param name="rfseed" type="integer" value="12345" label="Random Seed" /> + </expand> + </section> + <section name="tsne" title="tSNE and FR" expanded="true" > + <!-- CompTSNE --> + <param name="perplexity" type="integer" min="0" value="30" label="Perplexity" help="Perplexity of the t-SNE map" /> + <!-- CompFR --> + <param name="knn" type="integer" min="0" value="10" label="KNN" help="Number of nearest neighbours used for the inference of the Fruchterman-Rheingold layout" /> + <expand macro="use_defaults_no" > + <!-- CompTSNE --> + <param name="initial_cmd" type="boolean" checked="true" label="tSNE map initialised by classical multidimensional scaling" /> + <param name="rseed_tsne" type="integer" value="15555" label="Random Seed (tSNE)" /> + <!-- CompFR --> + <param name="rseed_fr" type="integer" min="0" value="15555" label="Random Seed (FR)" /> + </expand> + </section> + <section name="extra" title="Extra Parameters" expanded="false" > + <param name="tablelim" type="integer" min="1" value="25" label="Table Limit" help="Top N genes to print per cluster" /> + <param name="plotlim" type="integer" min="1" value="10" label="Plot Limit" help="Top N genes to plot. Must be less than or equal to the Table Limit" /> + <param name="foldchange" type="float" min="0" value="1" label="Fold change" /> + <param name="pvalue" type="float" min="0" max="1" value="0.01" label="P-value Cutoff" help="P-value cutoff for the inference of differential gene expression" /> + </section> + </macro> + <macro name="cluster_tests" > + <test> + <!-- default test --> + <conditional name="tool" > + <param name="mode" value="cluster" /> + <!-- This is a file with a single word 'test', which prompts the scripts to use the test intestinalData in the library --> + <param name="intable" value="use.intestinal" /> + </conditional> + <output name="outgenelist" value="intestinal.genelist" /> + <output name="outpdf" value="intestinal.pdf" compare="sim_size" delta="50" /> + </test> + <test> + <!-- defaults, feeding in a matrix with reduced filtering --> + <conditional name="tool" > + <param name="mode" value="cluster" /> + <param name="intable" value="matrix.tabular" /> + <section name="filt" > + <param name="mintotal" value="1000" /> + <param name="minexpr" value="1" /> + <param name="minnumber" value="3" /> + </section> + <param name="use_log" value="true" /> + <output name="outgenelist" value="matrix.genelist" /> + <output name="outrdat" value="matrix.rdat" compare="sim_size" delta="15" /> + <output name="outpdf" value="matrix.pdf" compare="sim_size" delta="10" /> + <output name="outlog" value="matrix.log" /> + </conditional> + </test> + <test> + <!-- defaults, but manually specified. No opts, no CC. Generates identical to above --> + <conditional name="tool" > + <param name="mode" value="cluster" /> + <param name="intable" value="use.intestinal" /> + <section name="filt" > + <param name="mintotal" value="3000" /> + <param name="minexpr" value="5" /> + <param name="minnumber" value="5" /> + <expand macro="test_nondef" > + <param name="knn" value="10" /> + <param name="ccor" value="0.4" /> + <param name="bmode" value="RaceID" /> + </expand> + </section> + <section name="clust" > + <param name="metric" value="pearson" /> + <param name="funcluster" value="kmedoids" /> + <expand macro="test_nondef" > + <param name="fselect" value="true" /> + <param name="sat" value="true" /> + <param name="clustnr" value="30" /> + <param name="bootnr" value="50" /> + <param name="rseed" value="17000" /> + </expand> + </section> + <section name="outlier" > + <param name="outminc" value="5" /> + <param name="outlg" value="2" /> + <param name="final" value="false" /> + <expand macro="test_nondef" section_name="outlier" > + <param name="probthr" value="0.001" /> + <param name="outdistquant" value="0.95" /> + <param name="rfseed" value="12345" /> + <param name="nbfactor" value="5" /> + </expand> + </section> + <section name="tsne" > + <param name="perplexity" value="30" /> + <param name="knn" value="10" /> + <expand macro="test_nondef" section_name="tsne" > + <param name="initial_cmd" value="true" /> + <param name="rseed_tsne" value="15555" /> + <param name="rfseed_fr" value="15555" /> + </expand> + </section> + </conditional> + <output name="outgenelist" value="intestinal.genelist" /> + <output name="outpdf" value="intestinal.pdf" compare="sim_size" delta="50" /> + </test> + <test> + <!-- Advanced. Opts, CC used --> + <conditional name="tool" > + <param name="mode" value="cluster" /> + <param name="intable" value="use.intestinal" /> + <section name="filt" > + <param name="mintotal" value="2000" /> + <param name="minexpr" value="3" /> + <param name="minnumber" value="2" /> + <expand macro="test_nondef" > + <param name="knn" value="5" /> + <param name="ccor" value="0.5" /> + <param name="CGenes" value="Gga3,Ggact,Ggct" /> + <param name="FGenes" value="Zxdc,Zyg11a,Zyg11b,Zyx" /> + <param name="LBatch_regexes" value="^I5,^II5,^III5,^IV5d,^V5d" /> + <param name="bmode" value="scran" /> + <conditional name="ccc" > + <param name="use" value="yes" /> + <param name="pvalue" value="0.05" /> + <param name="quant" value="0.05" /> + <param name="ncomp" value="3" /> + <param name="dimr" value="true" /> + <param name="mode" value="pca" /> + <param name="logscale" value="true" /> + </conditional> + </expand> + </section> + <section name="clust" > + <param name="metric" value="euclidean" /> + <param name="funcluster" value="hclust" /> + <expand macro="test_nondef" > + <param name="fselect" value="false" /> + <param name="knn" value="5" /> + <param name="sat" value="false" /> + <param name="samp" value="10" /> + <param name="cln" value="10" /> + <param name="clustnr" value="10" /> + <param name="bootnr" value="30" /> + <param name="rseed" value="17000" /> + </expand> + </section> + <section name="outlier" > + <param name="outminc" value="3" /> + <param name="outlg" value="5" /> + <param name="final" value="true" /> + <expand macro="test_nondef" > + <param name="probthr" value="0.01" /> + <param name="outdistquant" value="0.5" /> + <param name="rfseed" value="12345" /> + <param name="nbfactor" value="5" /> + <param name="nbtree" value="10" /> + </expand> + </section> + <section name="tsne" > + <param name="perplexity" value="20" /> + <param name="knn" value="6" /> + <expand macro="test_nondef" > + <param name="initial_cmd" value="false" /> + <param name="rseed_tsne" value="15555" /> + <param name="rfseed_fr" value="15555" /> + </expand> + </section> + </conditional> + <output name="outgenelist" value="intestinal_advanced.genelist" /> + <output name="outpdf" value="intestinal_advanced.pdf" compare="sim_size" delta="150" /> + </test> + </macro> + <token name="@FILTNORM_CHEETAH@"><![CDATA[ +## Perform do.filter +use.filtnormconf = TRUE + +## Perform do.cluster, do.outlier, do.clustmap, mkgenelist +use.cluster = FALSE + +in.table = read.table( + '${intable}', + stringsAsFactors = F, + na.strings=c("NA", "-", "?", "."), + sep='\t', + header=TRUE, + row.names=1 +) + +## Hidden flag to use test data instead +## see: test-data/use.intestinal + +use.test.data = (names(in.table)[1] == "test") + +sc = NULL +if (use.test.data) { + sc = SCseq(intestinalData) + message("Loading test data from library") +} else { + sc = SCseq(in.table) +} + + +filt = formals(filterdata) +filt.ccc = formals(CCcorrect) +filt.use.ccorrect = FALSE +filt.lbatch.regexes = NULL + +filt\$mintotal = as.integer( '$filt.mintotal' ) +filt\$minexpr = as.integer( '$filt.minexpr' ) +filt\$minnumber = as.integer( '$filt.minnumber' ) +#if str($filt.use.def) == "no": +filt\$knn = as.integer( '$filt.use.knn' ) +filt\$ccor = as.numeric( '$filt.use.ccor' ) +filt\$bmode = as.character( '$filt.use.bmode' ) + #if $filt.use.LBatch_regexes: +filt.lbatch.regexes = string2textvector( '$filt.use.LBatch_regexes' ) + #end if + #if $filt.use.CGenes: +filt\$CGenes = string2textvector( '$filt.use.CGenes' ) + #end if + #if $filt.use.FGenes: +filt\$FGenes = string2textvector( '$filt.use.FGenes' ) + #end if + #if str($filt.use.ccc.use) == "yes" +filt.use.ccorrect = TRUE + #if $filt.use.ccc.vset: +filt.ccc\$vset = string2textvector( '$filt.use.ccc.vset' ) + #end if + #if $filt.use.ccc.ncomp: +filt.ccc\$nComp = as.integer( '$filt.use.ccc.ncomp' ) + #end if +filt.ccc\$pvalue = as.numeric( '$filt.use.ccc.pvalue' ) +filt.ccc\$quant = as.numeric( '$filt.use.ccc.quant' ) +filt.ccc\$dimR = as.logical( '$filt.use.ccc.dimr' ) +filt.ccc\$mode = as.character( '$filt.use.ccc.mode.value' ) +filt.ccc\$logscale = as.logical( '$filt.use.ccc.logscale' ) + #end if +#end if + +out.pdf = '${outpdf}' +out.rdat = '${outrdat}' + +]]></token> + <token name="@CLUSTER_CHEETAH@"><![CDATA[ + +in.rdat = readRDS('${inputrds}') + +sc = in.rdat + +## Perform do.filter +use.filtnormconf = FALSE + +## Perform do.cluster, do.outlier, do.clustmap, mkgenelist +use.cluster = TRUE + + +clust.compdist = formals(compdist) +clust.clustexp = formals(clustexp) +clust.compdist\$metric = as.character( '$clust.metric' ) +clust.clustexp\$FUNcluster = as.character( '$clust.funcluster' ) + +#if str($clust.use.def) == "no": + +clust.compdist\$FSelect = as.logical( '$clust.use.fselect' ) + #if $clust.use.knn: +clust.compdist\$knn = as.integer( '$clust.use.knn' ) + #end if +clust.clustexp\$sat = as.logical( '$clust.use.sat' ) + #if $clust.use.samp: +clust.clustexp\$samp = as.integer( '$clust.use.samp' ) + #end if + #if $clust.use.cln: +clust.clustexp\$cln = as.integer( '$clust.use.cln' ) +clust.clustexp\$clustnr = as.integer( '$clust.use.clustnr' ) +clust.clustexp\$bootnr = as.integer( '$clust.use.bootnr' ) +##clust.clustexp\$rseed = as.integer( '$clust.use.rseed' ) + #end if +#end if + +outlier.use.randomforest = FALSE +outlier.findoutliers = formals(findoutliers) +outlier.clustheatmap = formals(clustheatmap) +outlier.rfcorrect = formals(rfcorrect) + +outlier.findoutliers\$outminc = as.integer( '$outlier.outminc' ) +outlier.findoutliers\$outlg = as.integer( '$outlier.outlg' ) +outlier.rfcorrect\$final = as.logical( '$outlier.final' ) + +#if str($outlier.use.def) == "no": + #if $outlier.use.nbtree: +outlier.rfcorrect\$nbtree = as.integer( '$outlier.use.nbtree' ) + #end if +outlier.findoutliers\$probthr = as.numeric( '$outlier.use.probthr' ) +outlier.findoutliers\$outdistquant = as.numeric( '$outlier.use.outdistquant' ) +##outlier.rfcorrect\$rfseed = as.integer( '$outlier.use.rfseed' ) +outlier.rfcorrect\$nbfactor = as.integer( '$outlier.use.nbfactor' ) +#end if + +cluster.comptsne = formals(comptsne) +cluster.compfr = formals(compfr) + +cluster.comptsne\$perplexity = as.integer( '$tsne.perplexity' ) +cluster.compfr\$knn = as.integer( '$tsne.knn' ) +#if str($tsne.use.def) == "no": +cluster.comptsne\$initial_cmd = as.logical( '$tsne.use.initial_cmd' ) +cluster.comptsne\$rseed = as.integer( '$tsne.use.rseed_tsne' ) +cluster.compfr\$rseed = as.integer( '$tsne.use.rseed_fr' ) +#end if + +genelist.tablelim = as.integer( '$extra.tablelim' ) +genelist.plotlim = as.integer( '$extra.plotlim' ) +genelist.foldchange = as.integer( '$extra.foldchange' ) +genelist.pvalue = as.numeric( '$extra.pvalue' ) + +out.pdf = '${outpdf}' +out.rdat = '${outrdat}' +out.genelist = '${outgenelist}' + +]]> + </token> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros_inspectclusters.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,326 @@ +<macros> + <macro name="inspectclusters_inputs" > + <param name="inputrds" type="data" format="rdata" label="Input RaceID RDS" help="Requires the RDS output from the cluster analysis" /> + <conditional name="plotgen"> + <param name="do_opt" type="select" label="Plot All Clusters?" help="Generates tSNE and F-R plots" > + <option value="yes" selected="true" >Yes</option> + <option value="no" >No</option> + </param> + <when value="no" /> + <when value="yes" /> + </conditional> + <conditional name="plotsym" > + <param name="do_opt" type="select" label="Perform Subset Analysis?" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes"> + <param name="types_regex" type="text" optional="true" label="Types Regex (removal)" help="Regular expression to be used to remove portions of the cell names, in order to indicate cell type. e.g. if your cells are labelled as 'cdk5_1, cdk5_2, glow_1, glow_2', then a regex of '_\\d$' would trim off the ends and set the cell types to 'cdk5, cdk5, glow, glow'. " > + <expand macro="sanitize_regex" /> + </param> + <expand macro="use_defaults_no" > + <param name="subset_regex" type="text" optional="true" label="Subset of Types: Regex (select)" help="Regular expression to be used to select for cell types of interest. e.g. if we are only interested in 'cdk5' positive cells, then we would simply put 'cdk5' here. "> + <expand macro="sanitize_regex" /> + </param> + <param name="fr" type="boolean" checked="false" label="Output FR map instead of tSNE" help="Performs a Fruchterman-Rheingold projection instead of tSNE" /> + </expand> + </when> + </conditional> + <conditional name="gois" > + <param name="do_opt" type="select" label="Examine Genes of Interest" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes"> + <param name="inspect_goi_genes" type="text" value="" label="Genes to Examine" > + <expand macro="sanitize_string_vector" /> + </param> + <param name="inspect_goi_cells" type="text" optional="true" label="Cells to Examine" help="Leave blank to examine all" ><!-- "":NULL --> + <expand macro="sanitize_string_vector" /> + </param> + <expand macro="use_defaults_no" > + <!-- Yes, examine genes of interest, but no do not use defaults... --> + <param name="inspect_goi_imputed" type="boolean" checked="false" label="Impute Genes" help="Only works if k-nearest neighbours was used in the clustering" /> + <param name="plotexp_n" type="text" optional="true" label="Title of plot" help="If blank, the list of genes are used" > + <expand macro="sanitize_title" /> + </param> + <param name="plotmarkg_cthr" type="integer" min="0" value="0" label="Cluster Threshold" help="Include only clusters with cells greater than this" /> + <param name="plotmarkg_cl" type="text" optional="true" label="Cluster List" help="List of cluster numbers to include. Leave blank to include all" > + <expand macro="sanitize_numeric_vector" /> + </param><!-- "":NULL --> + <param name="plotmarkg_order_cells" type="boolean" checked="false" label="Order Cells" help="Order heatmap by cell names, not by cluster" /> + <param name="plotmarkg_aggr" type="boolean" checked="false" label="Average Expression" help="Show only average expression for each cluster" /> + <param name="plotmarkg_norm" type="boolean" checked="false" label="Normalise Gene Expression " help="Normalise gene expression to 1 to depict genes on the same scale" /> + <param name="plotmarkg_flo" type="integer" max="-5" optional="true" label="Lower-bound for Gene Expression" /><!-- negative or null vals only for this seem to work--> + <param name="plotmarkg_cap" type="integer" min="1" optional="true" label="Upper-bound for Gene Expression" /> + <param name="plotmarkg_samples" type="text" optional="true" label="Regex to Select Sample Names For Each cell" > + <expand macro="sanitize_regex" /> + </param> + <param name="plotmarkg_cluster_cols" type="boolean" checked="false" label="Cluster columns" /> + <param name="plotmarkg_cluster_rows" type="boolean" checked="true" label="Cluster rows" /> + <param name="plotmarkg_cluster_set" type="boolean" checked="false" label="Order Clusters by Heirarchal Clustering of Cluster Medoids." /> + </expand> + </when> + </conditional> + <conditional name="diffgtest" > + <param name="do_opt" type="select" label="Differential Gene Testing" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes" > + <expand macro="select_cells" sectionname="set_a" sectiontitle="Cells in Set A" /> + <expand macro="select_cells" sectionname="set_b" sectiontitle="Cells in Set B" /> + <expand macro="use_defaults_no" > + <param name="plotdiffg_pthr" type="float" min="0" max="1" value="0.05" label="P-value cutoff" help="Cutoff for displaying differentially expressed genes" /> + <param name="plotdiffg_padj" type="boolean" checked="true" label="Apply B-H Correction" help="Display genes with a Benjamini-Hochberg corrected false discovery rate lower than the above P-value threshold" /> + <param name="plotdiffg_lthr" type="float" min="0" value="0" label="Log2-Fold Threshold" help="Differentially expressed genes are displayed only for log2 fold-changes higher than this" /> + <param name="plotdiffg_mthr" type="float" optional="true" label="Log2 Mean Threshold" help="Differentially expressed genes are displayed only for log2 mean expression greater than this" /><!-- opt:-Inf --> + <param name="plotdiffg_show_names" type="boolean" checked="false" label="Display Gene Names" /> + </expand> + </when> + </conditional> + </macro> + <macro name="inspectclusters_tests" > + <test><!-- general plots, plotgen --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <conditional name="plotgen" > + <param name="do_opt" value="yes" /> + </conditional> + <output name="outpdf" value="out_cluster_general_default.pdf" /> + </test> + <test><!-- default test, plotsym --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <conditional name="plotsym" > + <param name="do_opt" value="yes" /> + <param name="types_regex" value="\\_\\d+" /> + <expand macro="test_nondef" > + <param name="subset_regex" value="IV|V" /> + </expand> + </conditional> + <conditional name="gois" > + <param name="do_opt" value="yes" /> + <param name="inspect_goi_genes" value="Apoa1,Apoa1bp,Apoa2,Apoa4,Apoa5" /> + </conditional> + <output name="outpdf" value="out_cluster_inspect_default.pdf" /> + </test> + <test><!-- Advanced 1 --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <conditional name="plotsym" > + <param name="do_opt" value="yes" /> + <param name="types_regex" value="\\_\\d+" /> + <expand macro="test_nondef" > + <param name="subset_regex" value="IV|V" /> + <param name="fr" value="true" /> + </expand> + </conditional> + <conditional name="gois" > + <param name="do_opt" value="yes" /> + <param name="inspect_goi_genes" value="Apoa1,Apoa1bp,Apoa2,Apoa4,Apoa5" /> + <expand macro="test_nondef" > + <param name="inspect_goi_imputed" value="false" /> + <param name="plotexp_n" value="Test Title" /> + <param name="plotmarkg_order_cells" value="true" /> + <param name="plotmarkg_aggr" value="true" /> + <param name="plotmarkg_norm" value="true" /> + <param name="plotmarkg_flo" value="-10" /> + <param name="plotmarkg_cap" value="100" /> + <param name="plotmarkg_samples" value="(\\_\\d+)$" /> + <param name="plotmarkg_cluster_cols" value="true" /> + <param name="plotmarkg_cluster_rows" value="false" /> + <param name="plotmarkg_cluster_set" value="true" /> + </expand> + </conditional> + <conditional name="diffgtest" > + <param name="do_opt" value="yes" /> + <section name="set_a" > + <param name="name_set" value="Test set A" /> + <conditional name="meth" > + <param name="type" value="regex" /> + <param name="selector" value="^V5.*" /> + </conditional> + </section> + <section name="set_b" > + <param name="name_set" value="Test set B" /> + <conditional name="meth" > + <param name="type" value="manual" /> + <param name="selector" value="I5d_3,I5d_4,I5d_6,I5d_8,I5d_9,I5d_10,I5d_11,I5d_12,I5d_13,I5d_14" /> + </conditional> + </section> + <expand macro="test_nondef" > + <param name="plotdiffg_pthr" value="0.1" /> + <param name="plotdiffg_padj" value="false" /> + <param name="plotdiffg_lthr" value="0.2" /> + <param name="plotdiffg_mthr" value="0.2" /> + <param name="plotdiffg_show_names" value="true" /> + </expand> + </conditional> + <output name="outpdf" value="out_cluster_inspect_advanced1.pdf" /> + </test> + <test><!-- Advanced 2 --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <conditional name="plotsym" > + <param name="do_opt" value="yes" /> + <expand macro="test_nondef" > + <param name="fr" value="false" /> + </expand> + </conditional> + <conditional name="gois" > + <param name="do_opt" value="yes" /> + <param name="inspect_goi_genes" value="Sp1,Spc24,Spcs1,Spcs2,Spcs3" /> + <expand macro="test_nondef" > + <param name="plotexp_n" value="Test Title 2" /> + <param name="plotmarkg_order_cells" value="true" /> + <param name="plotmarkg_aggr" value="true" /> + <param name="plotmarkg_norm" value="false" /> + <param name="plotmarkg_flo" value="-10" /> + <param name="plotmarkg_cap" value="10" /> + <param name="plotmarkg_cluster_cols" value="true" /> + <param name="plotmarkg_cluster_rows" value="true" /> + <param name="plotmarkg_cluster_set" value="true" /> + </expand> + </conditional> + <conditional name="diffgtest" > + <param name="do_opt" value="yes" /> + <section name="set_a" > + <param name="name_set" value="Test set A" /> + <conditional name="meth" > + <param name="type" value="regex" /> + <param name="selector" value="^IV.*" /> + </conditional> + </section> + <section name="set_b" > + <param name="name_set" value="Test set B" /> + <conditional name="meth" > + <param name="type" value="cln" /> + <param name="selector" value="3" /> + </conditional> + </section> + <expand macro="test_nondef" > + <param name="plotdiffg_pthr" value="0.8" /> + <param name="plotdiffg_padj" value="true" /> + <param name="plotdiffg_lthr" value="0.8" /> + <param name="plotdiffg_mthr" value="0.8" /> + <param name="plotdiffg_show_names" value="false" /> + </expand> + </conditional> + <output name="outpdf" value="out_cluster_inspect_advanced2.pdf" /> + </test> + </macro> + <token name="@INSPECTCLUSTERS_CHEETAH@"><![CDATA[ + +in.rdat = readRDS('${inputrds}') + +perform.plotting = FALSE +perform.symbolmap = FALSE +perform.genesofinterest = FALSE +perform.diffgene = FALSE + +#if str($plotgen.do_opt) == "yes": +perform.plotting = TRUE +#end if + +#if str($plotsym.do_opt) == "yes": +perform.symbolmap = TRUE +plotsym = formals(plotsymbolsmap) +plotsym.use.typeremoveregex = NULL +plotsym.use.typeremoveregex.subselect = NULL +plotsym.use.typeremoveregex = as.character( '$plotsym.types_regex' ) + #if str($plotsym.use.def) == "no": +plotsym\$fr = as.logical( '$plotsym.use.fr' ) + #if $plotsym.use.subset_regex: +plotsym.use.typeremoveregex.subselect = as.character( '$plotsym.use.subset_regex' ) + #end if + #end if +#end if + +#if str($gois.do_opt) == "yes": +perform.genesofinterest = TRUE +plotexp = formals(plotexpmap) +plotmarkg = formals(plotmarkergenes) + +inspect.goi.use.genes = string2textvector( '$gois.inspect_goi_genes' ) +plotexp\$g = inspect.goi.use.genes +plotmarkg\$genes = inspect.goi.use.genes + + #if $gois.inspect_goi_cells: +inspect.goi.use.cells = as.character( '$gois.inspect_goi_cells' ) +plotexp\$cells = inspect.goi.use.cells +plotmarkg\$cells = inspect.goi.use.cells + #end if + #if str($gois.use.def) == "no": +inspect.goi.use.imputed = as.logical( '$gois.use.inspect_goi_imputed' ) +plotexp\$imputed = inspect.goi.use.imputed +plotmarkg\$imputed = inspect.goi.use.imputed + #if $gois.use.plotmarkg_cl +plotmarkg\$cl = string2numericvector( '$gois.use.plotmarkg_cl' ) + #end if + #if $gois.use.plotmarkg_cap +plotmarkg\$cap = as.integer( '$gois.use.plotmarkg_cap' ) + #end if + #if $gois.use.plotmarkg_flo +plotmarkg\$flo = as.integer( '$gois.use.plotmarkg_flo' ) + #end if + #if $gois.use.plotmarkg_samples +plotmarkg\$samples = as.character( '$gois.use.plotmarkg_samples' ) + #end if + #if $gois.use.plotexp_n +plotexp\$n = as.character( '$gois.use.plotexp_n' ) + #end if +plotmarkg\$cthr = as.integer( '$gois.use.plotmarkg_cthr' ) +plotmarkg\$order.cells = as.logical( '$gois.use.plotmarkg_order_cells' ) +plotmarkg\$aggr = as.logical( '$gois.use.plotmarkg_aggr' ) +plotmarkg\$norm = as.logical( '$gois.use.plotmarkg_norm' ) +plotmarkg\$cluster_cols = as.logical( '$gois.use.plotmarkg_cluster_cols' ) +plotmarkg\$cluster_rows = as.logical( '$gois.use.plotmarkg_cluster_rows' ) +plotmarkg\$cluster_set = as.logical( '$gois.use.plotmarkg_cluster_set' ) + #end if +#end if + +#if str($diffgtest.do_opt) == "yes": +plotdiffg = formals(plotdiffgenesnb) + +perform.diffgene = TRUE +plotdiffg\$Aname = '$diffgtest.set_a.name_set' +plotdiffg\$Bname = '$diffgtest.set_b.name_set' + +gfdat.A.use = list() +gfdat.B.use = list() + +gfdat.A.use\$manual = NULL +gfdat.A.use\$regex = NULL +gfdat.A.use\$cln = NULL +gfdat.B.use\$manual = NULL +gfdat.B.use\$regex = NULL +gfdat.B.use\$cln = NULL + + #if str($diffgtest.set_a.meth.type) == "cln": +gfdat.A.use\$cln = c( '$diffgtest.set_a.meth.selector' ) + #else if str($diffgtest.set_a.meth.type) == "regex": +gfdat.A.use\$regex = as.character( '$diffgtest.set_a.meth.selector' ) + #else if str($diffgtest.set_a.meth.type) == "manual": +gfdat.A.use\$manual = string2textvector( '$diffgtest.set_a.meth.selector' ) + #end if + + #if str($diffgtest.set_b.meth.type) == "cln": +gfdat.B.use\$cln = c( '$diffgtest.set_b.meth.selector' ) + #else if str($diffgtest.set_b.meth.type) == "regex": +gfdat.B.use\$regex = as.character( '$diffgtest.set_b.meth.selector' ) + #else if str($diffgtest.set_b.meth.type) == "manual": +gfdat.B.use\$manual = string2textvector( '$diffgtest.set_b.meth.selector' ) + #end if + + #if str($diffgtest.use.def) == "no": +plotdiffg\$pthr = as.numeric( '$diffgtest.use.plotdiffg_pthr' ) +plotdiffg\$padj = as.logical( '$diffgtest.use.plotdiffg_padj' ) +plotdiffg\$lthr = as.integer( '$diffgtest.use.plotdiffg_lthr' ) +plotdiffg\$show_names = as.logical( '$diffgtest.use.plotdiffg_show_names' ) + #if $diffgtest.use.plotdiffg_mthr +plotdiffg\$mthr = as.numeric( '$diffgtest.use.plotdiffg_mthr' ) + #end if + #end if +#end if + +out.pdf='${outpdf}' + ]]> + </token> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros_inspecttrajectories.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,243 @@ +<macros> + <macro name="inspecttrajectories_inputs" > + <param name="inputrds" type="data" format="rdata" label="Input RDS" help="Requires the RDS output from the trajectory analysis" /> + <section name="trjsid" title="StemID Branch Link Examine" expanded="true" help="StemID derives cell lineage trees and predicts multipotent cell identities"> + <conditional name="basic" > + <param name="doit" type="select" label="Perform StemID?" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes" > + <param name="i" type="integer" min="1" value="1" label="Cluster Number" /> + <param name="br" type="text" label="Trajectory Path i, j, k" help="A path of three clusters starting at i, passing through j, and ending at k." > + <expand macro="sanitize_numeric_vector" /> + </param> + <expand macro="use_defaults_no"> + <param name="zscore" type="boolean" checked="false" label="Plot Z-score Transformed Projections" /> + <param name="ndiffgenes" type="integer" min="1" value="10" label="Number of DE Genes" help="Number of differentially expressed genes to output per cluster" /> + </expand> + </when> + </conditional> + </section> + <section name="trjfid" title="FateID Branch Link Examine" expanded="true" help="FateID infers cell fate bias in multipotent progenitor cells" > + <conditional name="basic" > + <param name="doit" type="select" label="Perform FateID?" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes" > + <param name="cellsfromz" type="text" value="" label="Cells from Clusters" help="Vector of valid cluster numbers ordered along the trajectory" > + <expand macro="sanitize_numeric_vector" /> + </param> + <expand macro="use_defaults_no"> + <param name="filterset_minexpr" type="integer" min="0" value="2" label="Min Expression" help="Minimum expression required for at least minnumber cells" /> + <param name="filterset_minnumber" type="integer" min="0" value="1" label="Min Number of Cells" help="Minimum number of cells in which a gene needs to be expressed at least a level of minexpr."/> + <param name="getsom_nb" type="integer" min="1" value="1000" label="SOM Nodes" help="Number of nodes of the self-organizing map." /> + <param name="getsom_alpha" type="float" min="0" value="0.5" label="Smoothing parameter" help="Pseudo-temporal expression profiles are derived by a local regression of expression values across the ordered cells using the function 'loess' from the package 'stats'. This is the parameter, which controls the degree of smoothing. Larger values return smoother profiles." /> + <param name="procsom_corthr" type="float" min="0" max="1" value="0.85" label="Correlation threshold" help="The z-score of the average normalized pseudo-temporal expression profiles within each node of the self-organizing map is computed, and the correlation of these z-scores between neighbouring nodes is computed. If the correlation is greater than 'corthr', neighbouring nodes are merged" /> + <param name="procsom_minsom" type="integer" min="0" value="3" label="Min SOM" help="Nodes of the self-organizing map with less than this number of transcripts are discarded" /> + <param name="plotheat_xgrid" type="boolean" checked="false" label="Partitioning along the x-axis" /> + <param name="plotheat_ygrid" type="boolean" checked="false" label="Partitioning along the y-axis" /> + <param name="plotheat_xlab" type="boolean" checked="false" label="Average position is given for each partition along the x-axis" /> + </expand> + <conditional name="som" > + <param name="doit" type="select" label="Perform Additional FateID Analysis with Self-Organised Map?" > + <expand macro="yesno_checkedno" /> + </param> + <when value="no" /> + <when value="yes" > + <conditional name="use_genes" > + <param name="typer" type="select" label="Genes to Inspect" > + <option value="genelist">List of Genes</option> + <option value="cln">Cluster</option> + </param> + <when value="genelist"> + <param name="use_genes" type="text" value="" label="Gene List" > + <expand macro="sanitize_string_vector" /> + </param> + </when> + <when value="cln" > + <param name="use_genes" type="integer" min="1" value="1" label="Cluster Number" /> + </when> + </conditional> + <param name="use_types" type="text" value="\\_\\d+" label="Types Regex (select)" help="Regex to select types across cell names" > + <expand macro="sanitize_regex" /> + </param> + <param name="title" type="text" value="Title" label="Plot title" /> + <expand macro="use_defaults_no"> + <param name="cluster" type="boolean" checked="false" label="Partitioning along the x-axis" /> + <param name="alpha" type="float" min="0" max="1" value="0.5" label="Smoothing parameter" /> + </expand> + </when> + </conditional> + </when> + </conditional> + </section> + </macro> + <macro name="inspecttrajectories_tests" > + <test> + <!-- default, generates a blank report --> + <param name="inputrds" value="out_traject_default.ltree.rdat" /> + <output name="outpdf" value="out_traject_inspect_default.ltree.blank.pdf" compare="sim_size" delta="15" /> + </test> + <test> + <!-- stemID branch inspection: vignette search "getproj" --> + <param name="inputrds" value="out_traject_default.ltree.rdat" /> + <section name="trjsid" > + <conditional name="basic" > + <param name="doit" value="yes" /> + <param name="i" value="3" /> + <param name="br" value="1,3,8" /> + </conditional> + </section> + <output name="outpdf" value="out_traject_inspect_stemid.pdf" compare="sim_size" delta="15" /> + <output name="outdiffgenes" value="out_traject_inspect_stemid.tabular" /> + </test> + <test> + <!-- fateID trajectory inspection: vignette search "cellsfromtree" --> + <param name="inputrds" value="out_traject_default.ltree.rdat" /> + <section name="trjfid" > + <conditional name="basic" > + <param name="doit" value="yes" /> + <param name="cellsfromz" value="2,1,4" /> + <expand macro="test_nondef" > + <param name="filterset_minexpr" value="2" /> + <param name="getsom_nb" value="1000" /> + <param name="getsom_alpha" value="0.5" /> + <param name="plotheat_xlab" value="true" /> + </expand> + </conditional> + </section> + <output name="outpdf" value="out_traject_inspect_fateid.pdf" compare="sim_size" delta="15" /> + </test> + <test> + <!-- fateID trajectory inspection with som: vignette search "SOM" --> + <param name="inputrds" value="out_traject_default.ltree.rdat" /> + <section name="trjfid" > + <conditional name="basic" > + <param name="doit" value="yes" /> + <param name="cellsfromz" value="2,1,4" /> + <conditional name="som" > + <param name="doit" value="yes" /> + <expand macro="test_nondef" > + <param name="typer" value="cln" /> + <param name="use_genes" value="12" /> + </expand> + </conditional> + </conditional> + </section> + <output name="outpdf" value="out_traject_inspect_fateid_som.pdf" compare="sim_size" delta="15" /> + </test> + <test> + <!-- uses all 3 sections with additional non-default params --> + <param name="inputrds" value="out_traject_default.ltree.rdat" /> + <section name="trjsid" > + <conditional name="basic" > + <param name="doit" value="yes" /> + <param name="i" value="5" /> + <param name="br" value="6,5,3" /> + <expand macro="test_nondef" > + <param name="zscore" value="true" /> + <param name="ndiffgenes" value="14" /> + </expand> + </conditional> + </section> + <section name="trjfid" > + <conditional name="basic" > + <param name="doit" value="yes" /> + <param name="cellsfromz" value="3,9,2" /> + <expand macro="test_nondef" > + <param name="filterset_minexpr" value="1" /> + <param name="filterset_minnumber" value="2" /> + <param name="procsom_minsom" value="5" /> + <param name="procsom_corthr" value="0.5" /> + <param name="plotheat_ygrid" value="true" /> + </expand> + <conditional name="som" > + <param name="doit" value="yes" /> + <conditional name="use_genes" > + <param name="typer" value="genelist" /> + <param name="use_genes" value="Clca4,Mki67,Defa24,Ybx1,Vasp,Apoa1" /> + <expand macro="test_nondef" > + <param name="cluster" value="true" /> + <param name="alpha" value="0.1" /> + </expand> + </conditional> + </conditional> + </conditional> + </section> + <output name="outdiffgenes" value="out_traject_inspect_allthree.tabular" /> + <output name="outpdf" value="out_traject_inspect_allthree.pdf" compare="sim_size" delta="15" /> + </test> + </macro> + <token name="@INSPECTTRAJECTORIES_CHEETAH@"><![CDATA[ +in.rdat = readRDS('${inputrds}') + +perform.stemID = FALSE +perform.fateID = FALSE +perform.fateID.sominspect = FALSE + +#if str($trjsid.basic.doit) == "yes" +perform.stemID = TRUE +trjsid.getproj = formals(getproj) + +trjsid.numdiffgenes = 10 +trjsid.getproj\$i = as.integer( '$trjsid.basic.i' ) +trjsid.branchcells.ijk = string2numericvector( '$trjsid.basic.br' ) + + #if str($trjsid.basic.use.def) == "no": + +trjsid.getproj\$zscore = as.logical( '$trjsid.basic.use.zscore' ) +trjsid.numdiffgenes = as.integer( '$trjsid.basic.use.ndiffgenes' ) + + #end if +#end if + +#if str($trjfid.basic.doit) == "yes": +perform.fateID = TRUE +trjfid.cellsfrom = formals(cellsfromtree) +trjfid.filterset = formals(filterset) +trjfid.getsom = formals(getsom) +trjfid.procsom = formals(procsom) +trjfid.plotheat = list() + +trjfid.cellsfrom\$z = string2numericvector( '$trjfid.basic.cellsfromz' ) + #if str($trjfid.basic.use.def) == "no": + +trjfid.filterset\$minexpr = as.integer( '$trjfid.basic.use.filterset_minexpr' ) +trjfid.filterset\$minnumber = as.integer( '$trjfid.basic.use.filterset_minnumber' ) +trjfid.getsom\$nb = as.numeric( '$trjfid.basic.use.getsom_nb' ) +trjfid.getsom\$alpha = as.numeric( '$trjfid.basic.use.getsom_alpha' ) +trjfid.procsom\$corthr = as.numeric( '$trjfid.basic.use.procsom_corthr' ) +trjfid.procsom\$minsom = as.integer( '$trjfid.basic.use.procsom_minsom' ) +trjfid.plotheat\$xgrid = as.logical( '$trjfid.basic.use.plotheat_xgrid' ) +trjfid.plotheat\$ygrid = as.logical( '$trjfid.basic.use.plotheat_ygrid' ) +trjfid.plotheat\$xlab = as.logical( '$trjfid.basic.use.plotheat_xlab' ) + #end if + + #if str($trjfid.basic.som.doit) == "yes": +perform.fateID.sominspect = TRUE + +trjfidsomi = list() + #if str($trjfid.basic.som.use_genes.typer) == "genelist": +trjfidsomi.use.genes = string2textvector( '$trjfid.basic.som.use_genes.use_genes' ) + #else if str($trjfid.basic.som.use_genes.typer) == "cln": +trjfidsomi.use.genes = as.integer( '$trjfid.basic.som.use_genes.use_genes' ) + #end if + +trjfidsomi.use.types = '$trjfid.basic.som.use_types' +trjfidsomi\$name = '$trjfid.basic.som.title' + + #if str($trjfid.basic.som.use.def) == "no": +trjfidsomi\$cluster = as.logical( '$trjfid.basic.som.use.cluster' ) +trjfidsomi\$alpha = as.numeric( '$trjfid.basic.som.use.alpha' ) + #end if + #end if +#end if + +out.pdf = '${outpdf}' +out.diffgenes = '${outdiffgenes}' + +]]> + </token> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros_trajectory.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,156 @@ +<macros> + <macro name="trajectory_inputs" > + <param name="inputrds" type="data" format="rdata" label="Input RDS" help="This is the output RData file given by the Cluster stage" /> + <section name="projcell" title="Compute transcriptome entropy of each cell" expanded="true" > + <param name="knn" type="integer" min="0" value="3" label="KNN" help="Number of nearest neighbours to consider." /> + <param name="cthr" type="integer" min="0" value="5" label="Cluster Threshold" help="Clusters to be included in the StemID analysis must have more than this number of cells" /> + <expand macro="use_defaults_no" > + <param name="nmode" type="boolean" checked="true" label="Neighbour Mode" help="Assign a cell of a given cluster to the cluster with the smallest average distance of the knn nearest neighbours within this cluster." /> + <param name="fr" type="boolean" checked="false" label="F-R layout?" help="Use Fruchterman-Rheigold layout instead of t-SNE" /> + </expand> + </section> + <section name="projback" title="Compute Cell Projections for Randomized Background Distribution" expanded="true" > + <param name="pdishuf" type="integer" min="100" value="2000" label="Shuffle Projections" help="Number of randomizations of cell positions for which to compute projections of cells on inter-cluster links" /> + <expand macro="use_defaults_no" > + <param name="fast" type="boolean" checked="false" label="Use a fast approximate background model to infer links" /> + <param name="rseed" type="integer" value="17000" label="Random seed" /> + </expand> + </section> + <section name="comppval" title="Computing P-values for Link Significance" expanded="true" > + <param name="pthr" type="float" value="0.01" label="P-value cutoff" help="Cutoff for link significance. This threshold is applied for the calculation of link scores reflecting how uniformly a link is occupied by cells." /> + <param name="sensitive" type="boolean" checked="false" label="Sensitivity" help="All cells on the most highly significant link are and the link itself are disregard to test significance of the remaining links with a binomial p-value" /> + </section> + <section name="plotgraph" title="StemID2 Lineage Graph" expanded="true" > + <param name="showcells" type="boolean" checked="false" label="Show Cells" help="Projections of cells are shown in the plot" /> + <param name="scthr" type="float" min="0" max="1" value="0" label="Score Threshold" help="Score threshold for links to be shown in the graph" /> + <expand macro="use_defaults_no"> + <param name="showtsne" type="boolean" checked="true" label="Show tSNE" help="Show transparent t-SNE map of cells in the background" /> + <param name="tp" type="float" min="0" max="1" value="0.5" label="Transparency" help="Level of transparency of t-SNE map" /> + </expand> + </section> + <section name="compscore" title="Compute StemID2 score" expanded="true" > + <param name="nn" type="integer" min="0" value="1" label="Number of Neighbours" help="Number of higher order neighbours to be included for the determination of links" /> + <param name="scthr" type="float" min="0" max="1" value="0" label="Score Threshold" help="Score threshold for links to be included in the calculation" /> + </section> + </macro> + <macro name="trajectory_tests" > + <test> + <!-- All defaults --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <output name="outpdf" value="out_traject_default.pdf" compare="sim_size" delta="15" /> + <output name="outrdat" value="out_traject_default.ltree.rdat" compare="sim_size" delta="15" /> + </test> + <test> + <!-- Manually specify the defaults: should ideally give same output as above test --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <section name="projcell" > + <param name="knn" value="3" /> + <param name="cthr" value="5" /> + <expand macro="test_nondef" > + <param name="nmode" value="true" /> + <param name="fr" value="false" /> + </expand> + </section> + <section name="projback" > + <param name="pdishuf" value="2000" /> + <expand macro="test_nondef" > + <param name="fast" value="false" /> + <param name="rseed" value="17000" /> + </expand> + </section> + <section name="comppval" > + <param name="pthr" value="0.01" /> + <param name="sensitive" value="false" /> + </section> + <section name="plotgraph" > + <param name="showcells" value="false" /> + <param name="scthr" value="0" /> + <expand macro="test_nondef" > + <param name="showtsne" value="true" /> + <param name="tp" value="0.5" /> + </expand> + </section> + <section name="compscore" > + <param name="nn" value="1" /> + <param name="scthr" value="0" /> + </section> + <output name="outpdf" value="out_traject_default.pdf" compare="sim_size" delta="15" /> + <output name="outrdat" value="out_traject_default.ltree.rdat" compare="sim_size" delta="15" /> + </test> + <test> + <!-- Non-defaults --> + <param name="inputrds" value="out_cluster_default.rdat" /> + <section name="projcell"> + <param name="knn" value="4" /> + <param name="cthr" value="4" /> + <expand macro="test_nondef" > + <param name="nmode" value="false" /> + <param name="fr" value="true" /> + </expand> + </section> + <section name="projback"> + <param name="pdishuf" value="1500" /> + <expand macro="test_nondef" > + <param name="fast" value="true" /> + <param name="rseed" value="1500" /> + </expand> + </section> + <section name="comppval"> + <param name="pthr" value="0.05" /> + <param name="sensitive" value="true" /> + </section> + <section name="plotgraph"> + <param name="showcells" value="true" /> + <param name="scthr" value="0.5" /> + <expand macro="test_nondef" > + <param name="showtsne" value="false" /> + <param name="tp" value="0.25" /> + </expand> + </section> + <section name="compscore"> + <param name="nn" value="2" /> + <param name="scthr" value="0.5" /> + </section> + <output name="outpdf" value="out_traject_adv_nondef.pdf" compare="sim_size" delta="15" /> + </test> + </macro> + <token name="@TRAJECTORY_CHEETAH@"><![CDATA[ + +in.rdat = readRDS('${inputrds}') + +pstc.projc = formals(projcells) +pstc.projc\$knn = as.integer( '$projcell.knn' ) +pstc.projc\$cthr = as.integer( '$projcell.cthr' ) +#if str($projcell.use.def) == "no": +pstc.projc\$nmode = as.logical( '$projcell.use.nmode' ) +pstc.projc\$fr = as.logical( '$projcell.use.fr' ) +#end if + +pstc.projb = formals(projback) +pstc.projb\$pdishuf = as.integer( '$projback.pdishuf' ) +#if str($projback.use.def) == "no": +pstc.projb\$fast = as.logical( '$projback.use.fast' ) +pstc.projb\$rseed = as.integer( '$projback.use.rseed' ) +#end if + +pstc.comppval = formals(comppvalue) +pstc.comppval\$pthr = as.numeric( '$comppval.pthr' ) +pstc.comppval\$sensitive = as.logical( '$comppval.sensitive' ) + +pstc.plotgraph = formals(plotgraph) +pstc.plotgraph\$showCells = as.logical( '$plotgraph.showcells' ) +pstc.plotgraph\$scthr = as.numeric( '$plotgraph.scthr' ) +#if str($plotgraph.use.def) == "no": +pstc.plotgraph\$showTsne = as.logical( '$plotgraph.use.showtsne' ) +pstc.plotgraph\$tp = as.numeric( '$plotgraph.use.tp' ) +#end if + +pstc.compscore = formals(compscore) +pstc.compscore\$nn = as.integer( '$compscore.nn' ) +pstc.compscore\$scthr = as.numeric( '$compscore.scthr' ) + +out.pdf='${outpdf}' +out.rdat='${outrdat}' + ]]> + </token> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/raceid_inspecttrajectories.xml Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,57 @@ +<tool id="raceid_inspecttrajectory" name="Lineage Branch Analysis using StemID" version="@VERSION_RACEID@.@VERSION_PACKAGE@.1" > + <description>inspects branches of a lineage tree</description> + <macros> + <import>macros.xml</import> + <import>macros_inspecttrajectories.xml</import> + </macros> + <expand macro="requirements" /> + <version_command><![CDATA[ +Rscript '$__tool_directory__/scripts/trajectoryinspect.R' @GET_VERSION@ +]]></version_command> + + <command detect_errors="exit_code"><![CDATA[ +#set bin = 'trajectoryinspect.R' +Rscript '$__tool_directory__/scripts/$bin' '$userconf' 2>&1 > '$outlog' + ]]></command> + + <configfiles> + <configfile name="userconf" ><![CDATA[ +@STRING2VECTOR@ + +@INSPECTTRAJECTORIES_CHEETAH@ +]]> + </configfile> + </configfiles> + + <inputs> + <expand macro="inspecttrajectories_inputs" /> + </inputs> + + <outputs> + <data name="outpdf" format="pdf" label="${tool.name} on ${on_string}: PDF Report" /> + <data name="outdiffgenes" format="tabular" label="${tool.name} on ${on_string}: TrajectoryInspect - Differential Genes" > + <filter>trjsid['basic']['doit'] == "yes"</filter> + </data> + <data name="outlog" format="txt" label="${tool.name} on ${on_string}: Log" > + <filter>use_log</filter> + </data> + + </outputs> + <tests> + <expand macro="inspecttrajectories_tests" /> + </tests> + <help><![CDATA[ +StemID2 and FateID +===================== + +Given a previous lineage tree generated an RDS file generated from the previous Trajectory step, we can explore the variation of gene expression for all cells that lie on a given branch or trajectory. + +This will generate a PDF containing a heatmap of expression for all neighboring clusters that share links with cluster 5, as well as a plot of all cells along the branches between 1 to 3 and 3 to 10. A table of the most differentially expressed genes across these projection will also be output, which will provide a more qualitative assessment of how signficant our Apoa-expressing genes are along this projection. + +For more information on the different types cluster and trajectory inspection that can be performed, please consult the RaceID vignette_. + +.. _vignette: https://github.com/dgrun/RaceID3_StemID2_package/blob/master/vignettes/RaceID.Rmd + +]]></help> + <expand macro="citations" /> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/scripts/cluster.R Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,156 @@ +#!/usr/bin/env R +VERSION = "0.2" + +args = commandArgs(trailingOnly = T) + +if (length(args) != 1){ + message(paste("VERSION:", VERSION)) + stop("Please provide the config file") +} + +suppressWarnings(suppressPackageStartupMessages(require(RaceID))) +suppressWarnings(suppressPackageStartupMessages(require(scran))) +source(args[1]) + + +do.filter <- function(sc){ + if (!is.null(filt.lbatch.regexes)){ + lar <- filt.lbatch.regexes + nn <- colnames(sc@expdata) + filt$LBatch <- lapply(1:length(lar), function(m){ return( nn[grep(lar[[m]], nn)] ) }) + } + + sc <- do.call(filterdata, c(sc, filt)) + + ## Get histogram metrics for library size and number of features + raw.lib <- log(colSums(as.matrix(sc@expdata))) + raw.feat <- log(rowSums(as.matrix(sc@expdata))) + filt.lib <- log(colSums(getfdata(sc))) + filt.feat <- log(rowSums(getfdata(sc))) + + br <- 50 + ## Determine limits on plots based on the unfiltered data + ## (doesn't work, R rejects limits and norm data is too different to compare to exp data + ## so let them keep their own ranges) + + ## betterrange <- function(floatval){ + ## return(10 * (floor(floatval / 10) + 1)) + ## } + + ## tmp.lib <- hist(raw.lib, breaks=br, plot=F) + ## tmp.feat <- hist(raw.feat, breaks=br, plot=F) + + ## lib.y_lim <- c(0,betterrange(max(tmp.lib$counts))) + ## lib.x_lim <- c(0,betterrange(max(tmp.lib$breaks))) + + ## feat.y_lim <- c(0,betterrange(max(tmp.feat$counts))) + ## feat.x_lim <- c(0,betterrange(max(tmp.feat$breaks))) + + par(mfrow=c(2,2)) + print(hist(raw.lib, breaks=br, main="ExpData Log(LibSize)")) # , xlim=lib.x_lim, ylim=lib.y_lim) + print(hist(raw.feat, breaks=br, main="ExpData Log(NumFeat)")) #, xlim=feat.x_lim, ylim=feat.y_lim) + print(hist(filt.lib, breaks=br, main="FiltData Log(LibSize)")) # , xlim=lib.x_lim, ylim=lib.y_lim) + print(hist(filt.feat, breaks=br, main="FiltData Log(NumFeat)")) # , xlim=feat.x_lim, ylim=feat.y_lim) + + if (filt.use.ccorrect){ + par(mfrow=c(2,2)) + sc <- do.call(CCcorrect, c(sc, filt.ccc)) + print(plotdimsat(sc, change=T)) + print(plotdimsat(sc, change=F)) + } + return(sc) +} + +do.cluster <- function(sc){ + sc <- do.call(compdist, c(sc, clust.compdist)) + sc <- do.call(clustexp, c(sc, clust.clustexp)) + if (clust.clustexp$sat){ + print(plotsaturation(sc, disp=F)) + print(plotsaturation(sc, disp=T)) + } + print(plotjaccard(sc)) + return(sc) +} + +do.outlier <- function(sc){ + sc <- do.call(findoutliers, c(sc, outlier.findoutliers)) + if (outlier.use.randomforest){ + sc <- do.call(rfcorrect, c(sc, outlier.rfcorrect)) + } + print(plotbackground(sc)) + print(plotsensitivity(sc)) + print(plotoutlierprobs(sc)) + ## Heatmaps + test1 <- list() + test1$side = 3 + test1$line = 0 #1 #3 + + x <- clustheatmap(sc, final=FALSE) + print(do.call(mtext, c(paste("(Initial)"), test1))) ## spacing is a hack + x <- clustheatmap(sc, final=TRUE) + print(do.call(mtext, c(paste("(Final)"), test1))) ## spacing is a hack + return(sc) +} + +do.clustmap <- function(sc){ + sc <- do.call(comptsne, c(sc, cluster.comptsne)) + sc <- do.call(compfr, c(sc, cluster.compfr)) + return(sc) +} + + +mkgenelist <- function(sc){ + ## Layout + test <- list() + test$side = 3 + test$line = 0 #1 #3 + test$cex = 0.8 + + df <- c() + options(cex = 1) + lapply(unique(sc@cpart), function(n){ + dg <- clustdiffgenes(sc, cl=n, pvalue=genelist.pvalue) + + dg.goi <- dg[dg$fc > genelist.foldchange,] + dg.goi.table <- head(dg.goi, genelist.tablelim) + df <<- rbind(df, cbind(n, dg.goi.table)) + + goi <- head(rownames(dg.goi.table), genelist.plotlim) + print(plotmarkergenes(sc, goi)) + print(do.call(mtext, c(paste(" Cluster ",n), test))) ## spacing is a hack + test$line=-1 + print(do.call(mtext, c(paste(" Sig. Genes"), test))) ## spacing is a hack + test$line=-2 + print(do.call(mtext, c(paste(" (fc > ", genelist.foldchange,")"), test))) ## spacing is a hack + + }) + write.table(df, file=out.genelist, sep="\t", quote=F) +} + +pdf(out.pdf) + +if (use.filtnormconf){ + sc <- do.filter(sc) + message(paste(" - Source:: genes:",nrow(sc@expdata),", cells:",ncol(sc@expdata))) + message(paste(" - Filter:: genes:",nrow(sc@ndata),", cells:",ncol(sc@ndata))) + message(paste(" :: ", + sprintf("%.1f", 100 * nrow(sc@ndata)/nrow(sc@expdata)), "% of genes remain,", + sprintf("%.1f", 100 * ncol(sc@ndata)/ncol(sc@expdata)), "% of cells remain")) +} + +if (use.cluster){ + par(mfrow=c(2,2)) + sc <- do.cluster(sc) + + par(mfrow=c(2,2)) + sc <- do.outlier(sc) + + par(mfrow=c(2,2), mar=c(1,1,6,1)) + sc <- do.clustmap(sc) + + mkgenelist(sc) +} + +dev.off() + +saveRDS(sc, out.rdat)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/scripts/clusterinspect.R Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,121 @@ +#!/usr/bin/env R +VERSION = "0.2" + +args = commandArgs(trailingOnly = T) + +if (length(args) != 1){ + message(paste("VERSION:", VERSION)) + stop("Please provide the config file") +} + +suppressWarnings(suppressPackageStartupMessages(require(RaceID))) +source(args[1]) + +## layout +test <- list() +test$side = 3 +test$line = 3 + +do.plotting <- function(sc){ + print(plotmap(sc, final = FALSE, fr = FALSE)) + print(do.call(mtext, c("Initial Clustering tSNE", test))) + print(plotmap(sc, final = TRUE, fr = FALSE)) + print(do.call(mtext, c("Final Clustering tSNE", test))) + print(plotmap(sc, final = FALSE, fr = TRUE)) + print(do.call(mtext, c("Initial Clustering Fruchterman-Reingold", test))) + print(plotmap(sc, final = TRUE, fr = TRUE)) + print(do.call(mtext, c("Final Clustering Fruchterman-Reingold", test))) +} + + +do.inspect.symbolmap <- function(sc){ + if (!is.null(plotsym.use.typeremoveregex)){ + plotsym$types = sub(plotsym.use.typeremoveregex, "", colnames(sc@ndata)) + + if (!is.null(plotsym.use.typeremoveregex.subselect)){ + plotsym$subset = plotsym$types[grep(plotsym.use.typeremoveregex.subselect, plotsym$types)] + } + } + plotsym$fr = FALSE + print(do.call(plotsymbolsmap, c(sc, plotsym))) + print(do.call(mtext, c("Symbols tSNE", test))) + plotsym$fr = TRUE + print(do.call(plotsymbolsmap, c(sc, plotsym))) + print(do.call(mtext, c("Symbols FR", test))) +} + +do.inspect.diffgene <- function(sc){ + + getSubNames <- function(lob, sc){ + use.names <- NULL + if (!is.null(lob$manual)){ + use.names <- lob$manual + } + else if (!is.null(lob$regex)){ + nm <- colnames(sc@ndata) + use.names <- nm[grep(lob$regex, nm)] + } + else if (!is.null(lob$cln)){ + use.names <- names(sc@cpart)[sc@cpart %in% lob$cln] + } + if (is.null(use.names)){ + stop("A or B names not given!") + } + return(use.names) + } + + A <- getSubNames(gfdat.A.use, sc) + B <- getSubNames(gfdat.B.use, sc) + + fdat <- getfdata(sc, n=c(A,B)) + dexp <- diffexpnb(fdat, A=A, B=B) + ## options for diffexpnb are mostly about DESeq, ignore + plotdiffg$x = dexp + print(do.call(plotdiffgenesnb, c(plotdiffg))) + print(do.call(mtext, c("Diff Genes", test))) +} + + +do.inspect.genesofinterest <- function(sc){ + if (is.null(plotexp$n)){ ## No title, and one gene? Use gene name + if (length(plotexp$g) == 1){ + plotexp$n <- plotexp$g + } else { + plotexp$n <- paste(plotexp$g, collapse=", ") + } + } + + title <- paste(":", plotexp$n) + plotexp$n <- "" + + plotexp$logsc=FALSE; plotexp$fr = FALSE + print(do.call(plotexpmap, c(sc, plotexp))) + print(do.call(mtext, c(paste("tSNE", title), test))) + + plotexp$logsc=TRUE; plotexp$fr = FALSE + print(do.call(plotexpmap, c(sc, plotexp))) + print(do.call(mtext, c(paste("tSNE (Log)", title), test))) + + plotexp$logsc=FALSE; plotexp$fr = TRUE + print(do.call(plotexpmap, c(sc, plotexp))) + print(do.call(mtext, c(paste("FR", title), test))) + + plotexp$logsc=TRUE; plotexp$fr = TRUE + print(do.call(plotexpmap, c(sc, plotexp))) + print(do.call(mtext, c(paste("FR (Log)", title), test))) + + if (!is.null(plotmarkg$samples)){ + reg <- plotmarkg$samples + plotmarkg$samples <- sub("(\\_\\d+)$","", colnames(sc@ndata)) + } + print(do.call(plotmarkergenes, c(sc, plotmarkg))) +} + +sc <- in.rdat + +pdf(out.pdf) +if (perform.plotting) do.plotting(sc) +if (perform.symbolmap) do.inspect.symbolmap(sc) +if (perform.genesofinterest) do.inspect.genesofinterest(sc) +if (perform.diffgene) do.inspect.diffgene(sc) +dev.off()
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/scripts/pseudotemporal.R Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,58 @@ +#!/usr/bin/env R +VERSION = "0.1" + +args = commandArgs(trailingOnly = T) + +if (length(args) != 1){ + message(paste("VERSION:", VERSION)) + stop("Please provide the config file") +} + +suppressWarnings(suppressPackageStartupMessages(require(RaceID))) +source(args[1]) + +test <- list() +test$side = 3 +test$line = 3 +second <- test +second$cex = 0.5 +second$line = 2.5 + + +do.pseudotemp <- function(sc){ + pdf(out.pdf) + ltr <- Ltree(sc) + ltr <- compentropy(ltr) + ltr <- do.call(projcells, c(ltr, pstc.projc)) + ltr <- do.call(projback, c(ltr, pstc.projb)) + ltr <- lineagegraph(ltr) + ltr <- do.call(comppvalue, c(ltr, pstc.comppval)) + x <- do.call(compscore, c(ltr, pstc.compscore)) + print(do.call(mtext, c("Compute Score", test))) + print(do.call(mtext, c("No. of inter-cluster links / Delta median entropy of each cluster / StemID2 score (combination of both)", second))) + plotdistanceratio(ltr) + print(do.call(mtext, c("Cell-to-Cell Distance Ratio", test))) + print(do.call(mtext, c("Original vs High-dimensional Embedded Space", second))) + do.call(plotgraph, c(ltr, pstc.plotgraph)) + print(do.call(mtext, c("Lineage Trajectories ", test))) + print(do.call(mtext, c("Colour = Level of Significance, Width = Link Score ", second))) + plotspantree(ltr) + print(do.call(mtext, c("Minimum Spanning Tree", test))) + plotprojections(ltr) + print(do.call(mtext, c("Minimum Spanning Tree", test))) + print(do.call(mtext, c("Cells Projected onto Links", second))) + test$side = 4 + test$line = 0 + plotlinkscore(ltr) + print(do.call(mtext, c("Link Score", test))) + projenrichment(ltr) + print(do.call(mtext, c("Enrichment Ratios", test))) + dev.off() + + return(ltr) +} + +ltr <- do.pseudotemp(in.rdat) + + +saveRDS(ltr, out.rdat)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/scripts/trajectoryinspect.R Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,134 @@ +#!/usr/bin/env R +VERSION = "0.2" + +args = commandArgs(trailingOnly = T) + +if (length(args) != 1){ + message(paste("VERSION:", VERSION)) + stop("Please provide the config file") +} + +suppressWarnings(suppressPackageStartupMessages(require(RaceID))) +suppressWarnings(suppressPackageStartupMessages(require(FateID))) +source(args[1]) + +test <- list() +test$side = 3 +test$line = 2.5 +second <- test +second$cex = 0.5 +second$line = 2.5 + +do.trajectoryinspection.stemID <- function(ltr){ + makeBranchLink <- function(i,j,k){ + ingoing <- paste(sort(c(i,j)), collapse=".") + outgoing <- paste(sort(c(j,k)), collapse=".") + messed <- sort(c(ingoing,outgoing)) + return(list(messed[[1]], messed[[2]])) + } + + zzz <- do.call(getproj, c(ltr, trjsid.getproj)) + bra <- branchcells( + ltr, + do.call("makeBranchLink", as.list(trjsid.branchcells.ijk)) + ) + write.table( + head(bra$diffgenes$z, trjsid.numdiffgenes), + file=out.diffgenes) + + par(mfrow = c(2,2), cex=0.5) + print(do.call(plotmap, c(bra$scl, final=FALSE, fr=FALSE))) + print(do.call(mtext, c("Initial Clusters (tSNE)", test))) + print(do.call(plotmap, c(bra$scl, final=TRUE, fr=FALSE))) + print(do.call(mtext, c("Final Clusters (tSNE)", test))) + print(do.call(plotmap, c(bra$scl, final=FALSE, fr=TRUE))) + print(do.call(mtext, c("Initial Clusters (F-R)", test))) + print(do.call(plotmap, c(bra$scl, final=TRUE, fr=TRUE))) + print(do.call(mtext, c("Final Clusters (F-R)", test))) +} + +do.trajectoryinspection.fateID <- function(ltr){ + n <- do.call(cellsfromtree, c(ltr, trjfid.cellsfrom)) + x <- getfdata(ltr@sc) + + trjfid.filterset$x = x + trjfid.filterset$n = n$f + fs <- do.call(filterset, c(trjfid.filterset)) + trjfid.getsom$x = fs + s1d <- do.call(getsom, c(trjfid.getsom)) + trjfid.procsom$s1d = s1d + ps <- do.call(procsom, c(trjfid.procsom)) + + y <- ltr@sc@cpart[n$f] + fcol <- ltr@sc@fcol + + trjfid.plotheat$xpart = y + trjfid.plotheat$xcol = fcol + + ##Plot average z-score for all modules derived from the SOM: + trjfid.plotheat$x = ps$nodes.z + trjfid.plotheat$ypart = unique(ps$nodes) + print(do.call(plotheatmap, c(trjfid.plotheat))) + print(do.call(mtext, c("Average z-score for all modules derived from SOM", test))) + ##Plot z-score profile of each gene ordered by SOM modules: + trjfid.plotheat$x = ps$all.z + trjfid.plotheat$ypart = ps$nodes + print(do.call(plotheatmap, c(trjfid.plotheat))) + print(do.call(mtext, c("z-score profile of each gene ordered by SOM modules", test))) + ##Plot normalized expression profile of each gene ordered by SOM modules: + trjfid.plotheat$x = ps$all.e + trjfid.plotheat$ypart = ps$nodes + print(do.call(plotheatmap, c(trjfid.plotheat))) + print(do.call(mtext, c("Normalized expression profile of each gene ordered by SOM modules", test))) + ##Plot binarized expression profile of each gene (z-score < -1, -1 < z-score < 1, z-score > 1): + trjfid.plotheat$x = ps$all.b + trjfid.plotheat$ypart = ps$nodes + print(do.call(plotheatmap, c(trjfid.plotheat))) + print(do.call(mtext, c("Binarized expression profile of each gene", test))) + ## This should be written out, and passed back into the tool + ## to perform sominspect + return(list(fs=fs,ps=ps,y=y,fcol=fcol,nf=n$f)) +} + +do.trajectoryinspection.fateID.sominspect <- function(domo){ + g <- trjfidsomi.use.genes + if (class(g) == "numeric"){ + g <- names(ps$nodes)[ps$nodes %in% g] + } + + typ = NULL + if (!is.null(trjfidsomi.use.types)){ + typ = sub(trjfidsomi.use.types,"", domo$nf) + } + + trjfidsomi$x = domo$fs + trjfidsomi$y = domo$y + trjfidsomi$g = g + trjfidsomi$n = domo$nf + trjfidsomi$col = domo$fcol + trjfidsomi$types = typ + + ## The average pseudo-temporal expression profile of this group + ## can be plotted by the function plotexpression: + par(mfrow = c(1,1)) + test$cex = 1 + second$line = 1.5 + if (trjfidsomi$name == "Title") trjfidsomi$name = "" + print(do.call(plotexpression, c(trjfidsomi))) + mess2 <- paste(c(trjfidsomi.use.genes), collapse=", ") + mess1 <- "Average pseudo-temporal expression profile" + print(do.call(mtext, c(mess1, test))) + print(do.call(mtext, c(mess2, second))) +} + +ltr <- in.rdat + +pdf(out.pdf) +if (perform.stemID) do.trajectoryinspection.stemID(ltr) +if (perform.fateID) { + domo <- do.trajectoryinspection.fateID(ltr) + if (perform.fateID.sominspect) { + do.trajectoryinspection.fateID.sominspect(domo) + } +} +dev.off()
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/intestinal.genelist Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,201 @@ +n mean.ncl mean.cl fc pv padj +ENSDARG00000108798 1 0.13225291542414 22.6067842060994 170.935998904815 5.63439752001819e-20 3.43529216795509e-16 +ENSDARG00000109030 1 0.186711263967539 34.6842724288799 185.764220603798 2.48233981248329e-19 7.56741291835532e-16 +ENSDARG00000108379 1 0.168199368419563 24.3874482842581 144.991319012715 4.11994031997326e-19 8.37309204362565e-16 +ENSDARG00000107599 1 0.194980763882093 20.9729826342942 107.564367975175 3.56470297051077e-18 5.43349850280104e-15 +ENSDARG00000107321 1 0.1 1.94683879586459 19.4683879586459 1.39905888784068e-09 1.70601240783292e-06 +ENSDARG00000105564 1 0.1 1.72137476189456 17.2137476189456 5.11677986670882e-09 5.19950114122061e-06 +ENSDARG00000090447 1 0.1 1.4302236712519 14.302236712519 3.51620742912878e-08 3.06261667077116e-05 +ENSDARG00000079591 1 0.11578454541401 1.47825950354764 12.767330028907 4.83701028926633e-08 3.6864064667071e-05 +ENSDARG00000107138 1 0.118643244515052 1.63372529702772 13.7700659123533 8.59237265783686e-08 5.36793599520202e-05 +ENSDARG00000041060 1 0.11578454541401 1.4382199783801 12.421519411226 8.84781911763433e-08 5.36793599520202e-05 +ENSDARG00000077004 1 0.1 1.29299827494356 12.9299827494356 1.0364347799037e-07 5.36793599520202e-05 +ENSDARG00000100003 1 0.1 1.29775216728225 12.9775216728225 1.05650700249999e-07 5.36793599520202e-05 +ENSDARG00000102310 1 0.129577145917004 1.72085266498654 13.2805260743185 1.20446928962954e-07 5.64896096836256e-05 +ENSDARG00000068650 1 0.115601615820105 1.27001296748153 10.9861177845289 2.26895176903151e-07 9.88128495413223e-05 +ENSDARG00000086678 1 0.128030253978187 1.35647794130946 10.5949796955067 3.16910756640577e-07 0.000122948041506908 +ENSDARG00000105857 1 0.105900327795989 1.37647789967886 12.9978625026598 3.22645344285801e-07 0.000122948041506908 +ENSDARG00000105159 1 0.1 1.16700756453584 11.6700756453584 3.44329675018825e-07 0.000123492825211163 +ENSDARG00000102997 1 0.125930886410326 1.40950930054417 11.1927211879659 3.75314178672153e-07 0.00012712725263134 +ENSDARG00000052615 1 0.109701288024116 1.2495211865536 11.3902143635625 4.65728278602572e-07 0.000149449753402099 +ENSDARG00000103046 1 0.111800655591977 1.27916812008568 11.441508221151 5.24275745356588e-07 0.000158237500570989 +ENSDARG00000105009 1 0.107892272707005 1.29390774186871 11.9925895470056 5.45020093815115e-07 0.000158237500570989 +ENSDARG00000069937 1 0.1 1.08683574177416 10.8683574177416 5.98190849813324e-07 0.000165780436877811 +ENSDARG00000034941 1 0.1 1.14009483992511 11.4009483992511 7.60152472832673e-07 0.000201506505515687 +ENSDARG00000099753 1 0.121501943616094 1.29493126702895 10.6577000210014 1.17807930734258e-06 0.000299281230702821 +ENSDARG00000076005 1 0.1 1.05371686166029 10.5371686166029 1.32743044013891e-06 0.00029931174491888 +ENSDARG00000041750 2 0.118845246250015 4.25427279350112 35.7967434772393 1.39550360463363e-07 0.000850838547745124 +ENSDARG00000103735 2 0.119337350478008 3.54379562135099 29.6956117020886 9.49083511390771e-07 0.00228722429441009 +ENSDARG00000101886 2 0.215092571957637 5.30165157388469 24.6482318084367 1.12541789129576e-06 0.00228722429441009 +ENSDARG00000090914 2 0.122178374276303 3.1027845112115 25.3955295246819 1.65948635889896e-06 0.00252947208255174 +ENSDARG00000090496 2 0.111721506487875 2.96053053983273 26.4991999562235 2.19562316256802e-06 0.00267734288443544 +ENSDARG00000078308 2 0.1 2.64934229048601 26.4934229048601 2.65009460603265e-06 0.00269293780216352 +ENSDARG00000075253 2 0.121220276605515 2.61038833734525 21.534254915456 7.21609407341446e-06 0.00624434487572006 +ENSDARG00000086877 2 0.174901657246515 3.44134351834849 19.6758771330457 8.19333426369698e-06 0.00624434487572006 +ENSDARG00000040487 2 0.132551316615554 2.19579056306671 16.5655884764638 5.8552609335758e-05 0.0389789127774957 +ENSDARG00000052912 2 0.29374667394921 3.98299817184644 13.5592962408661 6.97030598265265e-05 0.0389789127774957 +ENSDARG00000052558 2 0.307266492503596 4.25427279350112 13.8455474231422 7.0324428498024e-05 0.0389789127774957 +ENSDARG00000012071 2 0.137312605449286 2.19567880375095 15.9903658995232 8.47157718952949e-05 0.0419371525043834 +ENSDARG00000052515 2 0.142741634362038 2.26259398496241 15.8509743500887 8.94182356170222e-05 0.0419371525043834 +ENSDARG00000002897 2 0.155152648803008 2.06464107607378 13.3071597037005 0.000108713544348236 0.047344748563657 +ENSDARG00000087601 2 0.220544850783226 3.03609059600962 13.7663182124972 0.000128704633773863 0.0523141434746162 +ENSDARG00000020581 2 0.132645565796613 1.97090942840696 14.8584644844365 0.000140065988406919 0.0533738957073114 +ENSDARG00000005368 2 0.109588039327212 1.71813717094559 15.6781450009842 0.000165794148578122 0.0594615837576948 +ENSDARG00000013006 2 0.139223723099655 1.9643911375366 14.1096006758166 0.000196735880595178 0.0666388146660444 +ENSDARG00000059690 2 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0.193675103177481 1.44901164174846 7.48166190685131 0.00211840042255122 0.678671506770642 +ENSDARG00000103109 8 0.14293938597264 0.936026560054929 6.54841598545899 0.00240745117064372 0.678671506770642 +ENSDARG00000078352 8 0.177346649454539 1.15788746142844 6.52895030715114 0.0024876207141355 0.678671506770642 +ENSDARG00000035389 8 0.143574445102194 1.00421593036345 6.99439186164828 0.0026995869399452 0.678671506770642 +ENSDARG00000103106 8 0.175526172559138 1.23041862190788 7.00988692437495 0.0027017171947583 0.678671506770642 +ENSDARG00000007257 8 0.157933075856061 0.866671316548008 5.48758587680447 0.0028384639169755 0.678671506770642 +ENSDARG00000010596 8 0.110516369140454 0.836156159426777 7.56590327686312 0.00297745919336174 0.678671506770642
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/intestinal_advanced.genelist Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,251 @@ +n mean.ncl mean.cl fc pv padj +ENSDARG00000109030 1 0.274654337828615 39.4233419769949 143.538027794031 1.85453080866619e-17 1.13070743404378e-13 +ENSDARG00000108798 1 0.327573035068885 24.802335939268 75.7154383420246 1.23506199101042e-15 3.76508647959528e-12 +ENSDARG00000107599 1 0.564182966938587 21.783984071531 38.6115592779005 1.43241168538371e-12 2.9111380152615e-09 +ENSDARG00000108379 1 0.68986839145523 24.7427021224644 35.8658295247755 7.59420613442267e-12 1.15754687003938e-08 +ENSDARG00000107321 1 0.1 2.23096784138222 22.3096784138222 6.33189194610656e-10 7.72110903908234e-07 +ENSDARG00000105564 1 0.1 1.97081703295526 19.7081703295526 2.35709418427607e-09 2.3952005402552e-06 +ENSDARG00000107138 1 0.12141391587535 1.84891204400927 15.22817241071 3.76162108069457e-08 3.27637196128497e-05 +ENSDARG00000105857 1 0.105759843800846 1.57285911501407 14.8719878782715 1.52193964569649e-07 0.000115990825247643 +ENSDARG00000090447 1 0.117044445524061 1.5247401265198 13.0270182381816 2.86307072797404e-07 0.000193957135871753 +ENSDARG00000068650 1 0.118444706911236 1.42924397145598 12.0667610121833 4.76963874982118e-07 0.000290804874576597 +ENSDARG00000029234 1 0.107704361452076 1.2680785099502 11.7736969316181 7.26433141517866e-07 0.000402642078530403 +ENSDARG00000100003 1 0.120259003658528 1.3511174001475 11.2350623158659 8.51760668849063e-07 0.000432765399831061 +ENSDARG00000105009 1 0.114133477721009 1.43604387395694 12.5821441931984 1.07513161417496e-06 0.000468412297206485 +ENSDARG00000104049 1 0.14589886302348 1.5016492143503 10.2923983314978 1.07557358715611e-06 0.000468412297206485 +ENSDARG00000031751 1 0.1 1.1027874555083 11.027874555083 1.18468481582687e-06 0.000481534888139762 +ENSDARG00000061520 1 0.112439513940038 1.16615674720545 10.371413983765 1.26583755719038e-06 0.000482363224136858 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/matrix.genelist Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,201 @@ +n mean.ncl mean.cl fc pv padj +ENSDARG00000108798 1 0.13225291542414 22.6067842060994 170.935998904815 5.63439752001819e-20 3.43529216795509e-16 +ENSDARG00000109030 1 0.186711263967539 34.6842724288799 185.764220603798 2.48233981248329e-19 7.56741291835532e-16 +ENSDARG00000108379 1 0.168199368419563 24.3874482842581 144.991319012715 4.11994031997326e-19 8.37309204362565e-16 +ENSDARG00000107599 1 0.194980763882093 20.9729826342942 107.564367975175 3.56470297051077e-18 5.43349850280104e-15 +ENSDARG00000107321 1 0.1 1.94683879586459 19.4683879586459 1.39905888784068e-09 1.70601240783292e-06 +ENSDARG00000105564 1 0.1 1.72137476189456 17.2137476189456 5.11677986670882e-09 5.19950114122061e-06 +ENSDARG00000090447 1 0.1 1.4302236712519 14.302236712519 3.51620742912878e-08 3.06261667077116e-05 +ENSDARG00000079591 1 0.11578454541401 1.47825950354764 12.767330028907 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6.1449283596658 0.00500781997902645 1 +ENSDARG00000104242 7 0.447206731128574 14.3756294075549 32.1453779805067 2.30113131457065e-13 1.40299976249373e-09 +ENSDARG00000102056 7 0.463880684093747 12.1589657830654 26.2114078037536 2.08698751307313e-12 6.36218143360344e-09 +ENSDARG00000102470 7 0.825035359668146 13.4793918534294 16.3379565438882 1.10737149331994e-09 2.25054799825723e-06 +ENSDARG00000104836 7 1.0201341649907 17.1513950198419 16.8128816860067 1.79596375972667e-09 2.73749776076337e-06 +ENSDARG00000104197 7 0.868813330133413 13.2077072533743 15.2020080669644 2.27590161725937e-09 2.77523443208607e-06 +ENSDARG00000102167 7 0.911623267267556 12.5281341487954 13.7426660755889 6.03157787269791e-09 6.12908838163986e-06 +ENSDARG00000105195 7 1.35837446108669 20.6382812121625 15.193366632977 1.20671859497662e-08 1.05105189622463e-05 +ENSDARG00000105669 7 1.55320812115904 19.4772872937536 12.5400369908053 8.3653757257818e-08 6.37546197501146e-05 +ENSDARG00000102820 7 1.12752840077096 11.8419301998565 10.5025560258699 1.31966552783421e-07 8.94000080356132e-05 +ENSDARG00000092989 7 0.133042434280628 1.21637077531351 9.14272789648302 2.82608004083509e-07 0.000172306100089716 +ENSDARG00000061806 7 0.13278988077121 1.12194957012091 8.44905924762421 7.25529240779189e-07 0.000402141071002793 +ENSDARG00000095512 7 0.134733887854507 1.08703031970933 8.06798005326739 1.27119959332606e-06 0.000645875326709081 +ENSDARG00000090634 7 0.14895440642195 1.13152352961684 7.5964421382173 1.67131715307221e-06 0.000689864250270158 +ENSDARG00000087555 7 0.106854974051793 0.876076138239269 8.19873989033614 1.8103703467808e-06 0.000689864250270158 +ENSDARG00000069269 7 0.131991994835001 1.03283452343888 7.82497851274993 2.01967640768832e-06 0.000724351003392688 +ENSDARG00000059558 7 0.112699471961133 0.967793901919788 8.58738630340302 3.00038333622434e-06 0.000888688802910736 +ENSDARG00000060566 7 0.127846770606366 1.01035836252462 7.90288528785342 3.78083155119976e-06 0.000992894397782283 +ENSDARG00000100206 7 0.139832328948304 1.04998427596811 7.5088806992286 4.54325865418129e-06 0.000992894397782283 +ENSDARG00000057206 7 0.121885624201679 0.88338782626096 7.24767856789453 4.55979057534917e-06 0.000992894397782283 +ENSDARG00000070623 7 0.12670584582223 0.943766658477006 7.44848552450473 5.87432370429556e-06 0.00110819712277626 +ENSDARG00000100514 7 0.121454028840368 0.820406006163069 6.75486860334098 7.45177975757828e-06 0.00116897636495374 +ENSDARG00000039265 7 0.131635113592875 0.87126351316452 6.6187773868543 9.18440046329954e-06 0.00133326880058898 +ENSDARG00000095904 7 0.168129332968718 1.08581712830248 6.45822539785194 1.03525068635208e-05 0.00139894259529663 +ENSDARG00000039350 7 0.133011711683714 0.897490439418404 6.74745425088979 1.06942592337219e-05 0.00139894259529663 +ENSDARG00000070512 7 0.12670239660567 0.910072943888678 7.18276029711621 1.10515908767776e-05 0.00139894259529663 +ENSDARG00000103551 8 1.61835767565622 32.2654393890171 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/matrix.tabular Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,6170 @@ + P1_B1_ACATGG P1_B1_AGTAGG P1_B1_ATACGG P1_B1_ATCCAC P1_B1_ATCTCC P1_B1_CAATGC P1_B1_CAGGAA P1_B1_CCAGTA P1_B1_CCTATG P1_B1_GCAATG P1_B1_GCGTTA P1_B1_GGAATC P1_B1_GGATCA P1_B1_GGTGTA P1_B1_GTAACC P1_B1_GTATCG P1_B1_TATCGC P1_B1_TGATCG P1_B1_TTACGC P1_B1_TTGCAC P1_B1_TTGGCA P1_B2_ACGTAC P1_B2_ACTCGA P1_B2_ACTTCG P1_B2_AGGATC P1_B2_AGTGCA P1_B2_ATCACG P1_B2_CAGAAG P1_B2_CATGCA P1_B2_CATGTC P1_B2_CCATAG P1_B2_CTAAGC P1_B2_CTGTTG P1_B2_GCAACA P1_B2_GTCTCA P1_B2_GTGAAG P1_B2_GTGATC P1_B2_TCTTGC P1_B2_TGCAGA P1_B2_TGGTGA P1_B2_TTCACC P2_B3_AAGCAC P2_B3_AAGTGC P2_B3_ACATGG P2_B3_ACGGTA P2_B3_AGATGC P2_B3_AGTAGG P2_B3_ATACGG P2_B3_ATCTCC P2_B3_ATGGAC P2_B3_CAGGAA P2_B3_CCAGTA P2_B3_CCTATG P2_B3_CGCATA P2_B3_GCAATG P2_B3_GCAGAA P2_B3_GCGTTA P2_B3_GGAATC P2_B3_GGATCA P2_B3_GGTGTA P2_B3_GTAACC P2_B3_GTATCG P2_B3_TACCAC P2_B3_TACGCA P2_B3_TGATCG P2_B3_TTACGC P2_B3_TTGCAC P2_B4_AACGAG P2_B4_AAGCCA P2_B4_ACAAGC P2_B4_ACGTAC P2_B4_ACTCGA P2_B4_ACTTCG P2_B4_AGCTAG P2_B4_AGCTTC P2_B4_AGGATC P2_B4_AGTGCA P2_B4_ATCACG P2_B4_ATGTCG P2_B4_CACCAA P2_B4_CAGGAA P2_B4_CATGTC P2_B4_CCATAG P2_B4_CTAAGC P2_B4_CTGTTG P2_B4_GAGTGA P2_B4_GATCGA P2_B4_GATCTG P2_B4_GCAACA P2_B4_GTCTCA P2_B4_GTGAAG P2_B4_GTGATC P2_B4_GTGGAA P2_B4_TAACGG P2_B4_TCTTGC P2_B4_TGAGGA P2_B4_TGGTGA P2_B4_TGGTTG P2_B4_TGTACG P2_B4_TGTCGA P2_B4_TTCACC +ENSDARG00000000018 0 0 0 0 2 0 1 0 1 0 1 0 0 0 4 1 2 1 0 0 1 1 2 0 0 1 3 3 1 0 2 0 0 0 0 0 2 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 +ENSDARG00000000019 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 1 0 0 0 0 3 1 0 0 0 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 1 3 0 0 0 0 +ENSDARG00000000069 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 2 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 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0.000992894397782283 +ENSDARG00000100206 7 0.139832328948304 1.04998427596811 7.5088806992286 4.54325865418129e-06 0.000992894397782283 +ENSDARG00000057206 7 0.121885624201679 0.88338782626096 7.24767856789453 4.55979057534917e-06 0.000992894397782283 +ENSDARG00000070623 7 0.12670584582223 0.943766658477006 7.44848552450473 5.87432370429556e-06 0.00110819712277626 +ENSDARG00000100514 7 0.121454028840368 0.820406006163069 6.75486860334098 7.45177975757828e-06 0.00116897636495374 +ENSDARG00000039265 7 0.131635113592875 0.87126351316452 6.6187773868543 9.18440046329954e-06 0.00133326880058898 +ENSDARG00000095904 7 0.168129332968718 1.08581712830248 6.45822539785194 1.03525068635208e-05 0.00139894259529663 +ENSDARG00000039350 7 0.133011711683714 0.897490439418404 6.74745425088979 1.06942592337219e-05 0.00139894259529663 +ENSDARG00000070512 7 0.12670239660567 0.910072943888678 7.18276029711621 1.10515908767776e-05 0.00139894259529663 +ENSDARG00000103551 8 1.61835767565622 32.2654393890171 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0.193675103177481 1.44901164174846 7.48166190685131 0.00211840042255122 0.678671506770642 +ENSDARG00000103109 8 0.14293938597264 0.936026560054929 6.54841598545899 0.00240745117064372 0.678671506770642 +ENSDARG00000078352 8 0.177346649454539 1.15788746142844 6.52895030715114 0.0024876207141355 0.678671506770642 +ENSDARG00000035389 8 0.143574445102194 1.00421593036345 6.99439186164828 0.0026995869399452 0.678671506770642 +ENSDARG00000103106 8 0.175526172559138 1.23041862190788 7.00988692437495 0.0027017171947583 0.678671506770642 +ENSDARG00000007257 8 0.157933075856061 0.866671316548008 5.48758587680447 0.0028384639169755 0.678671506770642 +ENSDARG00000010596 8 0.110516369140454 0.836156159426777 7.56590327686312 0.00297745919336174 0.678671506770642
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/out_traject_inspect_allthree.tabular Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,15 @@ +"x" +"Me2" 3.1519849710225 +"Ddx21" 2.66820084388138 +"Rnf128" 2.66057393206263 +"Vamp8" 2.59546068208913 +"Esrp1" 2.49514855152429 +"Mff" 2.40847120142661 +"Sugt1" 2.40135465960895 +"Smoc2" 2.33534839241479 +"Nap1l1" 2.30643227361057 +"Tbcb" 2.30035172881174 +"Nisch" 2.29988099912322 +"Adipor1" 2.2844835138172 +"Ppa2" 2.27481682067412 +"Taf9" 2.22301148117027
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/out_traject_inspect_stemid.tabular Thu Nov 22 04:42:18 2018 -0500 @@ -0,0 +1,11 @@ +"x" +"Prpsap1" 2.51245198223091 +"Tmprss2" 2.5077485319158 +"Cox4i1" 2.40532524867387 +"Dld" 2.36024722834076 +"Ap1s1" 2.29422010626431 +"Tor1aip2" 2.27751793076177 +"Hsd17b12" 2.22740668789088 +"Rangap1" 2.21481286601604 +"Chchd7" 2.17846802149896 +"Chpt1" 2.12851462573645