Mercurial > repos > azomics > flowsom_tree
changeset 0:54a25f1139b4 draft
"planemo upload for repository https://github.com/ImmPortDB/immport-galaxy-tools/tree/master/flowtools/flowsom_tree commit b183455dde52e5b870fe898df9863b924e5370bd"
| author | azomics |
|---|---|
| date | Tue, 23 Jun 2020 12:46:08 -0400 |
| parents | |
| children | 6c1721e7d0d6 |
| files | FlowSOMGenerateTree.R FlowSOMGenerateTree.xml static/images/flowtools/FlowSOM_tree.png static/images/flowtools/flowSOM_marker.png test-data/input.fcs test-data/input.flowframe test-data/mapping1.tabular test-data/mapping2.tabular test-data/mrkrplot.pdf test-data/output1.fsom test-data/output2.fsom test-data/output3.fsom test-data/output4.fsom test-data/output5.flowclr test-data/output6.fsom test-data/output7.flowclr test-data/tree.pdf test-data/tree.png |
| diffstat | 18 files changed, 12683 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/FlowSOMGenerateTree.R Tue Jun 23 12:46:08 2020 -0400 @@ -0,0 +1,250 @@ +#!/usr/bin/Rscript +# Module for Galaxy +# Generates FlowSOM reference tree +# with FlowSOM AggregateFlowFrames +###################################################################### +# Copyright (c) 2017 Northrop Grumman. +# All rights reserved. +###################################################################### +# +# Version 1 +# Cristel Thomas +# +# +library(FlowSOM) +library(flowCore) + +generateTree <- function(ff, output="", columns=list(), cluster=10, xgrid=10, + ygrid=10,plot="", plot_pdf=FALSE, mplot="", flag_def=T, + table="", mtable="", flag_meta=FALSE, user_seed=42, + flag_nodesize=F) { + + # check default -- if def get all except FSC/SSC + # also check nb of markers/channels and indices + markers <- colnames(ff) + print_markers <- as.vector(pData(parameters(ff))$desc) + # Update print_markers if the $P?S not in the FCS file + for (i in 1:length(print_markers)) { + if (is.na(print_markers[i])) { + print_markers[i] <- markers[i] + } + } + + if (flag_def){ + channels_to_exclude <- c(grep(markers, pattern="FSC"), + grep(markers, pattern="SSC"), + grep(markers, pattern="Time")) + columns <- markers[-channels_to_exclude] + } + + set.seed(user_seed) + fs <- ReadInput(ff, compensate=F, transform=F, scale=T) + fs <- BuildSOM(fs, colsToUse = columns, xdim=xgrid, ydim=ygrid) + fst <- BuildMST(fs, tSNE=T) + + if (!mplot==""){ + pdf(mplot, useDingbats=FALSE, onefile=TRUE) + for (marker in markers){ + PlotMarker(fst, marker) + } + dev.off() + } + metaC <- metaClustering_consensus(fst$map$codes, k=cluster, seed=user_seed) + + if (!plot==""){ + if (flag_nodesize){ + fst <- UpdateNodeSize(fst, reset=TRUE) + fst$MST$size <- fst$MST$size/2 + } + if (plot_pdf) { + pdf(plot, useDingbats=FALSE) + PlotStars(fst, backgroundValues = as.factor(metaC)) + dev.off() + } else { + png(plot, type="cairo", height=800, width=800) + PlotStars(fst, backgroundValues = as.factor(metaC)) + dev.off() + } + } + if (!table==""){ + m <- matrix(0,nrow=nrow(ff),ncol=1) + s <- seq_len(nrow(ff)) + if (flag_meta){ + m[s,] <- metaC[fst$map$mapping[,1]] + } else { + m[s,] <- fst$map$mapping[,1] + } + colnames(m) <- "FlowSOM" + ff <- cbind2(ff,m) + out <- exprs(ff) + print_markers <- append(print_markers, "Population") + colnames(out) <- print_markers + write.table(out, file=table, quote=F, row.names=F, col.names=T, sep='\t', + append=F) + + nb_nodes <- max(fst$map$mapping[,1]) + mm <- matrix(0, nrow=nb_nodes, ncol=2) + ss <- seq_len(nb_nodes) + mm[,1]<- as.character(ss) + mm[ss,2]<- as.character(metaC) + colnames(mm) <- c("Node", "Meta-Cluster") + write.table(mm, file=mtable, quote=F, row.names=F, col.names=T, sep='\t', + append=F) + + } + saveRDS(fst, file = output) +} + +flowFrameOrFCS <- function(input, output="", columns=list(),cluster=10,xgrid=10, + ygrid=10,plot="",plot_pdf=FALSE, mplot="", default=T, + table="", mtable="", flag_meta=FALSE, user_seed=42, + nodesize=FALSE) { + isValid <- F + is_fcs <- F + is_ff <- F + ff <- "" + tryCatch({ + is_fcs <- isFCSfile(input) + }, error = function(ex) { + print(paste(ex)) + }) + + if (!is_fcs){ + tryCatch({ + ff <- readRDS(input) + is_ff <- T + }, error = function(ex) { + print(paste(ex)) + }) + } else { + ff <- read.FCS(input, transformation=FALSE) + } + + if (!is_ff && !is_fcs) { + quit(save = "no", status = 10, runLast = FALSE) + } else { + for (cols in columns){ + if (cols > length(colnames(ff))){ + quit(save = "no", status = 12, runLast = FALSE) + } + } + generateTree(ff, output, columns, cluster, xgrid, ygrid, plot, plot_pdf, + mplot, default, table, mtable, flag_meta, user_seed, nodesize) + } +} + +args <- commandArgs(trailingOnly = TRUE) +flag_default <- FALSE +columns <- list() + +if (args[3] == "" || args[3] == "i.e.:1,2,5") { + flag_default <- TRUE +} else { + #rm last X if it's there + columns <- as.numeric(strsplit(args[3], ",")[[1]]) + for (col in columns){ + if (is.na(col)){ + quit(save = "no", status = 11, runLast = FALSE) + } + } +} + +cluster <- 10 +if (!args[4] == ""){ + if (!is.na(as.integer(args[4]))){ + cluster <- as.integer(args[4]) + } else { + quit(save = "no", status = 13, runLast = FALSE) + } +} + +xgrid <- 10 +if (!args[5] == ""){ + if (!is.na(as.integer(args[5]))){ + cluster <- as.integer(args[5]) + } else { + quit(save = "no", status = 14, runLast = FALSE) + } +} + +ygrid <- 10 +if (!args[6] == ""){ + if (!is.na(as.integer(args[6]))){ + cluster <- as.integer(args[6]) + } else { + quit(save = "no", status = 14, runLast = FALSE) + } +} +seed <- 42 +if (!args[7]==""){ + if (!is.na(as.integer(args[7]))){ + seed <- as.integer(args[7]) + } else { + quit(save = "no", status = 15, runLast = FALSE) + } +} + +plot <- "" +mplot <- "" +plot_pdf <- FALSE +table <- "" +mtable <- "" +flag_meta <- FALSE +nodesize <- FALSE +nb_args <- length(args) + +if (nb_args==16) { + plot <- args[8] + if (args[9]=='PDF') { + plot_pdf <- TRUE + } + nodesize <- args[10] + mplot <- args[11] + table <- args[13] + mtable <- args[14] + if (args[12]=='meta'){ + flag_meta<-TRUE + } +} else if (nb_args==15){ + plot <- args[8] + if (args[9]=='PDF') { + plot_pdf <- TRUE + } + nodesize <- args[10] + table <- args[12] + mtable <- args[13] + if (args[11]=='meta'){ + flag_meta<-TRUE + } +} else if (nb_args==13) { + mplot <- args[8] + table <- args[10] + mtable <- args[11] + if (args[9]=='meta'){ + flag_meta<-TRUE + } +} else if (nb_args==12) { + table <- args[9] + mtable <- args[10] + if (args[8]=='meta'){ + flag_meta<-TRUE + } +} else if (nb_args==11) { + plot <- args[8] + if (args[9]=='PDF') { + plot_pdf <- TRUE + } + nodesize <- args[10] + mplot <- args[11] +} else if (nb_args==10) { + plot <- args[8] + if (args[9]=='PDF') { + plot_pdf <- TRUE + } + nodesize <- args[10] +} else if (nb_args==8){ + mplot <- args[8] +} + +flowFrameOrFCS(args[1], args[2], columns, cluster, xgrid, ygrid, plot, plot_pdf, + mplot, flag_default, table, mtable, flag_meta, seed, nodesize)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/FlowSOMGenerateTree.xml Tue Jun 23 12:46:08 2020 -0400 @@ -0,0 +1,229 @@ +<tool id="flowsom_tree" name="Generate a reference Self Organizing Map" version="1.0+galaxy1"> + <description>using FlowSOM.</description> + <requirements> + <requirement type="package" version="1.18.0">bioconductor-flowsom</requirement> + </requirements> + <stdio> + <exit_code range="10" level="fatal" description="Please provide a valid input (FCS or flowFrame)." /> + <exit_code range="11" level="fatal" description="Please provide integers for columns you want to analyze, in a comma separated list." /> + <exit_code range="12" level="fatal" description="Provided indices are out of range in the FCS file / flowframe given as input." /> + <exit_code range="13" level="fatal" description="Please provide integers for the number of expected clusters." /> + <exit_code range="14" level="fatal" description="Please provide integers for the grid size." /> + <exit_code range="15" level="fatal" description="Please provide an integer to set the seed." /> + </stdio> + <command><![CDATA[ + Rscript $__tool_directory__/FlowSOMGenerateTree.R '${input}' '${output}' '${cols}' '${cluster}' '${xdim}' '${ydim}' '${seed}' + #if $plotoutput.plot == "TRUE" + '${treeplot}' '${plotoutput.plotformat}' '${plotoutput.nodesize}' + #end if + #if $mplot == "TRUE" + '${mrkrplot}' + #end if + #if $txtoutput.table == "TRUE" + '${txtoutput.tablecontent}' '${txttable}' '${mappingtable}' 'mm' 'mm' + #end if + ]]> + </command> + <inputs> + <param format="fcs, flowframe" name="input" type="data" label="FCS file or flowFrame" /> + <param name="cols" type="text" value="i.e.:1,2,5" label="Columns to use for analysis" help="By default, all markers except for FSC and SSC will be taken into account." /> + <param name="cluster" type="integer" value="10" optional="true" label="Number of expected metaclusters" help="By default, the number of expected metaclusters is set to 10" /> + <param name="xdim" type="integer" value="10" label="Grid size, width"/> + <param name="ydim" type="integer" value="10" label="Grid size, height" help="By default, the grid size is 10x10. The grid size specifies the number of clusters." /> + <param name="seed" type="integer" value="42" label="Seed" help="Let's be geeks, default is set to 42." /> + <conditional name="txtoutput"> + <param name="table" type="boolean" label="Output text?" checked="false" truevalue="TRUE" falsevalue="FALSE" /> + <when value="TRUE"> + <param name="tablecontent" type="select" label="Associate each event to SOM clusters or meta-clusters?"> + <option value="FlowSOM">FlowSOM Clusters</option> + <option value="meta">Meta-Clusters</option> + </param> + </when> + </conditional> + <conditional name="plotoutput"> + <param name="plot" type="boolean" label="Plot SOM Tree?" checked="false" truevalue="TRUE" falsevalue="FALSE" /> + <when value="TRUE"> + <param name="nodesize" type="boolean" label="Make all nodes the same size?" checked="false" truevalue="TRUE" falsevalue="FALSE" /> + <param name="plotformat" type="select" label="Graph output Format"> + <option value="PNG">PNG</option> + <option value="PDF">PDF</option> + </param> + </when> + </conditional> + <param name="mplot" type="boolean" label="Plot individual marker trees?" checked="false" truevalue="TRUE" falsevalue="FALSE" /> + </inputs> + <outputs> + <data format="fsom" name="output" label="FlowSOM tree from ${input.name}"> + </data> + <data format="flowclr" name="txttable" label="FlowSOM tree on ${input.name} with ${txtoutput.tablecontent} clusters"> + <filter>txtoutput['table']</filter> + </data> + <data format="tabular" name="mappingtable" label="Mapping of nodes to meta-clusters from FlowSOM tree on ${input.name}"> + <filter>txtoutput['table']</filter> + </data> + <data format="png" name="treeplot" label="Representation of FlowSOM tree on ${input.name} in ${plotoutput.plotformat}"> + <filter>plotoutput['plot']</filter> + <change_format> + <when input="plotoutput.plotformat" value="PDF" format="pdf" /> + </change_format> + </data> + <data format="pdf" name="mrkrplot" label="Marker trees from FlowSOM on ${input.name}"> + <filter>(mplot)</filter> + </data> + </outputs> + <tests> + <test> + <param name="input" value="input.fcs"/> + <param name="cols" value="3,4,5"/> + <param name="cluster" value="10"/> + <param name="xdim" value="10"/> + <param name="ydim" value="10"/> + <param name="seed" value="33"/> + <param name="plot" value="FALSE"/> + <param name="table" value="FALSE" /> + <param name="mplot" value="FALSE"/> + <output name="output" file="output1.fsom" compare="sim_size"/> + </test> + <test> + <param name="input" value="input.flowframe"/> + <param name="cols" value="3,4,5"/> + <param name="cluster" value="15"/> + <param name="xdim" value="10"/> + <param name="ydim" value="10"/> + <param name="seed" value="33"/> + <param name="plot" value="TRUE"/> + <param name="nodesize" value="FALSE"/> + <param name="mplot" value="FALSE"/> + <param name="plotformat" value="PNG"/> + <param name="table" value="FALSE" /> + <output name="output" file="output2.fsom" compare="sim_size"/> + <output name="treeplot" file="tree.png" compare="sim_size"/> + </test> + <test> + <param name="input" value="input.fcs"/> + <param name="cols" value="3,4,5"/> + <param name="cluster" value="15"/> + <param name="xdim" value="10"/> + <param name="ydim" value="10"/> + <param name="seed" value="33"/> + <param name="plot" value="TRUE"/> + <param name="nodesize" value="FALSE"/> + <param name="mplot" value="TRUE"/> + <param name="plotformat" value="PDF"/> + <param name="table" value="FALSE" /> + <output name="output" file="output3.fsom" compare="sim_size"/> + <output name="treeplot" file="tree.pdf" compare="sim_size" delta="100000"/> + <output name="mrkrplot" file="mrkrplot.pdf" compare="sim_size" delta="100000"/> + </test> + <test> + <param name="input" value="input.fcs"/> + <param name="cols" value="3,4,5"/> + <param name="cluster" value="10"/> + <param name="xdim" value="7"/> + <param name="ydim" value="7"/> + <param name="seed" value="33"/> + <param name="plot" value="FALSE"/> + <param name="mplot" value="FALSE"/> + <param name="table" value="TRUE" /> + <param name="tablecontent" value="FlowSOM" /> + <output name="output" file="output4.fsom" compare="sim_size"/> + <output name="txttable" file="output5.flowclr" compare="sim_size"/> + <output name="mappingtable" file="mapping1.tabular" compare="sim_size"/> + </test> + <test> + <param name="input" value="input.fcs"/> + <param name="cols" value="3,4,5"/> + <param name="cluster" value="10"/> + <param name="xdim" value="7"/> + <param name="ydim" value="7"/> + <param name="seed" value="33"/> + <param name="plot" value="FALSE"/> + <param name="mplot" value="FALSE"/> + <param name="table" value="TRUE" /> + <param name="tablecontent" value="meta" /> + <output name="output" file="output6.fsom" compare="sim_size"/> + <output name="txttable" file="output7.flowclr" compare="sim_size"/> + <output name="mappingtable" file="mapping2.tabular" compare="sim_size"/> + </test> + </tests> + <help><![CDATA[ +Generate reference SOM +----- + +This tool generates a reference Self-Organizing Map using FlowSOM. + +**Input files** + +This tool require a valid FCS file or flowFrame as input. + +.. class:: warningmark + +Compensation and Transformation will NOT be applied with this tool. + +**Parameters** + +*Columns to use* + +Please indicate the indices of the markers to use in the computation of the SOM in a comma-separated list. + +.. class:: infomark + +Tip: One of the tools in the FCS File Tools section can help check the markers and channels indices: + +- Get list of markers and channels in FCS files. + +*Number of meta-clusters* + +Please indicate the exact number of meta-clusters expected. + +*Grid dimension* + +Please indicate the dimension of the grid for establishing the SOM. The dimension of the grid defines the number of clusters (height x width = cluster) + +*Seed* + +Please indicate a random number to use as seed. To make your analysis reproducible, use the same seed. + +**Output files** + +This tool produces a FlowSOM object and optionally two sets of plots, one representing the SOM Tree generated, and the other displaying each marker's contribution to the tree. A flat text file can also optionally be generated and used as input for vizualisation tools. + +.. class:: warningmark + +PDF are larger files that may take some time to load. It might be faster to download the PDF output once generated to open it locally. + +----- + +**Example** + +*Output text file*:: + + Marker1 Marker2 Marker3 ... Population + 34 45 12 ... 1 + 33 65 10 ... 5 + 19 62 98 ... 2 + 12 36 58 ... 1 + ... ... ... ... ... + +*Node/Meta-cluster mapping file*:: + + Node Meta-Cluster + 1 10 + 2 9 + 3 1 + 4 9 + ... ... + +*FlowSOM tree*: + +.. image :: .static/images/flowtools/FlowSOM_tree.png + +*Marker plots*: + +.. image:: .static/images/flowtools/flowSOM_marker.png + ]]> + </help> + <citations> + <citation type="doi">10.1002/cyto.a.22625</citation> + </citations> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/mapping1.tabular Tue Jun 23 12:46:08 2020 -0400 @@ -0,0 +1,101 @@ +Node Meta-Cluster +1 1 +2 1 +3 1 +4 2 +5 2 +6 2 +7 2 +8 2 +9 2 +10 2 +11 1 +12 1 +13 1 +14 2 +15 2 +16 2 +17 2 +18 2 +19 2 +20 2 +21 1 +22 1 +23 1 +24 2 +25 2 +26 2 +27 2 +28 2 +29 2 +30 2 +31 1 +32 1 +33 1 +34 1 +35 2 +36 2 +37 2 +38 2 +39 2 +40 2 +41 1 +42 1 +43 1 +44 1 +45 1 +46 2 +47 2 +48 2 +49 3 +50 3 +51 1 +52 1 +53 1 +54 4 +55 4 +56 3 +57 3 +58 2 +59 3 +60 3 +61 1 +62 1 +63 4 +64 4 +65 4 +66 3 +67 3 +68 3 +69 3 +70 3 +71 1 +72 1 +73 4 +74 4 +75 4 +76 4 +77 3 +78 3 +79 3 +80 3 +81 5 +82 6 +83 4 +84 4 +85 4 +86 4 +87 4 +88 3 +89 3 +90 3 +91 7 +92 5 +93 4 +94 4 +95 4 +96 4 +97 4 +98 3 +99 3 +100 3
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/mapping2.tabular Tue Jun 23 12:46:08 2020 -0400 @@ -0,0 +1,101 @@ +Node Meta-Cluster +1 1 +2 1 +3 1 +4 1 +5 1 +6 2 +7 2 +8 2 +9 2 +10 2 +11 1 +12 1 +13 1 +14 1 +15 1 +16 2 +17 2 +18 2 +19 2 +20 2 +21 1 +22 1 +23 1 +24 1 +25 1 +26 1 +27 2 +28 2 +29 2 +30 2 +31 1 +32 1 +33 1 +34 1 +35 1 +36 1 +37 2 +38 2 +39 2 +40 2 +41 1 +42 1 +43 1 +44 1 +45 1 +46 1 +47 3 +48 3 +49 2 +50 2 +51 1 +52 1 +53 1 +54 1 +55 1 +56 1 +57 4 +58 3 +59 5 +60 5 +61 1 +62 1 +63 1 +64 1 +65 1 +66 6 +67 6 +68 5 +69 5 +70 5 +71 1 +72 7 +73 7 +74 7 +75 7 +76 6 +77 6 +78 5 +79 5 +80 5 +81 7 +82 7 +83 7 +84 7 +85 7 +86 7 +87 7 +88 5 +89 5 +90 5 +91 7 +92 7 +93 7 +94 7 +95 7 +96 7 +97 7 +98 5 +99 5 +100 5
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/output5.flowclr Tue Jun 23 12:46:08 2020 -0400 @@ -0,0 +1,6001 @@ +FSC SSC CD4 CCR3 CD8 CCR7 Population +712 358 30.7808952331543 4.5725269317627 6.32093381881714 3.95964503288269 5 +321 72 83.5362548828125 3.05052781105042 1 1 2 +334 178 1 1 278.812652587891 7.10497426986694 70 +535 917 13.8237218856812 50.0286445617676 17.1543788909912 47.400318145752 26 +383 148 2.91637754440308 1 182.691665649414 10.4599895477295 50 +340 139 119.708503723145 2.01691460609436 1.21881413459778 6.79252529144287 32 +367 144 108.431694030762 1.71543788909912 2.86438417434692 1.47220659255981 21 +735 418 98.2171859741211 1.94564008712769 2.76316142082214 8.05842208862305 11 +989 1023 5.18613433837891 12.9801959991455 10.7460784912109 6.61169004440308 18 +328 67 97.3377380371094 1.13419437408447 1 2.59455275535583 11 +369 260 1.74657607078552 32.4876823425293 1 1 37 +312 94 71.6916809082031 1.96321904659271 1.74657607078552 3.99542045593262 3 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