annotate scripts/cluster.R @ 3:d55e29ac02e3 draft

planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
author iuc
date Mon, 15 Apr 2019 17:55:17 -0400
parents 56a093c2a3f9
children 5d5b14dbd092
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
1 #!/usr/bin/env R
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
2 VERSION = "0.4"
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
3
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
4 args = commandArgs(trailingOnly = T)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
5
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
6 if (length(args) != 1){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
7 message(paste("VERSION:", VERSION))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
8 stop("Please provide the config file")
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
9 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
10
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
11 suppressWarnings(suppressPackageStartupMessages(require(RaceID)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
12 suppressWarnings(suppressPackageStartupMessages(require(scran)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
13 source(args[1])
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
14
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
15
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
16 do.filter <- function(sc){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
17 if (!is.null(filt.lbatch.regexes)){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
18 lar <- filt.lbatch.regexes
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
19 nn <- colnames(sc@expdata)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
20 filt$LBatch <- lapply(1:length(lar), function(m){ return( nn[grep(lar[[m]], nn)] ) })
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
21 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
22
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
23 sc <- do.call(filterdata, c(sc, filt))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
24
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
25 ## Get histogram metrics for library size and number of features
1
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
26 raw.lib <- log10(colSums(as.matrix(sc@expdata)))
2
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
27 raw.feat <- log10(colSums(as.matrix(sc@expdata)>0))
1
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
28 filt.lib <- log10(colSums(getfdata(sc)))
2
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
29 filt.feat <- log10(colSums(getfdata(sc)>0))
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
30
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
31 if (filt.geqone){
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
32 filt.feat <- log10(colSums(getfdata(sc)>=1))
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
33 }
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
34
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
35 br <- 50
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
36 ## Determine limits on plots based on the unfiltered data
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
37 ## (doesn't work, R rejects limits and norm data is too different to compare to exp data
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
38 ## so let them keep their own ranges)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
39
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
40 ## betterrange <- function(floatval){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
41 ## return(10 * (floor(floatval / 10) + 1))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
42 ## }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
43
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
44 ## tmp.lib <- hist(raw.lib, breaks=br, plot=F)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
45 ## tmp.feat <- hist(raw.feat, breaks=br, plot=F)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
46
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
47 ## lib.y_lim <- c(0,betterrange(max(tmp.lib$counts)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
48 ## lib.x_lim <- c(0,betterrange(max(tmp.lib$breaks)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
49
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
50 ## feat.y_lim <- c(0,betterrange(max(tmp.feat$counts)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
51 ## feat.x_lim <- c(0,betterrange(max(tmp.feat$breaks)))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
52
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
53 par(mfrow=c(2,2))
2
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
54 print(hist(raw.lib, breaks=br, main="RawData Log10 LibSize")) # , xlim=lib.x_lim, ylim=lib.y_lim)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
55 print(hist(raw.feat, breaks=br, main="RawData Log10 NumFeat")) #, xlim=feat.x_lim, ylim=feat.y_lim)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
56 print(hist(filt.lib, breaks=br, main="FiltData Log10 LibSize")) # , xlim=lib.x_lim, ylim=lib.y_lim)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
57 tmp <- hist(filt.feat, breaks=br, main="FiltData Log10 NumFeat") # , xlim=feat.x_lim, ylim=feat.y_lim)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
58 print(tmp)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
59 ## required, for extracting midpoint
1
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
60 unq <- unique(filt.feat)
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
61 if (length(unq) == 1){
2
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
62 abline(v=unq, col="red", lw=2)
56a093c2a3f9 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 1d6e79ba92ce98c7c91f0c4076c9ca5e4e3f3a20
iuc
parents: 1
diff changeset
63 text(tmp$mids, table(filt.feat)[[1]] - 100, pos=1, paste(10^unq, "\nFeatures\nin remaining\nCells", sep=""), cex=0.8)
1
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
64 }
01290f30211f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit 71e6b205841c83391ea8fc69e10eac03f212f4d6
iuc
parents: 0
diff changeset
65
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
66 if (filt.use.ccorrect){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
67 par(mfrow=c(2,2))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
68 sc <- do.call(CCcorrect, c(sc, filt.ccc))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
69 print(plotdimsat(sc, change=T))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
70 print(plotdimsat(sc, change=F))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
71 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
72 return(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
73 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
74
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
75 do.cluster <- function(sc){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
76 sc <- do.call(compdist, c(sc, clust.compdist))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
77 sc <- do.call(clustexp, c(sc, clust.clustexp))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
78 if (clust.clustexp$sat){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
79 print(plotsaturation(sc, disp=F))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
80 print(plotsaturation(sc, disp=T))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
81 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
82 print(plotjaccard(sc))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
83 return(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
84 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
85
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
86 do.outlier <- function(sc){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
87 sc <- do.call(findoutliers, c(sc, outlier.findoutliers))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
88 if (outlier.use.randomforest){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
89 sc <- do.call(rfcorrect, c(sc, outlier.rfcorrect))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
90 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
91 print(plotbackground(sc))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
92 print(plotsensitivity(sc))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
93 print(plotoutlierprobs(sc))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
94 ## Heatmaps
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
95 test1 <- list()
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
96 test1$side = 3
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
97 test1$line = 0 #1 #3
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
98
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
99 x <- clustheatmap(sc, final=FALSE)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
100 print(do.call(mtext, c(paste("(Initial)"), test1))) ## spacing is a hack
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
101 x <- clustheatmap(sc, final=TRUE)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
102 print(do.call(mtext, c(paste("(Final)"), test1))) ## spacing is a hack
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
103 return(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
104 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
105
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
106 do.clustmap <- function(sc){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
107 sc <- do.call(comptsne, c(sc, cluster.comptsne))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
108 sc <- do.call(compfr, c(sc, cluster.compfr))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
109 return(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
110 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
111
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
112
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
113 mkgenelist <- function(sc){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
114 ## Layout
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
115 test <- list()
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
116 test$side = 3
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
117 test$line = 0 #1 #3
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
118 test$cex = 0.8
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
119
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
120 df <- c()
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
121 options(cex = 1)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
122 lapply(unique(sc@cpart), function(n){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
123 dg <- clustdiffgenes(sc, cl=n, pvalue=genelist.pvalue)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
124
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
125 dg.goi <- dg[dg$fc > genelist.foldchange,]
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
126 dg.goi.table <- head(dg.goi, genelist.tablelim)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
127 df <<- rbind(df, cbind(n, dg.goi.table))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
128
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
129 goi <- head(rownames(dg.goi.table), genelist.plotlim)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
130 print(plotmarkergenes(sc, goi))
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
131 buffer <- paste(rep("", 36), collapse=" ")
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
132 print(do.call(mtext, c(paste(buffer, "Cluster ",n), test))) ## spacing is a hack
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
133 test$line=-1
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
134 print(do.call(mtext, c(paste(buffer, "Sig. Genes"), test))) ## spacing is a hack
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
135 test$line=-2
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
136 print(do.call(mtext, c(paste(buffer, "(fc > ", genelist.foldchange,")"), test))) ## spacing is a hack
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
137
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
138 })
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
139 write.table(df, file=out.genelist, sep="\t", quote=F)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
140 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
141
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
142 pdf(out.pdf)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
143
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
144 if (use.filtnormconf){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
145 sc <- do.filter(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
146 message(paste(" - Source:: genes:",nrow(sc@expdata),", cells:",ncol(sc@expdata)))
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
147 message(paste(" - Filter:: genes:",nrow(getfdata(sc)),", cells:",ncol(getfdata(sc))))
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
148 message(paste(" :: ",
3
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
149 sprintf("%.1f", 100 * nrow(getfdata(sc))/nrow(sc@expdata)), "% of genes remain,",
d55e29ac02e3 planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit d94b3b8a4c7cf8c604279eb1eea24d32b3868922
iuc
parents: 2
diff changeset
150 sprintf("%.1f", 100 * ncol(getfdata(sc))/ncol(sc@expdata)), "% of cells remain"))
0
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
151 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
152
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
153 if (use.cluster){
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
154 par(mfrow=c(2,2))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
155 sc <- do.cluster(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
156
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
157 par(mfrow=c(2,2))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
158 sc <- do.outlier(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
159
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
160 par(mfrow=c(2,2), mar=c(1,1,6,1))
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
161 sc <- do.clustmap(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
162
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
163 mkgenelist(sc)
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
164 }
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
165
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
166 dev.off()
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
167
8dc8ff057b0f planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/raceid3 commit f880060c478d42202df5b78a81329f8af56b1138
iuc
parents:
diff changeset
168 saveRDS(sc, out.rdat)