annotate scater-plot-tsne.R @ 2:b834074a9aff draft

"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
author iuc
date Thu, 09 Sep 2021 12:23:11 +0000
parents fd808de478b1
children
Ignore whitespace changes - Everywhere: Within whitespace: At end of lines:
rev   line source
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
1 #!/usr/bin/env Rscript
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
2
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
3 # Creates a t-SNE plot of a normalised SingleCellExperiment object.
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
4
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
5 # Load optparse we need to check inputs
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
6
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
7 library(optparse)
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
8 library(workflowscriptscommon)
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
9 library(LoomExperiment)
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
10 library(scater)
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
11 library(Rtsne)
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
12
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
13 # parse options
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
14
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
15 option_list <- list(
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
16 make_option(
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
17 c("-i", "--input-loom"),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
18 action = "store",
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
19 default = NA,
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
20 type = "character",
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
21 help = "A SingleCellExperiment object file in Loom format."
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
22 ),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
23 make_option(
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
24 c("-c", "--colour-by"),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
25 action = "store",
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
26 default = NULL,
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
27 type = "character",
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
28 help = "Feature (from annotation file) to colour t-SNE plot points by. The values represented in this options should be categorical"
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
29 ),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
30 make_option(
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
31 c("-s", "--size-by"),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
32 action = "store",
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
33 default = NULL,
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
34 type = "character",
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
35 help = "Feature (from annotation file) to size t-SNE plot points by. The values represented in this options should be numerical and not categorical"
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
36 ),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
37 make_option(
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
38 c("-p", "--shape-by"),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
39 action = "store",
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
40 default = NULL,
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
41 type = "character",
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
42 help = "Feature (from annotation file) to shape t-SNE plot points by. The values represented in this options should be categorical"
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
43 ),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
44 make_option(
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
45 c("-o", "--output-plot-file"),
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
46 action = "store",
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
47 default = NA,
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
48 type = "character",
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
49 help = "Path of the PDF output file to save plot to."
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
50 )
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
51 )
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
52
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
53 opt <- wsc_parse_args(option_list, mandatory = c("input_loom", "output_plot_file"))
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
54
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
55 # Check parameter values
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
56
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
57 if (! file.exists(opt$input_loom)) {
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
58 stop((paste("File", opt$input_loom, "does not exist")))
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
59 }
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
60
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
61 # Filter out unexpressed features
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
62
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
63 sce <- import(opt$input_loom, format = "loom", type = "SingleCellLoomExperiment")
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
64 sce <- logNormCounts(sce)
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
65 sce <- runTSNE(sce, perplexity = 10)
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
66 plot <- plotTSNE(sce, colour_by = opt$colour_by, size_by = opt$size_by, shape_by = opt$shape_by)
1
fd808de478b1 "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 61f3899168453092fd25691cf31871a3a350fd3b"
iuc
parents:
diff changeset
67
2
b834074a9aff "planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
iuc
parents: 1
diff changeset
68 ggsave(opt$output_plot_file, plot, device = "pdf")