Mercurial > repos > iuc > scater_plot_pca
comparison scater-plot-tsne.R @ 2:9e5c0bb18d08 draft
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/scater commit 154318f74839a4481c7c68993c4fb745842c4cce"
author | iuc |
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date | Thu, 09 Sep 2021 12:23:55 +0000 |
parents | 46fc6751d746 |
children |
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1:46fc6751d746 | 2:9e5c0bb18d08 |
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10 library(scater) | 10 library(scater) |
11 library(Rtsne) | 11 library(Rtsne) |
12 | 12 |
13 # parse options | 13 # parse options |
14 | 14 |
15 option_list = list( | 15 option_list <- list( |
16 make_option( | 16 make_option( |
17 c("-i", "--input-loom"), | 17 c("-i", "--input-loom"), |
18 action = "store", | 18 action = "store", |
19 default = NA, | 19 default = NA, |
20 type = 'character', | 20 type = "character", |
21 help = "A SingleCellExperiment object file in Loom format." | 21 help = "A SingleCellExperiment object file in Loom format." |
22 ), | 22 ), |
23 make_option( | 23 make_option( |
24 c("-c", "--colour-by"), | 24 c("-c", "--colour-by"), |
25 action = "store", | 25 action = "store", |
26 default = NULL, | 26 default = NULL, |
27 type = 'character', | 27 type = "character", |
28 help = "Feature (from annotation file) to colour t-SNE plot points by. The values represented in this options should be categorical" | 28 help = "Feature (from annotation file) to colour t-SNE plot points by. The values represented in this options should be categorical" |
29 ), | 29 ), |
30 make_option( | 30 make_option( |
31 c("-s", "--size-by"), | 31 c("-s", "--size-by"), |
32 action = "store", | 32 action = "store", |
33 default = NULL, | 33 default = NULL, |
34 type = 'character', | 34 type = "character", |
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" | 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" |
36 ), | 36 ), |
37 make_option( | 37 make_option( |
38 c("-p", "--shape-by"), | 38 c("-p", "--shape-by"), |
39 action = "store", | 39 action = "store", |
40 default = NULL, | 40 default = NULL, |
41 type = 'character', | 41 type = "character", |
42 help = "Feature (from annotation file) to shape t-SNE plot points by. The values represented in this options should be categorical" | 42 help = "Feature (from annotation file) to shape t-SNE plot points by. The values represented in this options should be categorical" |
43 ), | 43 ), |
44 make_option( | 44 make_option( |
45 c("-o", "--output-plot-file"), | 45 c("-o", "--output-plot-file"), |
46 action = "store", | 46 action = "store", |
47 default = NA, | 47 default = NA, |
48 type = 'character', | 48 type = "character", |
49 help = "Path of the PDF output file to save plot to." | 49 help = "Path of the PDF output file to save plot to." |
50 ) | 50 ) |
51 ) | 51 ) |
52 | 52 |
53 opt <- wsc_parse_args(option_list, mandatory = c('input_loom', 'output_plot_file')) | 53 opt <- wsc_parse_args(option_list, mandatory = c("input_loom", "output_plot_file")) |
54 | |
54 # Check parameter values | 55 # Check parameter values |
55 | 56 |
56 if ( ! file.exists(opt$input_loom)){ | 57 if (! file.exists(opt$input_loom)) { |
57 stop((paste('File', opt$input_loom, 'does not exist'))) | 58 stop((paste("File", opt$input_loom, "does not exist"))) |
58 } | 59 } |
59 | 60 |
61 # Filter out unexpressed features | |
60 | 62 |
61 # Input from Loom format | 63 sce <- import(opt$input_loom, format = "loom", type = "SingleCellLoomExperiment") |
64 sce <- logNormCounts(sce) | |
65 sce <- runTSNE(sce, perplexity = 10) | |
66 plot <- plotTSNE(sce, colour_by = opt$colour_by, size_by = opt$size_by, shape_by = opt$shape_by) | |
62 | 67 |
63 scle <- import(opt$input_loom, format='loom', type='SingleCellLoomExperiment') | 68 ggsave(opt$output_plot_file, plot, device = "pdf") |
64 scle <- normalize(scle, exprs_values = 1) | |
65 scle <- runTSNE(scle, perplexity=10) | |
66 plot <- plotTSNE(scle, colour_by = opt$colour_by, size_by = opt$size_by, shape_by = opt$shape_by) | |
67 | |
68 | |
69 ggsave(opt$output_plot_file, plot, device="pdf") |