mutational_patterns: mutational

annotate mutational_patterns.R @ 10:59c0e2a7965c draft

"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 533394bd219d56cde7fb9721803e8aed8fd5a25d"

author	artbio
date	Mon, 19 Oct 2020 23:34:58 +0000
parents	4ff3c984523b
children	7995a949189f

rev	line source
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	1 # load packages that are provided in the conda env
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	2 options( show.error.messages=F,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	3 error = function () { cat( geterrmessage(), file=stderr() ); q( "no", 1, F ) } )
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	4 loc <- Sys.setlocale("LC_MESSAGES", "en_US.UTF-8")
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	5 warnings()
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	6 library(optparse)
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	7 library(rjson)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	8 library(grid)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	9 library(gridExtra)
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	10 library(scales)
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	11 library(RColorBrewer)
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	12
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	13 # Arguments
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	14 option_list = list(
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	15 make_option(
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	16 "--inputs",
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	17 default = NA,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	18 type = 'character',
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	19 help = "json formatted dictionary of datasets and their paths"
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	20 ),
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	21 make_option(
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	22 "--genome",
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	23 default = NA,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	24 type = 'character',
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	25 help = "genome name in the BSgenome bioconductor package"
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	26 ),
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	27 make_option(
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	28 "--levels",
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	29 default = NA,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	30 type = 'character',
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	31 help = "path to the tab separated file describing the levels in function of datasets"
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	32 ),
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	33 make_option(
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	34 "--cosmic_version",
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	35 default = "v2",
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	36 type = 'character',
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	37 help = "Version of the Cosmic Signature set to be used to express mutational patterns"
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	38 ),
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	39 make_option(
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	40 "--signum",
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	41 default = 2,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	42 type = 'integer',
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	43 help = "selects the N most significant signatures in samples to express mutational patterns"
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	44 ),
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	45 make_option(
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	46 "--nrun",
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	47 default = 2,
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	48 type = 'integer',
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	49 help = "Number of runs to fit signatures"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	50 ),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	51 make_option(
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	52 "--rank",
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	53 default = 2,
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	54 type = 'integer',
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	55 help = "number of ranks to display for parameter optimization"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	56 ),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	57 make_option(
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	58 "--newsignum",
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	59 default = 2,
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	60 type = 'integer',
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	61 help = "Number of new signatures to be captured"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	62 ),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	63 make_option(
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	64 "--output_spectrum",
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	65 default = NA,
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	66 type = 'character',
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	67 help = "path to output dataset"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	68 ),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	69 make_option(
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	70 "--output_denovo",
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	71 default = NA,
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	72 type = 'character',
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	73 help = "path to output dataset"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	74 ),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	75 make_option(
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	76 "--sigmatrix",
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	77 default = NA,
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	78 type = 'character',
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	79 help = "path to signature matrix"
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	80 ),
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	81 make_option(
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	82 "--output_cosmic",
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	83 default = NA,
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	84 type = 'character',
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	85 help = "path to output dataset"
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	86 ),
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	87 make_option(
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	88 c("-r", "--rdata"),
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	89 type="character",
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	90 default=NULL,
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	91 help="Path to RData output file")
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	92 )
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	93
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	94 opt = parse_args(OptionParser(option_list = option_list),
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	95 args = commandArgs(trailingOnly = TRUE))
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	96
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	97 ################ Manage input data ####################
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	98 json_dict <- opt$inputs
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	99 parser <- newJSONParser()
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	100 parser$addData(json_dict)
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	101 fileslist <- parser$getObject()
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	102 vcf_paths <- attr(fileslist, "names")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	103 element_identifiers <- unname(unlist(fileslist))
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	104 ref_genome <- opt$genome
5 fe31d059a482 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 8726066cfb70109de05cbdb7aa7c08ee11b957e9" artbio parents: 4 diff changeset	105 vcf_table <- data.frame(element_identifier=as.character(element_identifiers), path=vcf_paths)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	106
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	107 library(MutationalPatterns)
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	108 library(ref_genome, character.only = TRUE)
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	109 library(ggplot2)
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	110
924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	111 # Load the VCF files into a GRangesList:
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	112 vcfs <- read_vcfs_as_granges(vcf_paths, element_identifiers, ref_genome)
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	113 library(plyr)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	114 if (!is.na(opt$levels)[1]) { # manage levels if there are
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	115 levels_table <- read.delim(opt$levels, header=FALSE, col.names=c("element_identifier","level"))
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	116 } else {
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	117 levels_table <- data.frame(element_identifier=vcf_table$element_identifier,
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	118 level=rep("nolabels", length(vcf_table$element_identifier)))
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	119 }
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	120 metadata_table <- join(vcf_table, levels_table, by = "element_identifier")
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	121 tissue <- as.vector(metadata_table$level)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	122 detach(package:plyr)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	123
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	124 ##### This is done for any section ######
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	125 mut_mat <- mut_matrix(vcf_list = vcfs, ref_genome = ref_genome)
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	126 qual_col_pals = brewer.pal.info[brewer.pal.info$category == 'qual',]
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	127 col_vector = unique(unlist(mapply(brewer.pal, qual_col_pals$maxcolors, rownames(qual_col_pals))))
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	128 col_vector <- col_vector[c(-32, -34, -39)] # 67-color palette
0 924c527fb379 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540" artbio parents: diff changeset	129
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	130 ###### Section 1 Mutation characteristics and spectrums #############
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	131 if (!is.na(opt$output_spectrum)[1]) {
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	132 pdf(opt$output_spectrum, paper = "special", width = 11.69, height = 11.69)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	133 type_occurrences <- mut_type_occurrences(vcfs, ref_genome)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	134
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	135 # mutation spectrum, total or by sample
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	136
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	137 if (length(levels(factor(levels_table$level))) == 1) { # (is.na(opt$levels)[1])
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	138 p1 <- plot_spectrum(type_occurrences, CT = TRUE, legend=TRUE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	139 plot(p1)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	140 } else {
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	141 p2 <- plot_spectrum(type_occurrences, by = tissue, CT=TRUE) # by levels
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	142 p3 <- plot_spectrum(type_occurrences, CT=TRUE, legend=TRUE) # total
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	143 grid.arrange(p2, p3, ncol=2, widths=c(4,2.3), heights=c(4,1))
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	144 }
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	145 plot_96_profile(mut_mat, condensed = TRUE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	146 dev.off()
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	147 }
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	148
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	149 ###### Section 2: De novo mutational signature extraction using NMF #######
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	150 if (!is.na(opt$output_denovo)[1]) {
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	151 # opt$rank cannot be higher than the number of samples
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	152 if (opt$rank > length(element_identifiers)) {opt$rank <-length(element_identifiers)}
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	153 # likewise, opt$signum cannot be higher thant the number of samples
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	154 if (opt$signum > length(element_identifiers)) {opt$signum <-length(element_identifiers)}
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	155 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small pseudocount to the mutation count matrix
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	156 # Use the NMF package to generate an estimate rank plot
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	157 library("NMF")
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	158 estimate <- nmf(pseudo_mut_mat, rank=1:opt$rank, method="brunet", nrun=opt$nrun, seed=123456)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	159 # And plot it
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	160 pdf(opt$output_denovo, paper = "special", width = 11.69, height = 11.69)
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	161 p4 <- plot(estimate)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	162 grid.arrange(p4)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	163 # Extract 4 (PARAMETIZE) mutational signatures from the mutation count matrix with extract_signatures
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	164 # (For larger datasets it is wise to perform more iterations by changing the nrun parameter
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	165 # to achieve stability and avoid local minima)
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	166 nmf_res <- extract_signatures(pseudo_mut_mat, rank=opt$newsignum, nrun=opt$nrun)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	167 # Assign signature names
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	168 colnames(nmf_res$signatures) <- paste0("NewSig_", 1:opt$newsignum)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	169 rownames(nmf_res$contribution) <- paste0("NewSig_", 1:opt$newsignum)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	170 # Plot the 96-profile of the signatures:
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	171 p5 <- plot_96_profile(nmf_res$signatures, condensed = TRUE)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	172 new_sig_matrix <- reshape2::dcast(p5$data, substitution + context ~ variable, value.var = "value")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	173 new_sig_matrix = format(new_sig_matrix, scientific=TRUE)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	174 write.table(new_sig_matrix, file=opt$sigmatrix, quote = FALSE, row.names = FALSE, sep="\t")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	175 grid.arrange(p5)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	176 # Visualize the contribution of the signatures in a barplot
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	177 pc1 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode="relative", coord_flip = TRUE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	178 # Visualize the contribution of the signatures in absolute number of mutations
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	179 pc2 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode="absolute", coord_flip = TRUE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	180 # Combine the two plots:
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	181 grid.arrange(pc1, pc2)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	182
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	183 # The relative contribution of each signature for each sample can also be plotted as a heatmap with
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	184 # plot_contribution_heatmap, which might be easier to interpret and compare than stacked barplots.
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	185 # The samples can be hierarchically clustered based on their euclidean dis- tance. The signatures
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	186 # can be plotted in a user-specified order.
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	187 # Plot signature contribution as a heatmap with sample clustering dendrogram and a specified signature order:
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	188 pch1 <- plot_contribution_heatmap(nmf_res$contribution,
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	189 sig_order = paste0("NewSig_", 1:opt$newsignum))
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	190 # Plot signature contribution as a heatmap without sample clustering:
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	191 pch2 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples=FALSE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	192 #Combine the plots into one figure:
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	193 grid.arrange(pch1, pch2, ncol = 2, widths = c(2,1.6))
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	194
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	195 # Compare the reconstructed mutational profile with the original mutational profile:
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	196 plot_compare_profiles(pseudo_mut_mat[,1],
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	197 nmf_res$reconstructed[,1],
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	198 profile_names = c("Original", "Reconstructed"),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	199 condensed = TRUE)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	200 dev.off()
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	201 }
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	202 ##### Section 3: Find optimal contribution of known signatures: COSMIC mutational signatures ####
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	203
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	204 if (!is.na(opt$output_cosmic)[1]) {
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	205 pdf(opt$output_cosmic, paper = "special", width = 11.69, height = 11.69)
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	206 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small psuedocount to the mutation count matrix
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	207 if (opt$cosmic_version == "v2") {
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	208 sp_url <- paste("https://cancer.sanger.ac.uk/cancergenome/assets/", "signatures_probabilities.txt", sep = "")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	209 cancer_signatures = read.table(sp_url, sep = "\t", header = TRUE)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	210 new_order = match(row.names(pseudo_mut_mat), cancer_signatures$Somatic.Mutation.Type)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	211 cancer_signatures = cancer_signatures[as.vector(new_order),]
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	212 row.names(cancer_signatures) = cancer_signatures$Somatic.Mutation.Type
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	213 cancer_signatures = as.matrix(cancer_signatures[,4:33])
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	214 colnames(cancer_signatures) <- gsub("Signature.", "", colnames(cancer_signatures)) # shorten signature labels
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	215 cosmic_tag <- "Signatures (Cosmic v2, March 2015)"
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	216 cosmic_colors <- col_vector[1:30]
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	217 } else {
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	218 sp_url <- "https://raw.githubusercontent.com/ARTbio/startbio/master/sigProfiler_SBS_signatures_2019_05_22.tsv"
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	219 cancer_signatures = read.table(sp_url, sep = "\t", header = TRUE)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	220 new_order = match(row.names(pseudo_mut_mat), cancer_signatures$Somatic.Mutation.Type)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	221 cancer_signatures = cancer_signatures[as.vector(new_order),]
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	222 row.names(cancer_signatures) = cancer_signatures$Somatic.Mutation.Type
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	223 cancer_signatures = as.matrix(cancer_signatures[,4:70])
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	224 colnames(cancer_signatures) <- gsub("SBS", "", colnames(cancer_signatures)) # shorten signature labels
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	225 cosmic_tag <- "Signatures (Cosmic v3, May 2019)"
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	226 cosmic_colors <- col_vector[1:67]
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	227 }
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	228
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	229 # Plot mutational profiles of the COSMIC signatures
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	230 if (opt$cosmic_version == "v2") {
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	231 p6 <- plot_96_profile(cancer_signatures, condensed = TRUE, ymax = 0.3)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	232 grid.arrange(p6, top = textGrob("COSMIC signature profiles",gp=gpar(fontsize=12,font=3)))
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	233 } else {
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	234 p6 <- plot_96_profile(cancer_signatures[,1:33], condensed = TRUE, ymax = 0.3)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	235 p6bis <- plot_96_profile(cancer_signatures[,34:67], condensed = TRUE, ymax = 0.3)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	236 grid.arrange(p6, top = textGrob("COSMIC signature profiles (on two pages)",gp=gpar(fontsize=12,font=3)))
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	237 grid.arrange(p6bis, top = textGrob("COSMIC signature profiles (continued)",gp=gpar(fontsize=12,font=3)))
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	238 }
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	239
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	240
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	241 # Find optimal contribution of COSMIC signatures to reconstruct 96 mutational profiles
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	242 fit_res <- fit_to_signatures(pseudo_mut_mat, cancer_signatures)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	243
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	244 # Plot contribution barplots
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	245 pc3 <- plot_contribution(fit_res$contribution, cancer_signatures, coord_flip = T, mode = "absolute")
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	246 pc4 <- plot_contribution(fit_res$contribution, cancer_signatures, coord_flip = T, mode = "relative")
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	247 pc3_data <- pc3$data
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	248 pc3 <- ggplot(pc3_data, aes(x=Sample, y=Contribution, fill=as.factor(Signature))) +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	249 geom_bar(stat="identity", position='stack') +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	250 coord_flip() +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	251 scale_fill_manual(name = "Cosmic\nSignatures", values = cosmic_colors) +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	252 labs(x = "Samples", y = "Absolute contribution") + theme_bw() +
6 2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	253 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position="right",
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	254 text = element_text(size=8),
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	255 axis.text.x = element_text(angle=90, hjust=1))
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	256 pc4_data <- pc4$data
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	257 pc4 <- ggplot(pc4_data, aes(x=Sample, y=Contribution, fill=as.factor(Signature))) +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	258 geom_bar(stat="identity", position='fill') +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	259 coord_flip() +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	260 scale_fill_manual(name = "Cosmic\nSignatures", values = cosmic_colors) +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	261 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) +
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	262 labs(x = "Samples", y = "Relative contribution") + theme_bw() +
6 2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	263 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position="right",
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	264 text = element_text(size=8),
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	265 axis.text.x = element_text(angle=90, hjust=1))
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	266 #####
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	267 # ggplot2 alternative
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	268 if (!is.na(opt$levels)[1]) { # if there are levels to display in graphs
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	269 pc3_data <- pc3$data
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	270 pc3_data <- merge (pc3_data, metadata_table[,c(1,3)], by.x="Sample", by.y="element_identifier")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	271 pc3 <- ggplot(pc3_data, aes(x=Sample, y=Contribution, fill=as.factor(Signature))) +
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	272 geom_bar(stat="identity", position='stack') +
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	273 scale_fill_manual(name = "Cosmic\nSignatures", values = cosmic_colors) +
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	274 labs(x = "Samples", y = "Absolute contribution") + theme_bw() +
6 2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	275 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position="right",
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	276 text = element_text(size=8),
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	277 axis.text.x = element_text(angle=90, hjust=1)) +
7 34626b2b9907 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit a9c23b9c740ae50087777e336b4775e1f8035261" artbio parents: 6 diff changeset	278 facet_grid(~level, scales = "free_x", space="free")
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	279 pc4_data <- pc4$data
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	280 pc4_data <- merge (pc4_data, metadata_table[,c(1,3)], by.x="Sample", by.y="element_identifier")
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	281 pc4 <- ggplot(pc4_data, aes(x=Sample, y=Contribution, fill=as.factor(Signature))) +
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	282 geom_bar(stat="identity", position='fill') +
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	283 scale_fill_manual(name = "Cosmic\nSignatures", values = cosmic_colors) +
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	284 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) +
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	285 labs(x = "Samples", y = "Relative contribution") + theme_bw() +
6 2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	286 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position="right",
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	287 text = element_text(size=8),
2c1d58f5c296 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 93dc5ba0403cb447a78e466f568234bd1be9e31a" artbio parents: 5 diff changeset	288 axis.text.x = element_text(angle=90, hjust=1)) +
7 34626b2b9907 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit a9c23b9c740ae50087777e336b4775e1f8035261" artbio parents: 6 diff changeset	289 facet_grid(~level, scales = "free_x", space="free")
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	290 }
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	291 # Combine the two plots:
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	292 grid.arrange(pc3, pc4, top = textGrob("Absolute and Relative Contributions of Cosmic signatures to mutational patterns",gp=gpar(fontsize=12,font=3)))
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	293
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	294 #### pie charts of comic signatures contributions in samples ###
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	295 library(reshape2)
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	296 library(dplyr)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	297 if (length(levels(factor(levels_table$level))) < 2) {
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	298 fit_res_contrib <- as.data.frame(fit_res$contribution)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	299 worklist <- cbind(signature=rownames(fit_res$contribution),
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	300 level=rep("nolabels", length(fit_res_contrib[,1])),
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	301 fit_res_contrib,
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	302 sum=rowSums(fit_res_contrib))
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	303 worklist <- worklist[order(worklist[ ,"sum"], decreasing = T), ]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	304 worklist <- worklist[1:opt$signum,]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	305 worklist <- worklist[ , -length(worklist[1,])]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	306 worklist <- melt(worklist)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	307 worklist <- worklist[,c(1,3,4,2)]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	308 } else {
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	309 worklist <- list()
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	310 for (i in levels(factor(levels_table$level))) {
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	311 fit_res$contribution[,levels_table$element_identifier[levels_table$level == i]] -> worklist[[i]]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	312 sum <- rowSums(as.data.frame(worklist[[i]]))
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	313 worklist[[i]] <- cbind(worklist[[i]], sum)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	314 worklist[[i]] <- worklist[[i]][order(worklist[[i]][ ,"sum"], decreasing = T), ]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	315 worklist[[i]] <- worklist[[i]][1:opt$signum,]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	316 worklist[[i]] <- worklist[[i]][ , -length(as.data.frame(worklist[[i]]))]
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	317 }
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	318 worklist <- as.data.frame(melt(worklist))
10 59c0e2a7965c "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 533394bd219d56cde7fb9721803e8aed8fd5a25d" artbio parents: 9 diff changeset	319 worklist[,2] <- paste0(worklist[,4], " - ", worklist[,2])
9 4ff3c984523b "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 109570d3d5f2c232d3bc976590295c1b83bfc9c3" artbio parents: 8 diff changeset	320 head(worklist)
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	321 }
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	322
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	323 colnames(worklist) <- c("signature", "sample", "value", "level")
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	324 worklist <- as.data.frame(worklist %>% group_by(sample) %>% mutate(value=value/sum(value)*100))
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	325 worklist$pos <- cumsum(worklist$value) - worklist$value/2
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	326 worklist$label <- factor(worklist$signature)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	327 worklist$signature <- factor(worklist$signature)
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	328 p7 <- ggplot(worklist, aes(x="", y=value, group=signature, fill=signature)) +
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	329 geom_bar(width = 1, stat = "identity") +
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	330 geom_text(aes(label = label), position = position_stack(vjust = 0.5), color="black", size=3) +
10 59c0e2a7965c "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 533394bd219d56cde7fb9721803e8aed8fd5a25d" artbio parents: 9 diff changeset	331 coord_polar("y", start=0) + facet_wrap(.~sample) +
8 e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	332 labs(x="", y="Samples", fill = cosmic_tag) +
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	333 scale_fill_manual(name = paste0(opt$signum, " most contributing\nsignatures\n(in each label/tissue)"),
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	334 values = cosmic_colors[as.numeric(levels(factor(worklist$label)))]) +
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	335 theme(axis.text = element_blank(),
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	336 axis.ticks = element_blank(),
e0dad46148bf "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710" artbio parents: 7 diff changeset	337 panel.grid = element_blank())
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	338 grid.arrange(p7)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	339
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	340 # Plot relative contribution of the cancer signatures in each sample as a heatmap with sample clustering
4 7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	341 if (length(vcf_paths) > 1) {
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	342 p8 <- plot_contribution_heatmap(fit_res$contribution, cluster_samples = TRUE, method = "complete")
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	343 grid.arrange(p8)
7ba08c826888 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c" artbio parents: 3 diff changeset	344 }
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	345
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	346 # calculate all pairwise cosine similarities
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	347 cos_sim_ori_rec <- cos_sim_matrix(pseudo_mut_mat, fit_res$reconstructed)
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	348 # extract cosine similarities per sample between original and reconstructed
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	349 cos_sim_ori_rec <- as.data.frame(diag(cos_sim_ori_rec))
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	350
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	351 # We can use ggplot to make a barplot of the cosine similarities between the original and
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	352 # reconstructed mutational profile of each sample. This clearly shows how well each mutational
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	353 # profile can be reconstructed with the COSMIC mutational signatures. Two identical profiles
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	354 # have a cosine similarity of 1. The lower the cosine similarity between original and
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	355 # reconstructed, the less well the original mutational profile can be reconstructed with
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	356 # the COSMIC signatures. You could use, for example, cosine similarity of 0.95 as a cutoff.
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	357
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	358 # Adjust data frame for plotting with gpplot
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	359 colnames(cos_sim_ori_rec) = "cos_sim"
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	360 cos_sim_ori_rec$sample = row.names(cos_sim_ori_rec)
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	361 # Make barplot
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	362 p9 <- ggplot(cos_sim_ori_rec, aes(y=cos_sim, x=sample)) +
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	363 geom_bar(stat="identity", fill = "skyblue4") +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	364 coord_cartesian(ylim=c(0.8, 1)) +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	365 # coord_flip(ylim=c(0.8,1)) +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	366 ylab("Cosine similarity\n original VS reconstructed") +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	367 xlab("") +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	368 # Reverse order of the samples such that first is up
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	369 # xlim(rev(levels(factor(cos_sim_ori_rec$sample)))) +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	370 theme_bw() +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	371 theme(panel.grid.minor.y=element_blank(),
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	372 panel.grid.major.y=element_blank()) +
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	373 # Add cut.off line
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	374 geom_hline(aes(yintercept=.95))
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	375 grid.arrange(p9, top = textGrob("Similarity between true and reconstructed profiles (with all Cosmic sig.)",gp=gpar(fontsize=12,font=3)))
2 aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	376 dev.off()
aea952be68cb "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419" artbio parents: 0 diff changeset	377 }
3 e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	378
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	379
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	380 # Output RData file
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	381 if (!is.null(opt$rdata)) {
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	382 save.image(file=opt$rdata)
e332cf9dfa06 "planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f" artbio parents: 2 diff changeset	383 }

Mercurial > repos > artbio > mutational_patterns

annotate mutational_patterns.R @ 10:59c0e2a7965c draft