Mercurial > repos > artbio > mutational_patterns
annotate mutational_patterns.R @ 26:af5c65ad5317 draft
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bc7fab3050541155f0c3e15b7f448a1802155670
author | artbio |
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date | Tue, 12 Jul 2022 17:44:09 +0000 |
parents | b00fef2b1c2c |
children | 9a33a5a90a2c |
rev | line source |
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0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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1 # load packages that are provided in the conda env |
24
ca6c19ee7da0
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bad92e3210a78b5ebf47d6950f4dba10c1cbf07d
artbio
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2 options(show.error.messages = FALSE, |
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56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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3 error = function() { |
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ca6c19ee7da0
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bad92e3210a78b5ebf47d6950f4dba10c1cbf07d
artbio
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4 cat(geterrmessage(), file = stderr()) |
ca6c19ee7da0
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bad92e3210a78b5ebf47d6950f4dba10c1cbf07d
artbio
parents:
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5 q("no", 1, FALSE) |
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56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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6 } |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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7 ) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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8 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
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9 warnings() |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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10 library(optparse) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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11 library(rjson) |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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12 library(grid) |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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13 library(gridExtra) |
4
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
artbio
parents:
3
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14 library(scales) |
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
artbio
parents:
3
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15 library(RColorBrewer) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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16 |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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17 # Arguments |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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18 option_list <- list( |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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19 make_option( |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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20 "--inputs", |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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21 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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22 type = "character", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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23 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
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24 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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25 make_option( |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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26 "--genome", |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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27 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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28 type = "character", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
changeset
|
29 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
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30 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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31 make_option( |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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32 "--levels", |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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33 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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13
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34 type = "character", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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35 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
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36 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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37 make_option( |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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2
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38 "--cosmic_version", |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
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17
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39 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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40 type = "character", |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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41 help = "Version of the Cosmic Signature set to be used to express mutational profiles" |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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42 ), |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
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17
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43 make_option( |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
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17
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44 "--own_signatures", |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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45 default = NA, |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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46 type = "character", |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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47 help = "Path to the user-defined signature matrix" |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
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48 ), |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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2
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49 make_option( |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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50 "--signum", |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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51 default = 2, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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52 type = "integer", |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
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53 help = "selects the N most significant signatures in samples to express mutational profiles" |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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54 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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55 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
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56 "--nrun", |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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57 default = 2, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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58 type = "integer", |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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59 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
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60 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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61 make_option( |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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62 "--rank", |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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63 default = 2, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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64 type = "integer", |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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65 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
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66 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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67 make_option( |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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68 "--newsignum", |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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69 default = 2, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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70 type = "integer", |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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71 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
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72 ), |
25
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
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73 make_option( |
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
parents:
24
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74 "--cosmic_id_threshold", |
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
parents:
24
diff
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75 default = 0.85, |
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
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24
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76 type = "double", |
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
parents:
24
diff
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77 help = "minimu cosine similarity to rename a new signature according to cosmic v3.2" |
b00fef2b1c2c
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
artbio
parents:
24
diff
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78 ), |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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79 make_option( |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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80 "--output_spectrum", |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
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81 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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|
82 type = "character", |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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|
83 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
|
84 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
changeset
|
85 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
|
86 "--output_denovo", |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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|
87 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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88 type = "character", |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
changeset
|
89 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
|
90 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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|
91 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
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|
92 "--sigmatrix", |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
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93 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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94 type = "character", |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
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|
95 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
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|
96 ), |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
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97 make_option( |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
17
diff
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98 "--output_sigpattern", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
99 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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|
100 type = "character", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
101 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
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|
102 ), |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
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103 make_option( |
23
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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104 "--display_signatures", |
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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105 default = NA, |
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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106 type = "character", |
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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107 help = "display input signature profiles if set to yes" |
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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|
108 ), |
83f8c93c34b4
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
artbio
parents:
22
diff
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|
109 make_option( |
11
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
parents:
10
diff
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|
110 "--sig_contrib_matrix", |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
parents:
10
diff
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|
111 default = NA, |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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|
112 type = "character", |
11
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
parents:
10
diff
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|
113 help = "path to signature contribution matrix" |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
parents:
10
diff
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|
114 ), |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
parents:
10
diff
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|
115 make_option( |
20
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
diff
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|
116 "--colors", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
diff
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117 default = NA, |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
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118 type = "character", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
diff
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|
119 help = "color palette to display signatures" |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
diff
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|
120 ), |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
parents:
19
diff
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|
121 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
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|
122 c("-r", "--rdata"), |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
diff
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|
123 type = "character", |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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|
124 default = NULL, |
17
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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|
125 help = "Path to RData output file" |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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|
126 ), |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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127 make_option( |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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|
128 c("-t", "--tooldir"), |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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129 type = "character", |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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130 default = NULL, |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
parents:
16
diff
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|
131 help = "Path to tool directory, where tool data are stored") |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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|
132 |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
133 ) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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134 |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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135 opt <- parse_args(OptionParser(option_list = option_list), |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
136 args = commandArgs(trailingOnly = TRUE)) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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137 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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|
138 ################ 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
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|
139 json_dict <- opt$inputs |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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140 parser <- newJSONParser() |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
141 parser$addData(json_dict) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
142 fileslist <- parser$getObject() |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
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|
143 vcf_paths <- attr(fileslist, "names") |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
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|
144 element_identifiers <- unname(unlist(fileslist)) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
145 ref_genome <- opt$genome |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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|
146 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
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0
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|
147 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
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|
148 library(MutationalPatterns) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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|
149 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
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|
150 library(ggplot2) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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|
151 |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
diff
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|
152 # 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
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|
153 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
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154 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
|
155 if (!is.na(opt$levels)[1]) { # manage levels if there are |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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|
156 levels_table <- read.delim(opt$levels, header = FALSE, |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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|
157 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
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|
158 } else { |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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|
159 levels_table <- data.frame(element_identifier = vcf_table$element_identifier, |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
13
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|
160 level = rep("nolabels", length(vcf_table$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
|
161 } |
8
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
artbio
parents:
7
diff
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|
162 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
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163 tissue <- as.vector(metadata_table$level) |
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164 detach(package:plyr) |
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165 |
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166 ##### This is done for any section ###### |
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167 mut_mat <- mut_matrix(vcf_list = vcfs, ref_genome = ref_genome) |
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168 qual_col_pals <- brewer.pal.info[brewer.pal.info$category == "qual", ] |
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169 |
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170 ###### Section 1 Mutation characteristics and spectrums ############# |
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171 if (!is.na(opt$output_spectrum)[1]) { |
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172 pdf(opt$output_spectrum, paper = "special", width = 11.69, height = 11.69) |
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173 type_occurrences <- mut_type_occurrences(vcfs, ref_genome) |
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174 |
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175 # mutation spectrum, total or by sample |
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176 |
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177 if (length(levels(factor(levels_table$level))) == 1) { |
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178 p1 <- plot_spectrum(type_occurrences, CT = TRUE, legend = TRUE) |
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179 plot(p1) |
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180 } else { |
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181 p2 <- plot_spectrum(type_occurrences, by = tissue, CT = TRUE) # by levels |
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182 p3 <- plot_spectrum(type_occurrences, CT = TRUE, legend = TRUE) # total |
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183 grid.arrange(p2, p3, ncol = 2, widths = c(4, 2.3), heights = c(4, 1)) |
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184 } |
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185 plot_96_profile(mut_mat, condensed = TRUE) |
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186 dev.off() |
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187 } |
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188 |
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189 ###### Section 2: De novo mutational signature extraction using NMF ####### |
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190 # opt$rank cannot be higher than the number of samples and |
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191 # likewise, opt$signum cannot be higher thant the number of samples |
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192 if (!is.na(opt$output_denovo)[1]) { |
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193 |
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194 if (opt$rank > length(element_identifiers)) { |
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195 opt$rank <- length(element_identifiers) |
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196 } |
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197 if (opt$signum > length(element_identifiers)) { |
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198 opt$signum <- length(element_identifiers) |
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199 } |
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200 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small pseudocount to the mutation count matrix |
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201 # Use the NMF package to generate an estimate rank plot |
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202 library("NMF") |
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203 estimate <- nmf(pseudo_mut_mat, rank = 1:opt$rank, method = "brunet", nrun = opt$nrun, seed = 123456) |
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204 # And plot it |
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205 pdf(opt$output_denovo, paper = "special", width = 11.69, height = 11.69) |
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206 p4 <- plot(estimate) |
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207 grid.arrange(p4) |
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208 # Extract 4 (PARAMETIZE) mutational signatures from the mutation count matrix with extract_signatures |
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209 # (For larger datasets it is wise to perform more iterations by changing the nrun parameter |
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210 # to achieve stability and avoid local minima) |
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211 nmf_res <- extract_signatures(pseudo_mut_mat, rank = opt$newsignum, nrun = opt$nrun) |
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212 # Assign signature COSMICv3.2 names |
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213 cosmic_signatures <- get_known_signatures() |
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214 nmf_res <- rename_nmf_signatures(nmf_res, cosmic_signatures, cutoff = opt$cosmic_id_threshold) |
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215 sim_matrix <- cos_sim_matrix(cosmic_signatures, nmf_res$signatures) |
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216 plot_cosine_sim <- plot_cosine_heatmap(sim_matrix) |
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217 grid.arrange(plot_cosine_sim) |
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218 # Plot the 96-profile of the signatures: |
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219 p5 <- plot_96_profile(nmf_res$signatures, condensed = TRUE) |
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220 grid.arrange(p5) |
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221 # write matrix of deno signatures for user |
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222 new_sig_matrix <- reshape2::dcast(p5$data, substitution + context ~ sample, value.var = "freq") |
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223 new_sig_matrix <- format(new_sig_matrix, scientific = TRUE) |
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224 newcol <- paste0(gsub("\\..", "", new_sig_matrix$context, perl = TRUE), |
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225 "[", new_sig_matrix$substitution, "]", |
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226 gsub("^.\\.", "", new_sig_matrix$context, perl = TRUE)) |
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227 new_sig_matrix <- cbind(Type = newcol, new_sig_matrix[, seq_along(new_sig_matrix)[-c(1, 2)]]) |
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228 write.table(new_sig_matrix, file = opt$sigmatrix, quote = FALSE, row.names = FALSE, sep = "\t") |
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229 # Visualize the contribution of the signatures in a barplot |
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230 pc1 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode = "relative", coord_flip = TRUE) |
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231 # Visualize the contribution of the signatures in absolute number of mutations |
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232 pc2 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode = "absolute", coord_flip = TRUE) |
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233 # Combine the two plots: |
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234 grid.arrange(pc1, pc2) |
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235 |
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236 # The relative contribution of each signature for each sample can also be plotted as a heatmap with |
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237 # plot_contribution_heatmap, which might be easier to interpret and compare than stacked barplots. |
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238 # The samples can be hierarchically clustered based on their euclidean dis- tance. The signatures |
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239 # can be plotted in a user-specified order. |
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240 # Plot signature contribution as a heatmap with sample clustering dendrogram and a specified signature order: |
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241 pch1 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples = TRUE) |
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242 # Plot signature contribution as a heatmap without sample clustering: |
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243 pch2 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples = FALSE) |
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244 #Combine the plots into one figure: |
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245 grid.arrange(pch1, pch2, ncol = 2, widths = c(2, 1.6)) |
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246 |
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247 # Compare the reconstructed mutational profile with the original mutational profile: |
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248 pch3 <- plot_original_vs_reconstructed(pseudo_mut_mat, nmf_res$reconstructed, y_intercept = 0.95) |
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249 grid.arrange(pch3) |
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250 dev.off() |
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251 } |
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252 |
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253 ##### Section 3: Find optimal contribution of known signatures: COSMIC or OWN mutational signatures #### |
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254 |
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255 if (!is.na(opt$output_sigpattern)[1]) { |
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256 # Prepare cosmic signatures |
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257 if (!is.na(opt$cosmic_version)) { |
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258 cosmic_urls <- read.delim(paste0(opt$tooldir, "cosmic_urls.tsv"), sep = "\t", header = TRUE) |
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259 cosmic_sbs_file <- cosmic_urls$url[cosmic_urls$genome == opt$genome & |
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260 cosmic_urls$cosmic_version == opt$cosmic_version] |
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261 sbs_signatures <- read.table(paste0(opt$tooldir, cosmic_sbs_file), |
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262 sep = "\t", header = TRUE) |
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263 tag <- paste(gsub("BSgenome.Hsapiens.UCSC.", "", opt$genome), "COSMIC", opt$cosmic_version, sep = " ") |
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264 } |
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265 # Prepare user-defined signatures |
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266 if (!is.na(opt$own_signatures)) { |
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267 sbs_signatures <- read.table(opt$own_signatures, sep = "\t", header = TRUE) |
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268 tag <- paste(gsub("BSgenome.Hsapiens.UCSC.", "", opt$genome), "User-Defined Signatures", sep = " ") |
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269 } |
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270 row.names(sbs_signatures) <- sbs_signatures$Type |
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271 # drop column Type of sbs_signatures |
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272 sbs_signatures <- subset(sbs_signatures, select = -c(Type)) |
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273 # reorder substitutions of sbs_signatures to match mut_mat |
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274 sbs_signatures <- sbs_signatures[match(row.names(mut_mat), row.names(sbs_signatures)), ] |
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275 # arrange signature colors |
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276 if (opt$colors == "intense") { |
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277 signature_colors <- c("#3f4100", "#6f53ff", "#6dc400", "#9d1fd7", "#009c06", "#001fae", "#c4bedf", "#8adb4d", "#5a67ff", "#d8c938", "#024bc3", |
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278 "#d2ab00", "#e36eff", "#cad5b3", "#00ac44", "#d000b0", "#01b071", "#ff64e2", "#006b21", "#b70090", "#60dc9f", "#5f0083", |
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279 "#c0ce67", "#002981", "#e6b8b3", "#ffb53e", "#44005f", "#b59600", "#7d95ff", "#f47600", "#017bc4", "#ff2722", "#02cfec", |
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280 "#ff233f", "#01b7b4", "#fd005c", "#019560", "#ff57a9", "#88d896", "#b80067", "#abd27f", "#dc8eff", "#667b00", "#fba3ff", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 13d907bd98700858433fc28c6bf2d92e9012bfb2"
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281 "#093f00", "#ff6494", "#009791", "#c93200", "#4ac8ff", "#a60005", "#8fd4b6", "#ce0036", "#00634d", "#ff6035", "#2d1956", |
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282 "#f0be6d", "#6a0058", "#957a00", "#e4b4ff", "#4a5500", "#abc7fe", "#c95900", "#003d27", "#b10043", "#d5c68e", "#3e163e", |
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283 "#b36b00", "#debaeb", "#605400", "#7a0044", "#ffa06d", "#4c0d21", "#ff9cb5", "#3f1d02", "#ff958f", "#634a66", "#775500", |
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284 "#6e0028", "#717653", "#6c1000", "#693600") |
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285 } else { |
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286 signature_colors <- c("#7FC97F", "#BEAED4", "#FDC086", "#FFFF99", "#386CB0", "#F0027F", "#c4bedf", "#BF5B17", "#666666", "#1B9E77", "#D95F02", |
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287 "#7570B3", "#E7298A", "#cad5b3", "#66A61E", "#E6AB02", "#A6761D", "#A6CEE3", "#1F78B4", "#B2DF8A", "#33A02C", "#FB9A99", |
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288 "#E31A1C", "#B3E2CD", "#e6b8b3", "#FF7F00", "#CAB2D6", "#6A3D9A", "#B15928", "#FBB4AE", "#B3CDE3", "#CCEBC5", "#DECBE4", |
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289 "#FED9A6", "#FFFFCC", "#E5D8BD", "#FDDAEC", "#F2F2F2", "#B3E2CD", "#FDCDAC", "#CBD5E8", "#F4CAE4", "#E6F5C9", "#FFF2AE", |
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290 "#F1E2CC", "#CCCCCC", "#E41A1C", "#377EB8", "#4DAF4A", "#984EA3", "#FFFF33", "#A65628", "#F781BF", "#999999", "#66C2A5", |
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291 "#FC8D62", "#8DA0CB", "#E78AC3", "#A6D854", "#FFD92F", "#E5C494", "#B3B3B3", "#8DD3C7", "#FFFFB3", "#BEBADA", "#FB8072", |
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292 "#80B1D3", "#FDB462", "#B3DE69", "#FCCDE5", "#D9D9D9", "#BC80BD", "#FFED6F", "#3f1d02", "#ff958f", "#634a66", "#775500", |
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293 "#6e0028", "#717653", "#6c1000", "#693600") |
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294 } |
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295 names(signature_colors) <- c("SBS1", "SBS2", "SBS3", "SBS4", "SBS5", "SBS6", "SBS7", "SBS7a", "SBS7b", "SBS7c", "SBS7d", |
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296 "SBS8", "SBS9", "SBS10", "SBS10a", "SBS10b", "SBS10c", "SBS10d", "SBS11", "SBS12", "SBS13", "SBS14", |
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297 "SBS15", "SBS16", "SBS17", "SBS17a", "SBS17b", "SBS18", "SBS19", "SBS20", "SBS21", "SBS22", "SBS23", |
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298 "SBS24", "SBS25", "SBS26", "SBS27", "SBS28", "SBS29", "SBS30", "SBS31", "SBS32", "SBS33", "SBS34", |
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299 "SBS35", "SBS36", "SBS37", "SBS38", "SBS39", "SBS40", "SBS41", "SBS42", "SBS43", "SBS44", "SBS45", |
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300 "SBS46", "SBS47", "SBS48", "SBS49", "SBS50", "SBS51", "SBS52", "SBS53", "SBS54", "SBS55", "SBS56", |
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301 "SBS57", "SBS58", "SBS59", "SBS60", "SBS84", "SBS85", "SBS86", "SBS87", "SBS88", "SBS89", "SBS90", |
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302 "SBS91", "SBS92", "SBS93", "SBS94") |
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303 |
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304 # if signature names provided are not compliant with cosmic nomenclature, |
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305 # we attribute these names to the active signature_colors vector, adjusted to the length |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
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306 # of the signature names. |
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307 |
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308 if (! all(colnames(sbs_signatures) %in% names(signature_colors))) { # provided signature are not all included in cosmic names |
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309 signature_colors <- signature_colors[seq_along(sbs_signatures)] |
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310 names(signature_colors) <- colnames(sbs_signatures) |
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311 } |
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312 |
18
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313 # This is IMPORTANT since in Galaxy we do not use the embeded function get_known_signatures() |
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314 sbs_signatures <- as.matrix(sbs_signatures) |
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315 |
14
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316 |
2
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317 # Plot mutational profiles of the COSMIC signatures |
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318 |
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319 pdf(opt$output_sigpattern, paper = "special", width = 11.69, height = 11.69) |
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320 if (opt$display_signatures == "yes") { |
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321 for (i in head(seq(1, ncol(sbs_signatures), by = 20), -1)) { |
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322 p6 <- plot_96_profile(sbs_signatures[, i:(i + 19)], condensed = TRUE, ymax = 0.3) |
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323 grid.arrange(p6, top = textGrob(paste0(tag, " profiles (", trunc((i + 1) / 20) + 1, " of ", |
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324 trunc(ncol(sbs_signatures) / 20) + 1, " pages)"), |
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325 gp = gpar(fontsize = 12, font = 3))) |
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326 } |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
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327 p6 <- plot_96_profile(sbs_signatures[, (trunc(ncol(sbs_signatures) / 20) * 20):(ncol(sbs_signatures))], |
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328 condensed = TRUE, ymax = 0.3) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 3c4d96db0a3c54ed68bf782f08b89b6959255d58"
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329 grid.arrange(p6, top = textGrob(paste0(tag, " profiles (", trunc(ncol(sbs_signatures) / 20) + 1, " of ", |
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330 trunc(ncol(sbs_signatures) / 20) + 1, " pages)"), |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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331 gp = gpar(fontsize = 12, font = 3))) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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332 } |
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333 |
69f09dff98f9
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334 |
2
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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335 # Find optimal contribution of COSMIC signatures to reconstruct 96 mutational profiles |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
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336 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small pseudocount to the mutation count matrix |
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337 fit_res <- fit_to_signatures(pseudo_mut_mat, sbs_signatures) |
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338 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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339 # Plot contribution barplots |
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340 pc3 <- plot_contribution(fit_res$contribution, sbs_signatures, coord_flip = TRUE, mode = "absolute") |
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341 pc4 <- plot_contribution(fit_res$contribution, sbs_signatures, coord_flip = TRUE, mode = "relative") |
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342 if (is.na(opt$levels)[1]) { # if there are NO levels to display in graphs |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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343 pc3_data <- pc3$data |
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344 pc3 <- ggplot(pc3_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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345 geom_bar(stat = "identity", position = "stack") + |
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346 coord_flip() + |
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347 scale_fill_manual(name = tag, values = signature_colors[colnames(sbs_signatures)]) + |
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348 labs(x = "Samples", y = "Absolute contribution") + theme_bw() + |
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349 theme(panel.grid.minor.x = element_blank(), |
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350 panel.grid.major.x = element_blank(), |
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351 legend.position = "right", |
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352 text = element_text(size = 8), |
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353 axis.text.x = element_text(angle = 90, hjust = 1)) |
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354 pc4_data <- pc4$data |
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355 pc4 <- ggplot(pc4_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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356 geom_bar(stat = "identity", position = "fill") + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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357 coord_flip() + |
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358 scale_fill_manual(name = tag, values = signature_colors[colnames(sbs_signatures)]) + |
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359 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) + |
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360 labs(x = "Samples", y = "Relative contribution") + theme_bw() + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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361 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position = "right", |
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362 text = element_text(size = 8), |
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363 axis.text.x = element_text(angle = 90, hjust = 1)) |
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364 } |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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365 ##### |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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366 # ggplot2 alternative |
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367 if (!is.na(opt$levels)[1]) { # if there are levels to display in graphs |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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368 pc3_data <- pc3$data |
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369 pc3_data <- merge(pc3_data, metadata_table[, c(1, 3)], by.x = "Sample", by.y = "element_identifier") |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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370 pc3 <- ggplot(pc3_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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371 geom_bar(stat = "identity", position = "stack") + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 13d907bd98700858433fc28c6bf2d92e9012bfb2"
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372 scale_fill_manual(name = tag, values = signature_colors[colnames(sbs_signatures)]) + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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373 labs(x = "Samples", y = "Absolute contribution") + theme_bw() + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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374 theme(panel.grid.minor.x = element_blank(), |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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375 panel.grid.major.x = element_blank(), |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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376 legend.position = "right", |
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377 text = element_text(size = 8), |
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378 axis.text.x = element_text(angle = 90, hjust = 1)) + |
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379 facet_grid(~level, scales = "free_x", space = "free") |
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380 pc4_data <- pc4$data |
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381 pc4_data <- merge(pc4_data, metadata_table[, c(1, 3)], by.x = "Sample", by.y = "element_identifier") |
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382 pc4 <- ggplot(pc4_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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383 geom_bar(stat = "identity", position = "fill") + |
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384 scale_fill_manual(name = tag, values = signature_colors[colnames(sbs_signatures)]) + |
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385 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) + |
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386 labs(x = "Samples", y = "Relative contribution") + theme_bw() + |
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387 theme(panel.grid.minor.x = element_blank(), |
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388 panel.grid.major.x = element_blank(), |
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389 legend.position = "right", |
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390 text = element_text(size = 8), |
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391 axis.text.x = element_text(angle = 90, hjust = 1)) + |
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392 facet_grid(~level, scales = "free_x", space = "free") |
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393 } |
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394 # Combine the two plots: |
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395 grid.arrange(pc3, pc4, |
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396 top = textGrob("Absolute and Relative Contributions of elementary signatures to mutational profiles", |
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397 gp = gpar(fontsize = 12, font = 3))) |
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398 |
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399 #### pie charts of comic signatures contributions in samples ### |
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400 library(reshape2) |
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401 library(dplyr) |
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402 if (length(levels(factor(levels_table$level))) < 2) { |
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403 fit_res_contrib <- as.data.frame(fit_res$contribution) |
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404 worklist <- cbind(signature = rownames(fit_res$contribution), |
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405 level = rep("nolabels", length(fit_res_contrib[, 1])), |
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406 fit_res_contrib, |
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407 sum = rowSums(fit_res_contrib)) |
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planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bad92e3210a78b5ebf47d6950f4dba10c1cbf07d
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408 worklist <- worklist[order(worklist[, "sum"], decreasing = TRUE), ] |
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409 worklist <- worklist[1:opt$signum, ] |
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410 worklist <- worklist[, -length(worklist[1, ])] |
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411 worklist <- melt(worklist) |
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412 worklist <- worklist[, c(1, 3, 4, 2)] |
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413 } else { |
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414 worklist <- list() |
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415 for (i in levels(factor(levels_table$level))) { |
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416 worklist[[i]] <- fit_res$contribution[, levels_table$element_identifier[levels_table$level == i]] |
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417 sum <- rowSums(as.data.frame(worklist[[i]])) |
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418 worklist[[i]] <- cbind(worklist[[i]], sum) |
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419 worklist[[i]] <- worklist[[i]][order(worklist[[i]][, "sum"], decreasing = TRUE), ] |
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420 worklist[[i]] <- worklist[[i]][1:opt$signum, ] |
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421 worklist[[i]] <- worklist[[i]][, -length(as.data.frame(worklist[[i]]))] |
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422 } |
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423 worklist <- as.data.frame(melt(worklist)) |
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424 worklist[, 2] <- paste0(worklist[, 4], " - ", worklist[, 2]) |
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425 } |
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426 |
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427 colnames(worklist) <- c("signature", "sample", "value", "level") |
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428 worklist <- as.data.frame(worklist %>% group_by(sample) %>% mutate(value = value / sum(value) * 100)) |
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429 worklist$pos <- cumsum(worklist$value) - worklist$value / 2 |
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430 worklist$label <- factor(gsub("SBS", "", worklist$signature)) |
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431 worklist$signature <- factor(worklist$signature) |
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432 p7 <- ggplot(worklist, aes(x = "", y = value, group = signature, fill = signature)) + |
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433 geom_bar(width = 1, stat = "identity") + |
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434 geom_text(aes(label = label), position = position_stack(vjust = 0.5), color = "white", size = 3) + |
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435 coord_polar("y", start = 0) + facet_wrap(. ~ sample) + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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436 labs(x = "", y = "Samples", fill = tag) + |
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437 scale_fill_manual(name = paste0(opt$signum, " most contributing\nsignatures\n(in each label/tissue)"), |
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438 values = signature_colors[levels(worklist$signature)], |
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439 labels = names(signature_colors[levels(worklist$signature)])) + |
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440 theme(axis.text = element_blank(), |
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441 axis.ticks = element_blank(), |
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442 panel.grid = element_blank()) |
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443 grid.arrange(p7) |
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444 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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445 # Plot relative contribution of the cancer signatures in each sample as a heatmap with sample clustering |
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446 if (length(vcf_paths) > 1) { |
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447 p8 <- plot_contribution_heatmap(fit_res$contribution, cluster_samples = TRUE, method = "complete") |
7ba08c826888
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448 grid.arrange(p8) |
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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449 } |
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450 |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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451 # export relative contribution matrix |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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452 if (!is.na(opt$sig_contrib_matrix)) { |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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453 output_table <- t(fit_res$contribution) / rowSums(t(fit_res$contribution)) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 7c990ad7024035342c4abd6e3fa8feb1b2f2ac2c"
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454 if (length(levels(factor(levels_table$level))) > 1) { |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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455 output_table <- data.frame(sample = paste0(metadata_table[metadata_table$element_identifier == colnames(fit_res$contribution), |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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456 3], "-", colnames(fit_res$contribution)), |
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6741b819cc15
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 372eb902f528baa8b5465b83d992a1d146343dfe"
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457 output_table) |
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8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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458 colnames(output_table) <- gsub("X", "SBS", colnames(output_table)) |
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7954f0d3517f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 7c990ad7024035342c4abd6e3fa8feb1b2f2ac2c"
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459 } else { |
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8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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460 output_table <- data.frame(sample = rownames(output_table), output_table) |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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461 colnames(output_table) <- gsub("X", "SBS", colnames(output_table)) |
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7954f0d3517f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 7c990ad7024035342c4abd6e3fa8feb1b2f2ac2c"
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462 } |
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ca6c19ee7da0
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bad92e3210a78b5ebf47d6950f4dba10c1cbf07d
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463 write.table(output_table, file = opt$sig_contrib_matrix, sep = "\t", quote = FALSE, row.names = FALSE) |
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7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
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464 } |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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465 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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466 # calculate all pairwise cosine similarities |
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e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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467 cos_sim_ori_rec <- cos_sim_matrix(pseudo_mut_mat, fit_res$reconstructed) |
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aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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468 # 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"
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469 cos_sim_ori_rec <- as.data.frame(diag(cos_sim_ori_rec)) |
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56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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470 |
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aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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471 # 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"
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472 # 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"
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473 # 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"
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474 # 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"
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475 # 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"
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476 # the COSMIC signatures. You could use, for example, cosine similarity of 0.95 as a cutoff. |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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477 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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478 # Adjust data frame for plotting with gpplot |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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479 colnames(cos_sim_ori_rec) <- "cos_sim" |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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480 cos_sim_ori_rec$sample <- row.names(cos_sim_ori_rec) |
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aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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481 # Make barplot |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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482 p9 <- ggplot(cos_sim_ori_rec, aes(y = cos_sim, x = sample)) + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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483 geom_bar(stat = "identity", fill = "skyblue4") + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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484 coord_cartesian(ylim = c(0.8, 1)) + |
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aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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485 # 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"
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486 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"
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487 xlab("") + |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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488 # 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"
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489 # 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"
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490 theme_bw() + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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491 theme(panel.grid.minor.y = element_blank(), |
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planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bc7fab3050541155f0c3e15b7f448a1802155670
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492 panel.grid.major.y = element_blank(), |
af5c65ad5317
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bc7fab3050541155f0c3e15b7f448a1802155670
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493 axis.text.x = element_text(angle = 90, vjust = 0.5, hjust = 1) |
af5c65ad5317
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit bc7fab3050541155f0c3e15b7f448a1802155670
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494 ) + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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495 # Add cut.off line |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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496 geom_hline(aes(yintercept = .95)) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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497 grid.arrange(p9, top = textGrob("Similarity between true profiles and profiles reconstructed with elementary signatures", gp = gpar(fontsize = 12, font = 3))) |
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aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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498 dev.off() |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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499 } |
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e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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500 |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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501 |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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502 # Output RData file |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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503 if (!is.null(opt$rdata)) { |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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504 save.image(file = opt$rdata) |
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e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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505 } |