Mercurial > repos > artbio > mutational_patterns
annotate mutational_patterns.R @ 20:a2cb7dc9250a draft
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
author | artbio |
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date | Tue, 19 Oct 2021 06:16:32 +0000 |
parents | 69f09dff98f9 |
children | 8a5aaa97dbd6 |
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
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1 # load packages that are provided in the conda env |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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2 options(show.error.messages = F, |
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() { |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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4 cat(geterrmessage(), file = stderr()); q("no", 1, F) |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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5 } |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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6 ) |
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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7 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:
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8 warnings() |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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9 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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10 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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11 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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12 library(gridExtra) |
4
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
artbio
parents:
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13 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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14 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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15 |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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16 # 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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17 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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18 make_option( |
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 "--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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20 default = NA, |
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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21 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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22 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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23 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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24 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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25 "--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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26 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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27 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
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28 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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29 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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30 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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31 "--levels", |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
parents:
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32 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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33 type = "character", |
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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34 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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35 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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36 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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37 "--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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38 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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39 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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40 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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41 ), |
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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42 make_option( |
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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43 "--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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44 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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45 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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46 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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47 ), |
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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48 make_option( |
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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49 "--signum", |
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 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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51 type = "integer", |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
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52 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:
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53 ), |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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54 make_option( |
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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55 "--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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56 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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57 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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58 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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59 ), |
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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60 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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61 "--rank", |
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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62 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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63 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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64 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
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65 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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66 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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67 "--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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68 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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69 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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70 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:
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71 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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72 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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73 "--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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74 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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75 type = "character", |
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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76 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
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77 ), |
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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78 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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79 "--output_denovo", |
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 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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81 type = "character", |
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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82 help = "path to output dataset" |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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83 ), |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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84 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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85 "--sigmatrix", |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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86 default = NA, |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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87 type = "character", |
3
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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88 help = "path to signature matrix" |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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89 ), |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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90 make_option( |
18
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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91 "--output_sigpattern", |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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92 default = NA, |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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93 type = "character", |
0
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
artbio
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94 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
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95 ), |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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96 make_option( |
11
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
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97 "--sig_contrib_matrix", |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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98 default = NA, |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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99 type = "character", |
11
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
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100 help = "path to signature contribution matrix" |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
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101 ), |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
artbio
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102 make_option( |
20
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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103 "--colors", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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104 default = NA, |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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105 type = "character", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
artbio
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106 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
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107 ), |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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108 make_option( |
3
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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109 c("-r", "--rdata"), |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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110 type = "character", |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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111 default = NULL, |
17
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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112 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
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113 ), |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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114 make_option( |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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115 c("-t", "--tooldir"), |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
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116 type = "character", |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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117 default = NULL, |
8c6ee1c2248f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e5d498dfc5a6a9aaea3d09037dea5d15c2d85dd2"
artbio
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118 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"
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119 |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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120 ) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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121 |
14
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artbio
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122 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
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123 args = commandArgs(trailingOnly = TRUE)) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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124 |
2
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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125 ################ Manage input data #################### |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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126 json_dict <- opt$inputs |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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127 parser <- newJSONParser() |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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128 parser$addData(json_dict) |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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129 fileslist <- parser$getObject() |
3
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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130 vcf_paths <- attr(fileslist, "names") |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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131 element_identifiers <- unname(unlist(fileslist)) |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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132 ref_genome <- opt$genome |
14
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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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133 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"
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134 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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135 library(MutationalPatterns) |
0
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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136 library(ref_genome, character.only = TRUE) |
3
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
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137 library(ggplot2) |
0
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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138 |
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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139 # Load the VCF files into a GRangesList: |
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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140 vcfs <- read_vcfs_as_granges(vcf_paths, element_identifiers, ref_genome) |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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141 library(plyr) |
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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142 if (!is.na(opt$levels)[1]) { # manage levels if there are |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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143 levels_table <- read.delim(opt$levels, header = FALSE, |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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144 col.names = c("element_identifier", "level")) |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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145 } else { |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
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146 levels_table <- data.frame(element_identifier = vcf_table$element_identifier, |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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147 level = rep("nolabels", length(vcf_table$element_identifier))) |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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148 } |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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149 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"
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150 tissue <- as.vector(metadata_table$level) |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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151 detach(package:plyr) |
2
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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152 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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153 ##### This is done for any section ###### |
0
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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154 mut_mat <- mut_matrix(vcf_list = vcfs, ref_genome = ref_genome) |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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155 qual_col_pals <- brewer.pal.info[brewer.pal.info$category == "qual", ] |
0
924c527fb379
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e1f3ca871f13569401f41a5af9d0e281bf372540"
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156 |
2
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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157 ###### Section 1 Mutation characteristics and spectrums ############# |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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158 if (!is.na(opt$output_spectrum)[1]) { |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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159 pdf(opt$output_spectrum, paper = "special", width = 11.69, height = 11.69) |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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160 type_occurrences <- mut_type_occurrences(vcfs, ref_genome) |
14
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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161 |
2
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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162 # mutation spectrum, total or by sample |
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163 |
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164 if (length(levels(factor(levels_table$level))) == 1) { |
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165 p1 <- plot_spectrum(type_occurrences, CT = TRUE, legend = TRUE) |
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166 plot(p1) |
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167 } else { |
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168 p2 <- plot_spectrum(type_occurrences, by = tissue, CT = TRUE) # by levels |
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169 p3 <- plot_spectrum(type_occurrences, CT = TRUE, legend = TRUE) # total |
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170 grid.arrange(p2, p3, ncol = 2, widths = c(4, 2.3), heights = c(4, 1)) |
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171 } |
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172 plot_96_profile(mut_mat, condensed = TRUE) |
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173 dev.off() |
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174 } |
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175 |
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176 ###### Section 2: De novo mutational signature extraction using NMF ####### |
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177 # opt$rank cannot be higher than the number of samples and |
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178 # likewise, opt$signum cannot be higher thant the number of samples |
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179 if (!is.na(opt$output_denovo)[1]) { |
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180 |
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181 if (opt$rank > length(element_identifiers)) { |
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182 opt$rank <- length(element_identifiers) |
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183 } |
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184 if (opt$signum > length(element_identifiers)) { |
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185 opt$signum <- length(element_identifiers) |
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186 } |
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187 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small pseudocount to the mutation count matrix |
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188 # Use the NMF package to generate an estimate rank plot |
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189 library("NMF") |
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190 estimate <- nmf(pseudo_mut_mat, rank = 1:opt$rank, method = "brunet", nrun = opt$nrun, seed = 123456) |
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191 # And plot it |
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192 pdf(opt$output_denovo, paper = "special", width = 11.69, height = 11.69) |
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193 p4 <- plot(estimate) |
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194 grid.arrange(p4) |
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195 # Extract 4 (PARAMETIZE) mutational signatures from the mutation count matrix with extract_signatures |
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196 # (For larger datasets it is wise to perform more iterations by changing the nrun parameter |
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197 # to achieve stability and avoid local minima) |
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198 nmf_res <- extract_signatures(pseudo_mut_mat, rank = opt$newsignum, nrun = opt$nrun) |
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199 # Assign signature names |
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200 colnames(nmf_res$signatures) <- paste0("SBS", 1:opt$newsignum) |
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201 rownames(nmf_res$contribution) <- paste0("SBS", 1:opt$newsignum) |
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202 # Plot the 96-profile of the signatures: |
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203 p5 <- plot_96_profile(nmf_res$signatures, condensed = TRUE) |
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204 new_sig_matrix <- reshape2::dcast(p5$data, substitution + context ~ sample, value.var = "freq") |
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205 new_sig_matrix <- format(new_sig_matrix, scientific = TRUE) |
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206 write.table(new_sig_matrix, file = opt$sigmatrix, quote = FALSE, row.names = FALSE, sep = "\t") |
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207 grid.arrange(p5) |
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208 # Visualize the contribution of the signatures in a barplot |
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209 pc1 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode = "relative", coord_flip = TRUE) |
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210 # Visualize the contribution of the signatures in absolute number of mutations |
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211 pc2 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode = "absolute", coord_flip = TRUE) |
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212 # Combine the two plots: |
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213 grid.arrange(pc1, pc2) |
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214 |
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215 # The relative contribution of each signature for each sample can also be plotted as a heatmap with |
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216 # plot_contribution_heatmap, which might be easier to interpret and compare than stacked barplots. |
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217 # The samples can be hierarchically clustered based on their euclidean dis- tance. The signatures |
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218 # can be plotted in a user-specified order. |
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219 # Plot signature contribution as a heatmap with sample clustering dendrogram and a specified signature order: |
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220 pch1 <- plot_contribution_heatmap(nmf_res$contribution, |
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221 sig_order = paste0("NewSig_", 1:opt$newsignum)) |
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222 # Plot signature contribution as a heatmap without sample clustering: |
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223 pch2 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples = FALSE) |
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224 #Combine the plots into one figure: |
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225 grid.arrange(pch1, pch2, ncol = 2, widths = c(2, 1.6)) |
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226 |
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227 # Compare the reconstructed mutational profile with the original mutational profile: |
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228 plot_compare_profiles(pseudo_mut_mat[, 1], |
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229 nmf_res$reconstructed[, 1], |
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230 profile_names = c("Original", "Reconstructed"), |
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231 condensed = TRUE) |
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232 dev.off() |
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233 } |
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234 |
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235 ##### Section 3: Find optimal contribution of known signatures: COSMIC or OWN mutational signatures #### |
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236 |
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237 if (!is.na(opt$output_sigpattern)[1]) { |
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238 # Prepare cosmic signatures |
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239 if (!is.na(opt$cosmic_version)) { |
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240 cosmic_urls <- read.delim(paste0(opt$tooldir, "cosmic_urls.tsv"), sep = "\t", header = TRUE) |
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241 cosmic_sbs_file <- cosmic_urls$url[cosmic_urls$genome == opt$genome & |
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242 cosmic_urls$cosmic_version == opt$cosmic_version] |
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243 sbs_signatures <- read.table(paste0(opt$tooldir, cosmic_sbs_file), |
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244 sep = "\t", header = TRUE) |
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245 tag <- paste(gsub("BSgenome.Hsapiens.UCSC.", "", opt$genome), "COSMIC", opt$cosmic_version, sep = " ") |
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246 } |
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247 # Prepare user-defined signatures |
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248 if (!is.na(opt$own_signatures)) { |
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249 sbs_signatures <- read.table(opt$own_signatures, sep = "\t", header = TRUE) |
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250 tag <- paste(gsub("BSgenome.Hsapiens.UCSC.", "", opt$genome), "User-Defined Signatures", sep = " ") |
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251 } |
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252 row.names(sbs_signatures) <- sbs_signatures$Type |
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253 # drop column Type of sbs_signatures |
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254 sbs_signatures <- subset(sbs_signatures, select = -c(Type)) |
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255 # reorder substitutions of sbs_signatures to match mut_mat |
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256 sbs_signatures <- sbs_signatures[match(row.names(mut_mat), row.names(sbs_signatures)), ] |
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257 colnames(sbs_signatures) <- gsub("SBS", "", colnames(sbs_signatures)) |
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258 # arrange signature colors |
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259 if (opt$colors == "intense") { |
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260 signature_colors <- c("#3f4100", "#6f53ff", "#6dc400", "#9d1fd7", "#009c06", "#001fae", "#8adb4d", "#5a67ff", "#d8c938", "#024bc3", "#d2ab00", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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261 "#e36eff", "#00ac44", "#d000b0", "#01b071", "#ff64e2", "#006b21", "#b70090", "#60dc9f", "#5f0083", "#c0ce67", "#002981", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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262 "#ffb53e", "#44005f", "#b59600", "#7d95ff", "#f47600", "#017bc4", "#ff2722", "#02cfec", "#ff233f", "#01b7b4", "#fd005c", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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263 "#019560", "#ff57a9", "#88d896", "#b80067", "#abd27f", "#dc8eff", "#667b00", "#fba3ff", "#093f00", "#ff6494", "#009791", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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264 "#c93200", "#4ac8ff", "#a60005", "#8fd4b6", "#ce0036", "#00634d", "#ff6035", "#2d1956", "#f0be6d", "#6a0058", "#957a00", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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265 "#e4b4ff", "#4a5500", "#abc7fe", "#c95900", "#003d27", "#b10043", "#d5c68e", "#3e163e", "#b36b00", "#debaeb", "#605400", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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266 "#7a0044", "#ffa06d", "#4c0d21", "#ff9cb5", "#3f1d02", "#ff958f", "#634a66", "#775500", "#6e0028", "#717653", "#6c1000", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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267 "#693600") |
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268 } else { |
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269 signature_colors <- c("#7FC97F", "#BEAED4", "#FDC086", "#FFFF99", "#386CB0", "#F0027F", "#BF5B17", "#666666", "#1B9E77", "#D95F02", "#7570B3", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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270 "#E7298A", "#66A61E", "#E6AB02", "#A6761D", "#A6CEE3", "#1F78B4", "#B2DF8A", "#33A02C", "#FB9A99", "#E31A1C", "#FDBF6F", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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271 "#FF7F00", "#CAB2D6", "#6A3D9A", "#B15928", "#FBB4AE", "#B3CDE3", "#CCEBC5", "#DECBE4", "#FED9A6", "#FFFFCC", "#E5D8BD", |
a2cb7dc9250a
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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272 "#FDDAEC", "#F2F2F2", "#B3E2CD", "#FDCDAC", "#CBD5E8", "#F4CAE4", "#E6F5C9", "#FFF2AE", "#F1E2CC", "#CCCCCC", "#E41A1C", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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273 "#377EB8", "#4DAF4A", "#984EA3", "#FFFF33", "#A65628", "#F781BF", "#999999", "#66C2A5", "#FC8D62", "#8DA0CB", "#E78AC3", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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274 "#A6D854", "#FFD92F", "#E5C494", "#B3B3B3", "#8DD3C7", "#FFFFB3", "#BEBADA", "#FB8072", "#80B1D3", "#FDB462", "#B3DE69", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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275 "#FCCDE5", "#D9D9D9", "#BC80BD", "#FFED6F", "#3f1d02", "#ff958f", "#634a66", "#775500", "#6e0028", "#717653", "#6c1000", |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit b07cf2662a36d88f80dc08ef4f46454dbc133094"
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276 "#693600") |
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277 } |
18
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278 signature_colors <- signature_colors[seq_len(ncol(sbs_signatures))] |
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279 names(signature_colors) <- colnames(sbs_signatures) |
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280 # This is IMPORTANT since in Galaxy we do not use the embeded function get_known_signatures() |
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281 sbs_signatures <- as.matrix(sbs_signatures) |
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282 |
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283 |
2
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284 # Plot mutational profiles of the COSMIC signatures |
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285 |
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286 pdf(opt$output_sigpattern, paper = "special", width = 11.69, height = 11.69) |
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287 for (i in head(seq(1, ncol(sbs_signatures), by = 20), -1)) { |
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288 p6 <- plot_96_profile(sbs_signatures[, i:(i + 19)], condensed = TRUE, ymax = 0.3) |
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289 grid.arrange(p6, top = textGrob(paste0(tag, " profiles (", trunc((i + 1) / 20) + 1, " of ", |
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290 trunc(ncol(sbs_signatures) / 20) + 1, " pages)"), |
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291 gp = gpar(fontsize = 12, font = 3))) |
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292 } |
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293 p6 <- plot_96_profile(sbs_signatures[, (trunc(ncol(sbs_signatures) / 20) * 20):(ncol(sbs_signatures))], |
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294 condensed = TRUE, ymax = 0.3) |
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295 grid.arrange(p6, top = textGrob(paste0(tag, " profiles (", trunc(ncol(sbs_signatures) / 20) + 1, " of ", |
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296 trunc(ncol(sbs_signatures) / 20) + 1, " pages)"), |
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297 gp = gpar(fontsize = 12, font = 3))) |
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298 |
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299 |
2
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300 # Find optimal contribution of COSMIC signatures to reconstruct 96 mutational profiles |
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301 pseudo_mut_mat <- mut_mat + 0.0001 # First add a small pseudocount to the mutation count matrix |
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302 fit_res <- fit_to_signatures(pseudo_mut_mat, sbs_signatures) |
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303 |
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304 # Plot contribution barplots |
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305 pc3 <- plot_contribution(fit_res$contribution, sbs_signatures, coord_flip = T, mode = "absolute") |
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306 pc4 <- plot_contribution(fit_res$contribution, sbs_signatures, coord_flip = T, mode = "relative") |
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307 if (is.na(opt$levels)[1]) { # if there are NO levels to display in graphs |
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308 pc3_data <- pc3$data |
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309 pc3 <- ggplot(pc3_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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310 geom_bar(stat = "identity", position = "stack") + |
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311 coord_flip() + |
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312 scale_fill_manual(name = tag, values = signature_colors[]) + |
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313 labs(x = "Samples", y = "Absolute contribution") + theme_bw() + |
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314 theme(panel.grid.minor.x = element_blank(), |
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315 panel.grid.major.x = element_blank(), |
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316 legend.position = "right", |
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317 text = element_text(size = 8), |
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318 axis.text.x = element_text(angle = 90, hjust = 1)) |
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319 pc4_data <- pc4$data |
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320 pc4 <- ggplot(pc4_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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321 geom_bar(stat = "identity", position = "fill") + |
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322 coord_flip() + |
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323 scale_fill_manual(name = tag, values = signature_colors) + |
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324 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) + |
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325 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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326 theme(panel.grid.minor.x = element_blank(), panel.grid.major.x = element_blank(), legend.position = "right", |
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327 text = element_text(size = 8), |
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328 axis.text.x = element_text(angle = 90, hjust = 1)) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 6ca5597637439c87b61af2dbd6c38089b29eca37"
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329 } |
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330 ##### |
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331 # ggplot2 alternative |
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332 if (!is.na(opt$levels)[1]) { # if there are levels to display in graphs |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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333 pc3_data <- pc3$data |
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334 pc3_data <- merge(pc3_data, metadata_table[, c(1, 3)], by.x = "Sample", by.y = "element_identifier") |
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335 pc3 <- ggplot(pc3_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
56c8869a231e
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336 geom_bar(stat = "identity", position = "stack") + |
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337 scale_fill_manual(name = tag, values = signature_colors) + |
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338 labs(x = "Samples", y = "Absolute contribution") + theme_bw() + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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339 theme(panel.grid.minor.x = element_blank(), |
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340 panel.grid.major.x = element_blank(), |
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341 legend.position = "right", |
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342 text = element_text(size = 8), |
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343 axis.text.x = element_text(angle = 90, hjust = 1)) + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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344 facet_grid(~level, scales = "free_x", space = "free") |
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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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345 pc4_data <- pc4$data |
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346 pc4_data <- merge(pc4_data, metadata_table[, c(1, 3)], by.x = "Sample", by.y = "element_identifier") |
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347 pc4 <- ggplot(pc4_data, aes(x = Sample, y = Contribution, fill = as.factor(Signature))) + |
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348 geom_bar(stat = "identity", position = "fill") + |
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349 scale_fill_manual(name = tag, values = signature_colors) + |
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350 scale_y_continuous(labels = scales::percent_format(accuracy = 1)) + |
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351 labs(x = "Samples", y = "Relative contribution") + theme_bw() + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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352 theme(panel.grid.minor.x = element_blank(), |
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353 panel.grid.major.x = element_blank(), |
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354 legend.position = "right", |
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355 text = element_text(size = 8), |
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356 axis.text.x = element_text(angle = 90, hjust = 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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357 facet_grid(~level, scales = "free_x", space = "free") |
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358 } |
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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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359 # Combine the two plots: |
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360 grid.arrange(pc3, pc4, |
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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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361 top = textGrob("Absolute and Relative Contributions of elementary signatures to mutational profiles", |
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362 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 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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363 |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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364 #### pie charts of comic signatures contributions in samples ### |
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365 library(reshape2) |
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366 library(dplyr) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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367 if (length(levels(factor(levels_table$level))) < 2) { |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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368 fit_res_contrib <- as.data.frame(fit_res$contribution) |
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369 worklist <- cbind(signature = rownames(fit_res$contribution), |
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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 level = rep("nolabels", length(fit_res_contrib[, 1])), |
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371 fit_res_contrib, |
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372 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 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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373 worklist <- worklist[order(worklist[, "sum"], decreasing = T), ] |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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374 worklist <- worklist[1:opt$signum, ] |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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375 worklist <- worklist[, -length(worklist[1, ])] |
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376 worklist <- melt(worklist) |
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377 worklist <- worklist[, c(1, 3, 4, 2)] |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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378 } else { |
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379 worklist <- list() |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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380 for (i in levels(factor(levels_table$level))) { |
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381 fit_res$contribution[, levels_table$element_identifier[levels_table$level == i]] -> worklist[[i]] |
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382 sum <- rowSums(as.data.frame(worklist[[i]])) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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383 worklist[[i]] <- cbind(worklist[[i]], sum) |
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384 worklist[[i]] <- worklist[[i]][order(worklist[[i]][, "sum"], decreasing = T), ] |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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385 worklist[[i]] <- worklist[[i]][1:opt$signum, ] |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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386 worklist[[i]] <- worklist[[i]][, -length(as.data.frame(worklist[[i]]))] |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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387 } |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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388 worklist <- as.data.frame(melt(worklist)) |
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389 worklist[, 2] <- paste0(worklist[, 4], " - ", worklist[, 2]) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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390 } |
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391 |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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392 colnames(worklist) <- c("signature", "sample", "value", "level") |
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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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393 worklist <- as.data.frame(worklist %>% group_by(sample) %>% mutate(value = value / sum(value) * 100)) |
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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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394 worklist$pos <- cumsum(worklist$value) - worklist$value / 2 |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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395 worklist$label <- factor(worklist$signature) |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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396 worklist$signature <- factor(worklist$signature) |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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397 p7 <- ggplot(worklist, aes(x = "", y = value, group = signature, fill = signature)) + |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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398 geom_bar(width = 1, stat = "identity") + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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399 geom_text(aes(label = label), position = position_stack(vjust = 0.5), color = "black", size = 3) + |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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400 coord_polar("y", start = 0) + facet_wrap(.~sample) + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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401 labs(x = "", y = "Samples", fill = tag) + |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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402 scale_fill_manual(name = paste0(opt$signum, " most contributing\nsignatures\n(in each label/tissue)"), |
18
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403 values = signature_colors[levels(worklist$signature)], |
8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
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404 labels = names(signature_colors[levels(worklist$signature)])) + |
8
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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405 theme(axis.text = element_blank(), |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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406 axis.ticks = element_blank(), |
e0dad46148bf
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 75fd87e806f9bee2f6ff7fcd3834e55eb21d8710"
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407 panel.grid = element_blank()) |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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408 grid.arrange(p7) |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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409 |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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410 # Plot relative contribution of the cancer signatures in each sample as a heatmap with sample clustering |
4
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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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411 if (length(vcf_paths) > 1) { |
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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412 p8 <- plot_contribution_heatmap(fit_res$contribution, cluster_samples = TRUE, method = "complete") |
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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413 grid.arrange(p8) |
7ba08c826888
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit e2d6ed12516e1bd24071962a0dfe0220cc348f3c"
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414 } |
14
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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415 |
11
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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416 # export relative contribution matrix |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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417 if (!is.na(opt$sig_contrib_matrix)) { |
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418 output_table <- t(fit_res$contribution) / rowSums(t(fit_res$contribution)) |
12
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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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419 if (length(levels(factor(levels_table$level))) > 1) { |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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420 output_table <- data.frame(sample = paste0(metadata_table[metadata_table$element_identifier == colnames(fit_res$contribution), |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
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421 3], "-", colnames(fit_res$contribution)), |
13
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 372eb902f528baa8b5465b83d992a1d146343dfe"
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422 output_table) |
18
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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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423 colnames(output_table) <- gsub("X", "SBS", colnames(output_table)) |
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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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424 } else { |
18
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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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425 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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426 colnames(output_table) <- gsub("X", "SBS", colnames(output_table)) |
12
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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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427 } |
11
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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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428 write.table(output_table, file = opt$sig_contrib_matrix, sep = "\t", quote = F, row.names = F) |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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429 } |
7995a949189f
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 94919d0f442fe7059afa2e07898c149b126a5460"
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430 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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431 # calculate all pairwise cosine similarities |
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"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
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432 cos_sim_ori_rec <- cos_sim_matrix(pseudo_mut_mat, fit_res$reconstructed) |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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433 # 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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434 cos_sim_ori_rec <- as.data.frame(diag(cos_sim_ori_rec)) |
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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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435 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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436 # 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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437 # 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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438 # 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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439 # 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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440 # 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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441 # the COSMIC signatures. You could use, for example, cosine similarity of 0.95 as a cutoff. |
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442 |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
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443 # 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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444 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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445 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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446 # Make barplot |
14
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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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447 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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448 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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449 coord_cartesian(ylim = c(0.8, 1)) + |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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450 # 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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451 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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452 xlab("") + |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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453 # Reverse order of the samples such that first is up |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
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454 # 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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455 theme_bw() + |
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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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diff
changeset
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456 theme(panel.grid.minor.y = element_blank(), |
56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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diff
changeset
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457 panel.grid.major.y = element_blank()) + |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
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diff
changeset
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458 # Add cut.off line |
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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changeset
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459 geom_hline(aes(yintercept = .95)) |
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8d9f31389f33
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 1cb9c8fd0c74943a8e6de4c63ac5e4a84ef27430"
artbio
parents:
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diff
changeset
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460 grid.arrange(p9, top = textGrob("Similarity between true profiles and profiles reconstructed with elementary signatures", gp = gpar(fontsize = 12, font = 3))) |
2
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
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diff
changeset
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461 dev.off() |
aea952be68cb
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit cd8f633245d53cf47eaf860a4e0ae8d806c34419"
artbio
parents:
0
diff
changeset
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462 } |
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e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
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diff
changeset
|
463 |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
changeset
|
464 |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
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diff
changeset
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465 # Output RData file |
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
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diff
changeset
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466 if (!is.null(opt$rdata)) { |
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56c8869a231e
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 518fb067e8206ecafbf673a5e4cf375ccead11e3"
artbio
parents:
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diff
changeset
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467 save.image(file = opt$rdata) |
3
e332cf9dfa06
"planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit 0f7593f703ba0dfd12aea1c0460e371f08b57d2f"
artbio
parents:
2
diff
changeset
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468 } |