Mercurial > repos > artbio > mutational_patterns
changeset 25:b00fef2b1c2c draft
planemo upload for repository https://github.com/ARTbio/tools-artbio/tree/master/tools/mutational_patterns commit eeb46055822c6805c209af0c450ae941100960bd
author | artbio |
---|---|
date | Wed, 06 Jul 2022 11:43:09 +0000 |
parents | ca6c19ee7da0 |
children | af5c65ad5317 |
files | mutational_patterns.R mutational_patterns.xml test-data/cosmic_output1.pdf test-data/cosmic_output_v3.pdf test-data/denovo_1.RData test-data/denovo_output1.pdf test-data/sigmatrix.tab test-data/spectrum_output1.pdf test-data/user_output.pdf |
diffstat | 9 files changed, 118 insertions(+), 109 deletions(-) [+] |
line wrap: on
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--- a/mutational_patterns.R Tue Jul 05 21:41:43 2022 +0000 +++ b/mutational_patterns.R Wed Jul 06 11:43:09 2022 +0000 @@ -70,6 +70,12 @@ type = "integer", help = "Number of new signatures to be captured" ), + make_option( + "--cosmic_id_threshold", + default = 0.85, + type = "double", + help = "minimu cosine similarity to rename a new signature according to cosmic v3.2" + ), make_option( "--output_spectrum", default = NA, @@ -205,12 +211,14 @@ nmf_res <- extract_signatures(pseudo_mut_mat, rank = opt$newsignum, nrun = opt$nrun) # Assign signature COSMICv3.2 names cosmic_signatures <- get_known_signatures() - nmf_res <- rename_nmf_signatures(nmf_res, cosmic_signatures, cutoff = 0.85) + nmf_res <- rename_nmf_signatures(nmf_res, cosmic_signatures, cutoff = opt$cosmic_id_threshold) sim_matrix <- cos_sim_matrix(cosmic_signatures, nmf_res$signatures) plot_cosine_sim <- plot_cosine_heatmap(sim_matrix) grid.arrange(plot_cosine_sim) # Plot the 96-profile of the signatures: p5 <- plot_96_profile(nmf_res$signatures, condensed = TRUE) + grid.arrange(p5) + # write matrix of deno signatures for user new_sig_matrix <- reshape2::dcast(p5$data, substitution + context ~ sample, value.var = "freq") new_sig_matrix <- format(new_sig_matrix, scientific = TRUE) newcol <- paste0(gsub("\\..", "", new_sig_matrix$context, perl = TRUE), @@ -218,7 +226,6 @@ gsub("^.\\.", "", new_sig_matrix$context, perl = TRUE)) new_sig_matrix <- cbind(Type = newcol, new_sig_matrix[, seq_along(new_sig_matrix)[-c(1, 2)]]) write.table(new_sig_matrix, file = opt$sigmatrix, quote = FALSE, row.names = FALSE, sep = "\t") - grid.arrange(p5) # Visualize the contribution of the signatures in a barplot pc1 <- plot_contribution(nmf_res$contribution, nmf_res$signature, mode = "relative", coord_flip = TRUE) # Visualize the contribution of the signatures in absolute number of mutations @@ -231,18 +238,15 @@ # The samples can be hierarchically clustered based on their euclidean dis- tance. The signatures # can be plotted in a user-specified order. # Plot signature contribution as a heatmap with sample clustering dendrogram and a specified signature order: - pch1 <- plot_contribution_heatmap(nmf_res$contribution, - sig_order = paste0("NewSig_", 1:opt$newsignum)) + pch1 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples = TRUE) # Plot signature contribution as a heatmap without sample clustering: pch2 <- plot_contribution_heatmap(nmf_res$contribution, cluster_samples = FALSE) #Combine the plots into one figure: grid.arrange(pch1, pch2, ncol = 2, widths = c(2, 1.6)) # Compare the reconstructed mutational profile with the original mutational profile: - plot_compare_profiles(pseudo_mut_mat[, 1], - nmf_res$reconstructed[, 1], - profile_names = c("Original", "Reconstructed"), - condensed = TRUE) + pch3 <- plot_original_vs_reconstructed(pseudo_mut_mat, nmf_res$reconstructed, y_intercept = 0.95) + grid.arrange(pch3) dev.off() }
--- a/mutational_patterns.xml Tue Jul 05 21:41:43 2022 +0000 +++ b/mutational_patterns.xml Wed Jul 06 11:43:09 2022 +0000 @@ -1,4 +1,4 @@ -<tool id="mutational_patterns" name="Analyse Mutational Patterns/Signatures" version="3.4.0+galaxy0"> +<tool id="mutational_patterns" name="Analyse Mutational Patterns/Signatures" version="3.4.0+galaxy1"> <description>from genomic variations in vcf files</description> <requirements> <requirement type="package" version="3.4.0=r41hdfd78af_0">bioconductor-mutationalpatterns</requirement> @@ -46,6 +46,7 @@ --newsignum '$set_denovo.newsignum' --output_denovo '$denovo' --sigmatrix '$sigmatrix' + --cosmic_id_threshold '$set_denovo.cosmic_id_threshold' #end if #if $set_preset.choices == 'yes': @@ -127,6 +128,9 @@ <param name="newsignum" type="integer" value="4" min="2" max="30" label="Number of de novo signatures to capture" help="High values extend the computational time. Note also that you cannot extract more signature than the number of available samples in the study"/> + <param name="cosmic_id_threshold" type="float" value="0.85" min="0" max="1" + label="Minimum cosine similarity to rename a signature" + help="If a signature has a cosine similarity higher than this value with a cosmic v3.2 signature, it will renamed accordingly, with a -like suffix"/> </when> <when value="no" /> </conditional> @@ -220,9 +224,10 @@ <conditional name="set_preset"> <param name="choices" value="no"/> </conditional> - <param name="nrun" value="10" /> + <param name="nrun" value="30" /> <param name="rank" value="4" /> - <param name="newsignum" value="4" /> + <param name="newsignum" value="2" /> + <param name="cosmic_id_threshold" value="0.84" /> <param name="rdata_out" value="true" /> <output name="denovo" file="denovo_output1.pdf" compare="sim_size"/> <output name="sigmatrix" file="sigmatrix.tab" compare="sim_size"/> @@ -367,7 +372,7 @@ * a collection of VCF files with somatic mutations calls from analysis of samples. * a tabular table describing the correspondance of sample names to levels of a factor -(tissues, ages, sexes, etc.) + (tissues, ages, sexes, etc.) **Outputs**
--- a/test-data/sigmatrix.tab Tue Jul 05 21:41:43 2022 +0000 +++ b/test-data/sigmatrix.tab Wed Jul 06 11:43:09 2022 +0000 @@ -1,97 +1,97 @@ -Type SBSA SBSB SBS5-like SBSC -A[C>A]A 2.537216e-02 2.002096e-02 1.710480e-02 2.141184e-02 -A[C>A]C 9.450873e-03 1.458332e-02 1.433290e-02 8.146530e-15 -A[C>A]G 2.154737e-06 2.245761e-03 7.951470e-03 3.165761e-03 -A[C>A]T 1.157395e-02 5.815074e-03 1.240409e-02 4.643111e-03 -C[C>A]A 1.088500e-02 1.062103e-02 1.055922e-02 6.408859e-03 -C[C>A]C 9.642499e-03 8.802069e-03 1.580375e-02 2.817272e-03 -C[C>A]G 3.260193e-03 3.291545e-03 2.316976e-03 1.206510e-03 -C[C>A]T 1.342709e-02 1.891337e-03 7.936790e-03 7.279236e-03 -G[C>A]A 1.008899e-02 1.222901e-02 3.142566e-09 9.140614e-03 -G[C>A]C 6.174019e-03 4.836613e-03 9.098106e-03 4.149261e-03 -G[C>A]G 3.986726e-03 3.691483e-03 4.513223e-04 2.546877e-03 -G[C>A]T 8.260710e-03 7.958102e-03 6.964008e-03 1.757568e-06 -T[C>A]A 1.249317e-02 3.585683e-03 8.718414e-03 1.266466e-02 -T[C>A]C 1.291698e-02 8.850082e-03 1.670388e-04 7.329271e-03 -T[C>A]G 5.004928e-04 1.156145e-03 2.337253e-03 7.830488e-04 -T[C>A]T 1.337425e-02 1.214008e-02 1.530841e-02 8.418327e-03 -A[C>G]A 1.237441e-02 1.981081e-02 1.653601e-02 1.304232e-02 -A[C>G]C 7.834505e-16 3.248220e-10 1.572297e-02 6.551608e-03 -A[C>G]G 2.523774e-03 3.253406e-03 5.114731e-03 7.858234e-04 -A[C>G]T 1.096100e-02 6.928247e-03 1.066230e-02 7.532280e-03 -C[C>G]A 9.424413e-03 3.782759e-03 7.078604e-03 5.700867e-03 -C[C>G]C 8.549212e-03 3.674810e-20 1.851021e-03 7.246756e-03 -C[C>G]G 7.748336e-03 3.487494e-04 2.371674e-03 9.595624e-04 -C[C>G]T 5.480175e-03 9.922058e-03 3.885279e-03 4.326614e-03 -G[C>G]A 1.157248e-02 1.370895e-03 7.806339e-03 3.108266e-20 -G[C>G]C 7.420157e-03 2.171773e-03 1.284785e-04 4.770442e-03 -G[C>G]G 3.372856e-03 1.135636e-03 3.554018e-03 4.457136e-04 -G[C>G]T 8.449691e-03 2.887116e-03 8.619063e-03 4.100463e-03 -T[C>G]A 1.070613e-02 4.177331e-03 7.325655e-03 7.313308e-03 -T[C>G]C 6.976389e-03 3.829361e-03 7.894157e-03 6.971152e-03 -T[C>G]G 1.997729e-03 1.042906e-04 5.183138e-03 3.550364e-03 -T[C>G]T 1.906704e-02 5.403760e-03 2.917595e-02 1.685698e-02 -A[C>T]A 3.131895e-02 3.559289e-02 4.320756e-02 3.595643e-02 -A[C>T]C 1.413245e-02 1.602975e-02 4.547827e-03 1.754285e-02 -A[C>T]G 3.979119e-05 7.124023e-02 2.719950e-02 3.367261e-02 -A[C>T]T 1.859032e-02 1.694007e-02 1.791330e-02 1.441652e-02 -C[C>T]A 9.334568e-03 1.548055e-02 1.339818e-02 1.398155e-02 -C[C>T]C 1.346106e-02 1.657747e-02 9.838139e-03 1.233688e-02 -C[C>T]G 1.184973e-02 4.118642e-02 9.104291e-03 2.848006e-02 -C[C>T]T 1.867309e-02 2.194293e-02 2.160789e-02 3.289596e-02 -G[C>T]A 1.220901e-02 1.830932e-02 8.420540e-03 1.082556e-02 -G[C>T]C 1.165663e-02 1.366817e-02 9.906539e-03 2.030184e-02 -G[C>T]G 2.837739e-02 3.492253e-02 9.763772e-03 3.371439e-02 -G[C>T]T 1.423362e-02 1.172648e-02 1.151020e-02 2.449816e-02 -T[C>T]A 6.181812e-03 1.026000e-02 1.598478e-02 1.784120e-02 -T[C>T]C 1.426343e-02 1.765650e-02 1.686071e-02 1.961689e-02 -T[C>T]G 6.697405e-04 2.981773e-02 8.807199e-03 1.357187e-02 -T[C>T]T 3.425831e-02 3.190586e-02 3.306195e-02 2.416517e-02 -A[T>A]A 1.350407e-02 1.783317e-02 1.433952e-02 1.204297e-02 -A[T>A]C 5.208908e-03 2.426998e-03 4.661406e-03 7.889899e-03 -A[T>A]G 6.203645e-03 7.899487e-03 4.210160e-03 1.020936e-02 -A[T>A]T 1.832951e-02 9.760497e-03 1.283916e-02 1.679321e-02 -C[T>A]A 5.152894e-03 2.995165e-03 7.202406e-03 6.415967e-03 -C[T>A]C 1.288517e-02 1.197751e-02 2.199823e-03 6.184057e-03 -C[T>A]G 1.017668e-02 3.858590e-03 1.797496e-03 6.521194e-03 -C[T>A]T 1.311494e-02 5.783272e-03 4.684082e-03 1.384174e-02 -G[T>A]A 6.264117e-03 1.063500e-03 4.890578e-03 2.764218e-03 -G[T>A]C 7.583102e-04 1.569458e-03 5.251988e-03 3.297294e-03 -G[T>A]G 7.218613e-03 1.024681e-02 6.403638e-03 1.217812e-02 -G[T>A]T 1.447924e-02 8.632744e-03 5.062681e-03 4.542537e-03 -T[T>A]A 6.737527e-03 1.490078e-02 1.449887e-02 8.361527e-03 -T[T>A]C 6.075934e-03 6.914890e-03 3.547468e-03 2.400262e-03 -T[T>A]G 9.247980e-03 2.446205e-03 6.669669e-04 3.742054e-03 -T[T>A]T 3.338055e-02 2.065066e-02 1.611251e-02 1.680514e-02 -A[T>C]A 3.717380e-02 3.265699e-02 4.982621e-02 2.922387e-02 -A[T>C]C 4.082749e-03 8.947616e-03 1.042822e-02 9.205745e-03 -A[T>C]G 5.725035e-03 2.233932e-02 1.897642e-02 1.192167e-02 -A[T>C]T 9.216111e-03 1.218855e-02 1.674300e-02 1.362895e-02 -C[T>C]A 9.092771e-03 6.894784e-03 9.263013e-03 6.566154e-03 -C[T>C]C 1.818673e-02 9.733987e-03 3.899203e-03 7.127605e-03 -C[T>C]G 9.199519e-03 7.413690e-03 1.642174e-02 1.224971e-02 -C[T>C]T 1.327566e-02 9.959621e-03 1.871874e-02 2.250458e-02 -G[T>C]A 1.126406e-02 7.644979e-03 5.362476e-03 1.191308e-02 -G[T>C]C 5.382469e-03 4.828479e-03 1.970185e-12 9.597621e-03 -G[T>C]G 1.123791e-02 1.724741e-02 1.516244e-02 1.372539e-02 -G[T>C]T 1.282307e-02 4.586347e-03 1.411896e-02 1.039154e-02 -T[T>C]A 1.092086e-02 5.588158e-03 8.761926e-03 1.007685e-02 -T[T>C]C 1.803799e-02 2.013810e-02 8.203282e-03 1.529979e-02 -T[T>C]G 8.490634e-03 4.340314e-03 1.235122e-02 4.467692e-03 -T[T>C]T 3.206972e-02 1.668243e-02 3.818623e-02 4.544754e-02 -A[T>G]A 4.607840e-03 1.111060e-02 4.088577e-03 1.675423e-02 -A[T>G]C 2.785895e-20 3.406825e-03 4.944014e-04 2.164564e-03 -A[T>G]G 9.026035e-03 3.004937e-03 5.635912e-03 2.524956e-03 -A[T>G]T 4.203199e-03 5.247793e-03 1.255466e-03 8.623252e-03 -C[T>G]A 2.785895e-20 3.674810e-20 3.467823e-03 6.471005e-03 -C[T>G]C 6.581920e-03 6.843904e-04 1.594754e-03 9.266438e-04 -C[T>G]G 1.978907e-03 5.066625e-03 7.694784e-03 1.800258e-03 -C[T>G]T 1.094034e-03 2.834946e-03 8.971833e-03 3.108266e-20 -G[T>G]A 2.124062e-03 2.575322e-03 3.809196e-03 5.453246e-06 -G[T>G]C 3.641890e-03 3.851018e-03 2.472880e-06 1.886510e-03 -G[T>G]G 8.768503e-03 7.669052e-03 1.102237e-02 9.725885e-03 -G[T>G]T 1.076981e-02 6.207912e-03 6.393167e-03 1.271972e-02 -T[T>G]A 8.496984e-03 2.798437e-03 1.940681e-03 4.645137e-03 -T[T>G]C 2.128895e-03 5.382631e-03 6.346618e-03 5.118158e-03 -T[T>G]G 1.196188e-02 6.471983e-03 1.892812e-02 9.668990e-03 -T[T>G]T 2.241590e-02 2.343561e-02 3.806567e-02 1.368935e-02 +Type SBS5-like SBSA +A[C>A]A 2.124308e-02 2.022610e-02 +A[C>A]C 1.152124e-02 9.471896e-03 +A[C>A]G 3.820981e-03 2.804656e-03 +A[C>A]T 1.134424e-02 5.362864e-03 +C[C>A]A 1.054951e-02 9.070399e-03 +C[C>A]C 1.202944e-02 6.837280e-03 +C[C>A]G 2.762178e-03 2.501478e-03 +C[C>A]T 1.015697e-02 3.518667e-03 +G[C>A]A 5.519337e-03 1.100345e-02 +G[C>A]C 7.306249e-03 4.676835e-03 +G[C>A]G 2.322192e-03 3.185639e-03 +G[C>A]T 7.355381e-03 4.996044e-03 +T[C>A]A 1.034505e-02 6.678461e-03 +T[C>A]C 6.797692e-03 7.873886e-03 +T[C>A]G 1.360369e-03 1.086867e-03 +T[C>A]T 1.396581e-02 1.083312e-02 +A[C>G]A 1.467152e-02 1.752997e-02 +A[C>G]C 7.058313e-03 3.083366e-03 +A[C>G]G 3.636692e-03 2.450720e-03 +A[C>G]T 1.047135e-02 7.097885e-03 +C[C>G]A 7.937276e-03 4.338985e-03 +C[C>G]C 5.253641e-03 2.123655e-03 +C[C>G]G 4.762395e-03 2.428946e-04 +C[C>G]T 4.952736e-03 7.896379e-03 +G[C>G]A 8.916999e-03 6.099084e-04 +G[C>G]C 3.809622e-03 2.817481e-03 +G[C>G]G 3.211134e-03 8.704721e-04 +G[C>G]T 8.042910e-03 3.282992e-03 +T[C>G]A 8.727119e-03 5.133207e-03 +T[C>G]C 7.206149e-03 4.977209e-03 +T[C>G]G 3.274678e-03 1.548092e-03 +T[C>G]T 2.262552e-02 9.859960e-03 +A[C>T]A 3.702558e-02 3.612675e-02 +A[C>T]C 1.002069e-02 1.641188e-02 +A[C>T]G 1.789618e-02 5.847645e-02 +A[C>T]T 1.803376e-02 1.598155e-02 +C[C>T]A 1.167880e-02 1.510162e-02 +C[C>T]C 1.195924e-02 1.497230e-02 +C[C>T]G 1.280125e-02 3.687739e-02 +C[C>T]T 2.072727e-02 2.605414e-02 +G[C>T]A 1.077552e-02 1.555955e-02 +G[C>T]C 1.131579e-02 1.607356e-02 +G[C>T]G 2.049063e-02 3.418976e-02 +G[C>T]T 1.327638e-02 1.629518e-02 +T[C>T]A 1.125650e-02 1.333035e-02 +T[C>T]C 1.582151e-02 1.847956e-02 +T[C>T]G 6.567233e-03 2.424562e-02 +T[C>T]T 3.319931e-02 2.901933e-02 +A[T>A]A 1.405615e-02 1.578937e-02 +A[T>A]C 4.917247e-03 4.376933e-03 +A[T>A]G 5.550123e-03 8.720574e-03 +A[T>A]T 1.536717e-02 1.206088e-02 +C[T>A]A 5.986857e-03 4.293221e-03 +C[T>A]C 7.778087e-03 9.577001e-03 +C[T>A]G 5.983379e-03 4.484491e-03 +C[T>A]T 8.990920e-03 8.394852e-03 +G[T>A]A 5.240678e-03 1.576264e-03 +G[T>A]C 2.892533e-03 2.354285e-03 +G[T>A]G 7.209332e-03 1.096859e-02 +G[T>A]T 9.614464e-03 6.754049e-03 +T[T>A]A 1.072587e-02 1.280547e-02 +T[T>A]C 4.847977e-03 5.204523e-03 +T[T>A]G 4.900357e-03 2.522573e-03 +T[T>A]T 2.439672e-02 1.853853e-02 +A[T>C]A 4.219870e-02 3.178417e-02 +A[T>C]C 7.399058e-03 9.255617e-03 +A[T>C]G 1.285954e-02 1.901398e-02 +A[T>C]T 1.290585e-02 1.296671e-02 +C[T>C]A 8.946937e-03 6.758427e-03 +C[T>C]C 1.097622e-02 8.213891e-03 +C[T>C]G 1.241063e-02 9.404346e-03 +C[T>C]T 1.587318e-02 1.467435e-02 +G[T>C]A 8.455188e-03 8.999783e-03 +G[T>C]C 2.931931e-03 6.618690e-03 +G[T>C]G 1.342277e-02 1.612988e-02 +G[T>C]T 1.283681e-02 6.674995e-03 +T[T>C]A 9.639435e-03 7.100539e-03 +T[T>C]C 1.361753e-02 1.815807e-02 +T[T>C]G 9.787002e-03 4.498450e-03 +T[T>C]T 3.444768e-02 2.723502e-02 +A[T>G]A 5.198391e-03 1.323929e-02 +A[T>G]C 4.405440e-04 3.062221e-03 +A[T>G]G 6.960889e-03 2.631345e-03 +A[T>G]T 3.082631e-03 6.448524e-03 +C[T>G]A 1.937101e-03 2.309071e-03 +C[T>G]C 3.886385e-03 4.826853e-04 +C[T>G]G 4.677149e-03 4.086015e-03 +C[T>G]T 4.583659e-03 2.130806e-03 +G[T>G]A 2.808671e-03 1.699607e-03 +G[T>G]C 1.950620e-03 3.043178e-03 +G[T>G]G 9.744602e-03 8.480532e-03 +G[T>G]T 8.646393e-03 8.409194e-03 +T[T>G]A 5.149241e-03 3.178257e-03 +T[T>G]C 4.318309e-03 5.427921e-03 +T[T>G]G 1.461769e-02 7.848913e-03 +T[T>G]T 2.902799e-02 2.042809e-02