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Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment

Analysis of mutational signatures is a powerful approach for understanding the mutagenic processes that have shaped the evolution of a cancer genome. Here we present SigProfilerAssignment, a desktop and an online computational framework for assigning all types of mutational signatures to individual...

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Autores principales: Díaz-Gay, Marcos, Vangara, Raviteja, Barnes, Mark, Wang, Xi, Islam, S M Ashiqul, Vermes, Ian, Narasimman, Nithish Bharadhwaj, Yang, Ting, Jiang, Zichen, Moody, Sarah, Senkin, Sergey, Brennan, Paul, Stratton, Michael R, Alexandrov, Ludmil B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369904/
https://www.ncbi.nlm.nih.gov/pubmed/37502962
http://dx.doi.org/10.1101/2023.07.10.548264
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author Díaz-Gay, Marcos
Vangara, Raviteja
Barnes, Mark
Wang, Xi
Islam, S M Ashiqul
Vermes, Ian
Narasimman, Nithish Bharadhwaj
Yang, Ting
Jiang, Zichen
Moody, Sarah
Senkin, Sergey
Brennan, Paul
Stratton, Michael R
Alexandrov, Ludmil B
author_facet Díaz-Gay, Marcos
Vangara, Raviteja
Barnes, Mark
Wang, Xi
Islam, S M Ashiqul
Vermes, Ian
Narasimman, Nithish Bharadhwaj
Yang, Ting
Jiang, Zichen
Moody, Sarah
Senkin, Sergey
Brennan, Paul
Stratton, Michael R
Alexandrov, Ludmil B
author_sort Díaz-Gay, Marcos
collection PubMed
description Analysis of mutational signatures is a powerful approach for understanding the mutagenic processes that have shaped the evolution of a cancer genome. Here we present SigProfilerAssignment, a desktop and an online computational framework for assigning all types of mutational signatures to individual samples. SigProfilerAssignment is the first tool that allows both analysis of copy-number signatures and probabilistic assignment of signatures to individual somatic mutations. As its computational engine, the tool uses a custom implementation of the forward stagewise algorithm for sparse regression and nonnegative least squares for numerical optimization. Analysis of 2,700 synthetic cancer genomes with and without noise demonstrates that SigProfilerAssignment outperforms four commonly used approaches for assigning mutational signatures. SigProfilerAssignment is freely available at https://github.com/AlexandrovLab/SigProfilerAssignment with a web implementation at https://cancer.sanger.ac.uk/signatures/assignment/.
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spelling pubmed-103699042023-07-27 Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment Díaz-Gay, Marcos Vangara, Raviteja Barnes, Mark Wang, Xi Islam, S M Ashiqul Vermes, Ian Narasimman, Nithish Bharadhwaj Yang, Ting Jiang, Zichen Moody, Sarah Senkin, Sergey Brennan, Paul Stratton, Michael R Alexandrov, Ludmil B bioRxiv Article Analysis of mutational signatures is a powerful approach for understanding the mutagenic processes that have shaped the evolution of a cancer genome. Here we present SigProfilerAssignment, a desktop and an online computational framework for assigning all types of mutational signatures to individual samples. SigProfilerAssignment is the first tool that allows both analysis of copy-number signatures and probabilistic assignment of signatures to individual somatic mutations. As its computational engine, the tool uses a custom implementation of the forward stagewise algorithm for sparse regression and nonnegative least squares for numerical optimization. Analysis of 2,700 synthetic cancer genomes with and without noise demonstrates that SigProfilerAssignment outperforms four commonly used approaches for assigning mutational signatures. SigProfilerAssignment is freely available at https://github.com/AlexandrovLab/SigProfilerAssignment with a web implementation at https://cancer.sanger.ac.uk/signatures/assignment/. Cold Spring Harbor Laboratory 2023-07-11 /pmc/articles/PMC10369904/ /pubmed/37502962 http://dx.doi.org/10.1101/2023.07.10.548264 Text en https://creativecommons.org/licenses/by/4.0/This work is licensed under a Creative Commons Attribution 4.0 International License (https://creativecommons.org/licenses/by/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Díaz-Gay, Marcos
Vangara, Raviteja
Barnes, Mark
Wang, Xi
Islam, S M Ashiqul
Vermes, Ian
Narasimman, Nithish Bharadhwaj
Yang, Ting
Jiang, Zichen
Moody, Sarah
Senkin, Sergey
Brennan, Paul
Stratton, Michael R
Alexandrov, Ludmil B
Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title_full Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title_fullStr Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title_full_unstemmed Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title_short Assigning mutational signatures to individual samples and individual somatic mutations with SigProfilerAssignment
title_sort assigning mutational signatures to individual samples and individual somatic mutations with sigprofilerassignment
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10369904/
https://www.ncbi.nlm.nih.gov/pubmed/37502962
http://dx.doi.org/10.1101/2023.07.10.548264
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