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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...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
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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/. |
format | Online Article Text |
id | pubmed-10369904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
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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