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Sequence dependencies and mutation rates of localized mutational processes in cancer
BACKGROUND: Cancer mutations accumulate through replication errors and DNA damage coupled with incomplete repair. Individual mutational processes often show nucleotide sequence and functional region preferences. As a result, some sequence contexts mutate at much higher rates than others, with additi...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10436389/ https://www.ncbi.nlm.nih.gov/pubmed/37592287 http://dx.doi.org/10.1186/s13073-023-01217-z |
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author | Poulsgaard, Gustav Alexander Sørensen, Simon Grund Juul, Randi Istrup Nielsen, Morten Muhlig Pedersen, Jakob Skou |
author_facet | Poulsgaard, Gustav Alexander Sørensen, Simon Grund Juul, Randi Istrup Nielsen, Morten Muhlig Pedersen, Jakob Skou |
author_sort | Poulsgaard, Gustav Alexander |
collection | PubMed |
description | BACKGROUND: Cancer mutations accumulate through replication errors and DNA damage coupled with incomplete repair. Individual mutational processes often show nucleotide sequence and functional region preferences. As a result, some sequence contexts mutate at much higher rates than others, with additional variation found between functional regions. Mutational hotspots, with recurrent mutations across cancer samples, represent genomic positions with elevated mutation rates, often caused by highly localized mutational processes. METHODS: We count the 11-mer genomic sequences across the genome, and using the PCAWG set of 2583 pan-cancer whole genomes, we associate 11-mers with mutational signatures, hotspots of single nucleotide variants, and specific genomic regions. We evaluate the mutation rates of individual and combined sets of 11-mers and derive mutational sequence motifs. RESULTS: We show that hotspots generally identify highly mutable sequence contexts. Using these, we show that some mutational signatures are enriched in hotspot sequence contexts, corresponding to well-defined sequence preferences for the underlying localized mutational processes. This includes signature 17b (of unknown etiology) and signatures 62 (POLE deficiency), 7a (UV), and 72 (linked to lymphomas). In some cases, the mutation rate and sequence preference increase further when focusing on certain genomic regions, such as signature 62 in transcribed regions, where the mutation rate is increased up to 9-folds over cancer type and mutational signature average. CONCLUSIONS: We summarize our findings in a catalog of localized mutational processes, their sequence preferences, and their estimated mutation rates. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-023-01217-z. |
format | Online Article Text |
id | pubmed-10436389 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-104363892023-08-19 Sequence dependencies and mutation rates of localized mutational processes in cancer Poulsgaard, Gustav Alexander Sørensen, Simon Grund Juul, Randi Istrup Nielsen, Morten Muhlig Pedersen, Jakob Skou Genome Med Research BACKGROUND: Cancer mutations accumulate through replication errors and DNA damage coupled with incomplete repair. Individual mutational processes often show nucleotide sequence and functional region preferences. As a result, some sequence contexts mutate at much higher rates than others, with additional variation found between functional regions. Mutational hotspots, with recurrent mutations across cancer samples, represent genomic positions with elevated mutation rates, often caused by highly localized mutational processes. METHODS: We count the 11-mer genomic sequences across the genome, and using the PCAWG set of 2583 pan-cancer whole genomes, we associate 11-mers with mutational signatures, hotspots of single nucleotide variants, and specific genomic regions. We evaluate the mutation rates of individual and combined sets of 11-mers and derive mutational sequence motifs. RESULTS: We show that hotspots generally identify highly mutable sequence contexts. Using these, we show that some mutational signatures are enriched in hotspot sequence contexts, corresponding to well-defined sequence preferences for the underlying localized mutational processes. This includes signature 17b (of unknown etiology) and signatures 62 (POLE deficiency), 7a (UV), and 72 (linked to lymphomas). In some cases, the mutation rate and sequence preference increase further when focusing on certain genomic regions, such as signature 62 in transcribed regions, where the mutation rate is increased up to 9-folds over cancer type and mutational signature average. CONCLUSIONS: We summarize our findings in a catalog of localized mutational processes, their sequence preferences, and their estimated mutation rates. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-023-01217-z. BioMed Central 2023-08-17 /pmc/articles/PMC10436389/ /pubmed/37592287 http://dx.doi.org/10.1186/s13073-023-01217-z Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Poulsgaard, Gustav Alexander Sørensen, Simon Grund Juul, Randi Istrup Nielsen, Morten Muhlig Pedersen, Jakob Skou Sequence dependencies and mutation rates of localized mutational processes in cancer |
title | Sequence dependencies and mutation rates of localized mutational processes in cancer |
title_full | Sequence dependencies and mutation rates of localized mutational processes in cancer |
title_fullStr | Sequence dependencies and mutation rates of localized mutational processes in cancer |
title_full_unstemmed | Sequence dependencies and mutation rates of localized mutational processes in cancer |
title_short | Sequence dependencies and mutation rates of localized mutational processes in cancer |
title_sort | sequence dependencies and mutation rates of localized mutational processes in cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10436389/ https://www.ncbi.nlm.nih.gov/pubmed/37592287 http://dx.doi.org/10.1186/s13073-023-01217-z |
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