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Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations
MOTIVATION: Cancer develops through a process of clonal evolution in which an initially healthy cell gives rise to progeny gradually differentiating through the accumulation of genetic and epigenetic mutations. These mutations can take various forms, including single-nucleotide variants (SNVs), copy...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9236577/ https://www.ncbi.nlm.nih.gov/pubmed/35758777 http://dx.doi.org/10.1093/bioinformatics/btac253 |
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author | Fu, Xuecong Lei, Haoyun Tao, Yifeng Schwartz, Russell |
author_facet | Fu, Xuecong Lei, Haoyun Tao, Yifeng Schwartz, Russell |
author_sort | Fu, Xuecong |
collection | PubMed |
description | MOTIVATION: Cancer develops through a process of clonal evolution in which an initially healthy cell gives rise to progeny gradually differentiating through the accumulation of genetic and epigenetic mutations. These mutations can take various forms, including single-nucleotide variants (SNVs), copy number alterations (CNAs) or structural variations (SVs), with each variant type providing complementary insights into tumor evolution as well as offering distinct challenges to phylogenetic inference. RESULTS: In this work, we develop a tumor phylogeny method, TUSV-ext, which incorporates SNVs, CNAs and SVs into a single inference framework. We demonstrate on simulated data that the method produces accurate tree inferences in the presence of all three variant types. We further demonstrate the method through application to real prostate tumor data, showing how our approach to coordinated phylogeny inference and clonal construction with all three variant types can reveal a more complicated clonal structure than is suggested by prior work, consistent with extensive polyclonal seeding or migration. AVAILABILITY AND IMPLEMENTATION: https://github.com/CMUSchwartzLab/TUSV-ext. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. |
format | Online Article Text |
id | pubmed-9236577 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-92365772022-06-29 Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations Fu, Xuecong Lei, Haoyun Tao, Yifeng Schwartz, Russell Bioinformatics ISCB/Ismb 2022 MOTIVATION: Cancer develops through a process of clonal evolution in which an initially healthy cell gives rise to progeny gradually differentiating through the accumulation of genetic and epigenetic mutations. These mutations can take various forms, including single-nucleotide variants (SNVs), copy number alterations (CNAs) or structural variations (SVs), with each variant type providing complementary insights into tumor evolution as well as offering distinct challenges to phylogenetic inference. RESULTS: In this work, we develop a tumor phylogeny method, TUSV-ext, which incorporates SNVs, CNAs and SVs into a single inference framework. We demonstrate on simulated data that the method produces accurate tree inferences in the presence of all three variant types. We further demonstrate the method through application to real prostate tumor data, showing how our approach to coordinated phylogeny inference and clonal construction with all three variant types can reveal a more complicated clonal structure than is suggested by prior work, consistent with extensive polyclonal seeding or migration. AVAILABILITY AND IMPLEMENTATION: https://github.com/CMUSchwartzLab/TUSV-ext. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online. Oxford University Press 2022-06-27 /pmc/articles/PMC9236577/ /pubmed/35758777 http://dx.doi.org/10.1093/bioinformatics/btac253 Text en © The Author(s) 2022. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | ISCB/Ismb 2022 Fu, Xuecong Lei, Haoyun Tao, Yifeng Schwartz, Russell Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title | Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title_full | Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title_fullStr | Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title_full_unstemmed | Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title_short | Reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
title_sort | reconstructing tumor clonal lineage trees incorporating single-nucleotide variants, copy number alterations and structural variations |
topic | ISCB/Ismb 2022 |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9236577/ https://www.ncbi.nlm.nih.gov/pubmed/35758777 http://dx.doi.org/10.1093/bioinformatics/btac253 |
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