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Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content

When multiple samples are taken from the neoplastic tissues of a single patient, it is natural to compare their mutation content. This is often done by bulk genotyping of whole biopsies, but the chance that a mutation will be detected in bulk genotyping depends on its local frequency in the sample....

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Detalles Bibliográficos
Autores principales: Kostadinov, Rumen, Maley, Carlo C., Kuhner, Mary K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4841575/
https://www.ncbi.nlm.nih.gov/pubmed/27105344
http://dx.doi.org/10.1371/journal.pcbi.1004413
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author Kostadinov, Rumen
Maley, Carlo C.
Kuhner, Mary K.
author_facet Kostadinov, Rumen
Maley, Carlo C.
Kuhner, Mary K.
author_sort Kostadinov, Rumen
collection PubMed
description When multiple samples are taken from the neoplastic tissues of a single patient, it is natural to compare their mutation content. This is often done by bulk genotyping of whole biopsies, but the chance that a mutation will be detected in bulk genotyping depends on its local frequency in the sample. When the underlying mutation count per cell is equal, homogenous biopsies will have more high-frequency mutations, and thus more detectable mutations, than heterogeneous ones. Using simulations, we show that bulk genotyping of data simulated under a neutral model of somatic evolution generates strong spurious evidence for non-neutrality, because the pattern of tissue growth systematically generates differences in biopsy heterogeneity. Any experiment which compares mutation content across bulk-genotyped biopsies may therefore suggest mutation rate or selection intensity variation even when these forces are absent. We discuss computational and experimental approaches for resolving this problem.
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spelling pubmed-48415752016-04-29 Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content Kostadinov, Rumen Maley, Carlo C. Kuhner, Mary K. PLoS Comput Biol Research Article When multiple samples are taken from the neoplastic tissues of a single patient, it is natural to compare their mutation content. This is often done by bulk genotyping of whole biopsies, but the chance that a mutation will be detected in bulk genotyping depends on its local frequency in the sample. When the underlying mutation count per cell is equal, homogenous biopsies will have more high-frequency mutations, and thus more detectable mutations, than heterogeneous ones. Using simulations, we show that bulk genotyping of data simulated under a neutral model of somatic evolution generates strong spurious evidence for non-neutrality, because the pattern of tissue growth systematically generates differences in biopsy heterogeneity. Any experiment which compares mutation content across bulk-genotyped biopsies may therefore suggest mutation rate or selection intensity variation even when these forces are absent. We discuss computational and experimental approaches for resolving this problem. Public Library of Science 2016-04-22 /pmc/articles/PMC4841575/ /pubmed/27105344 http://dx.doi.org/10.1371/journal.pcbi.1004413 Text en © 2016 Kostadinov et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Kostadinov, Rumen
Maley, Carlo C.
Kuhner, Mary K.
Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title_full Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title_fullStr Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title_full_unstemmed Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title_short Bulk Genotyping of Biopsies Can Create Spurious Evidence for Hetereogeneity in Mutation Content
title_sort bulk genotyping of biopsies can create spurious evidence for hetereogeneity in mutation content
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4841575/
https://www.ncbi.nlm.nih.gov/pubmed/27105344
http://dx.doi.org/10.1371/journal.pcbi.1004413
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