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Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues

Cell lineages accumulate somatic mutations during organismal development, potentially leading to pathological states. The rate of somatic evolution within a cell population can vary due to multiple factors, including selection, a change in the mutation rate, or differences in the microenvironment. H...

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Autores principales: Borgsmüller, Nico, Valecha, Monica, Kuipers, Jack, Beerenwinkel, Niko, Posada, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10504633/
https://www.ncbi.nlm.nih.gov/pubmed/37719146
http://dx.doi.org/10.1016/j.xgen.2023.100380
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author Borgsmüller, Nico
Valecha, Monica
Kuipers, Jack
Beerenwinkel, Niko
Posada, David
author_facet Borgsmüller, Nico
Valecha, Monica
Kuipers, Jack
Beerenwinkel, Niko
Posada, David
author_sort Borgsmüller, Nico
collection PubMed
description Cell lineages accumulate somatic mutations during organismal development, potentially leading to pathological states. The rate of somatic evolution within a cell population can vary due to multiple factors, including selection, a change in the mutation rate, or differences in the microenvironment. Here, we developed a statistical test called the Poisson Tree (PT) test to detect varying evolutionary rates among cell lineages, leveraging the phylogenetic signal of single-cell DNA sequencing (scDNA-seq) data. We applied the PT test to 24 healthy and cancer samples, rejecting a constant evolutionary rate in 11 out of 15 cancer and five out of nine healthy scDNA-seq datasets. In six cancer datasets, we identified subclonal mutations in known driver genes that could explain the rate accelerations of particular cancer lineages. Our findings demonstrate the efficacy of scDNA-seq for studying somatic evolution and suggest that cell lineages often evolve at different rates within cancer and healthy tissues.
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spelling pubmed-105046332023-09-17 Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues Borgsmüller, Nico Valecha, Monica Kuipers, Jack Beerenwinkel, Niko Posada, David Cell Genom Article Cell lineages accumulate somatic mutations during organismal development, potentially leading to pathological states. The rate of somatic evolution within a cell population can vary due to multiple factors, including selection, a change in the mutation rate, or differences in the microenvironment. Here, we developed a statistical test called the Poisson Tree (PT) test to detect varying evolutionary rates among cell lineages, leveraging the phylogenetic signal of single-cell DNA sequencing (scDNA-seq) data. We applied the PT test to 24 healthy and cancer samples, rejecting a constant evolutionary rate in 11 out of 15 cancer and five out of nine healthy scDNA-seq datasets. In six cancer datasets, we identified subclonal mutations in known driver genes that could explain the rate accelerations of particular cancer lineages. Our findings demonstrate the efficacy of scDNA-seq for studying somatic evolution and suggest that cell lineages often evolve at different rates within cancer and healthy tissues. Elsevier 2023-08-17 /pmc/articles/PMC10504633/ /pubmed/37719146 http://dx.doi.org/10.1016/j.xgen.2023.100380 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Borgsmüller, Nico
Valecha, Monica
Kuipers, Jack
Beerenwinkel, Niko
Posada, David
Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title_full Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title_fullStr Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title_full_unstemmed Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title_short Single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
title_sort single-cell phylogenies reveal changes in the evolutionary rate within cancer and healthy tissues
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10504633/
https://www.ncbi.nlm.nih.gov/pubmed/37719146
http://dx.doi.org/10.1016/j.xgen.2023.100380
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