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Mutation divergence over space in tumour expansion
Mutation accumulation in tumour evolution is one major cause of intra-tumour heterogeneity (ITH), which often leads to drug resistance during treatment. Previous studies with multi-region sequencing have shown that mutation divergence among samples within the patient is common, and the importance of...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10681009/ https://www.ncbi.nlm.nih.gov/pubmed/37989227 http://dx.doi.org/10.1098/rsif.2023.0542 |
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author | Li, Haiyang Yang, Zixuan Tu, Fengyu Deng, Lijuan Han, Yuqing Fu, Xing Wang, Long Gu, Di Werner, Benjamin Huang, Weini |
author_facet | Li, Haiyang Yang, Zixuan Tu, Fengyu Deng, Lijuan Han, Yuqing Fu, Xing Wang, Long Gu, Di Werner, Benjamin Huang, Weini |
author_sort | Li, Haiyang |
collection | PubMed |
description | Mutation accumulation in tumour evolution is one major cause of intra-tumour heterogeneity (ITH), which often leads to drug resistance during treatment. Previous studies with multi-region sequencing have shown that mutation divergence among samples within the patient is common, and the importance of spatial sampling to obtain a complete picture in tumour measurements. However, quantitative comparisons of the relationship between mutation heterogeneity and tumour expansion modes, sampling distances as well as the sampling methods are still few. Here, we investigate how mutations diverge over space by varying the sampling distance and tumour expansion modes using individual-based simulations. We measure ITH by the Jaccard index between samples and quantify how ITH increases with sampling distance, the pattern of which holds in various sampling methods and sizes. We also compare the inferred mutation rates based on the distributions of variant allele frequencies under different tumour expansion modes and sampling sizes. In exponentially fast expanding tumours, a mutation rate can always be inferred for any sampling size. However, the accuracy compared with the true value decreases when the sampling size decreases, where small sampling sizes result in a high estimate of the mutation rate. In addition, such an inference becomes unreliable when the tumour expansion is slow, such as in surface growth. |
format | Online Article Text |
id | pubmed-10681009 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-106810092023-11-22 Mutation divergence over space in tumour expansion Li, Haiyang Yang, Zixuan Tu, Fengyu Deng, Lijuan Han, Yuqing Fu, Xing Wang, Long Gu, Di Werner, Benjamin Huang, Weini J R Soc Interface Life Sciences–Mathematics interface Mutation accumulation in tumour evolution is one major cause of intra-tumour heterogeneity (ITH), which often leads to drug resistance during treatment. Previous studies with multi-region sequencing have shown that mutation divergence among samples within the patient is common, and the importance of spatial sampling to obtain a complete picture in tumour measurements. However, quantitative comparisons of the relationship between mutation heterogeneity and tumour expansion modes, sampling distances as well as the sampling methods are still few. Here, we investigate how mutations diverge over space by varying the sampling distance and tumour expansion modes using individual-based simulations. We measure ITH by the Jaccard index between samples and quantify how ITH increases with sampling distance, the pattern of which holds in various sampling methods and sizes. We also compare the inferred mutation rates based on the distributions of variant allele frequencies under different tumour expansion modes and sampling sizes. In exponentially fast expanding tumours, a mutation rate can always be inferred for any sampling size. However, the accuracy compared with the true value decreases when the sampling size decreases, where small sampling sizes result in a high estimate of the mutation rate. In addition, such an inference becomes unreliable when the tumour expansion is slow, such as in surface growth. The Royal Society 2023-11-22 /pmc/articles/PMC10681009/ /pubmed/37989227 http://dx.doi.org/10.1098/rsif.2023.0542 Text en © 2023 The Authors. https://creativecommons.org/licenses/by/4.0/Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Life Sciences–Mathematics interface Li, Haiyang Yang, Zixuan Tu, Fengyu Deng, Lijuan Han, Yuqing Fu, Xing Wang, Long Gu, Di Werner, Benjamin Huang, Weini Mutation divergence over space in tumour expansion |
title | Mutation divergence over space in tumour expansion |
title_full | Mutation divergence over space in tumour expansion |
title_fullStr | Mutation divergence over space in tumour expansion |
title_full_unstemmed | Mutation divergence over space in tumour expansion |
title_short | Mutation divergence over space in tumour expansion |
title_sort | mutation divergence over space in tumour expansion |
topic | Life Sciences–Mathematics interface |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10681009/ https://www.ncbi.nlm.nih.gov/pubmed/37989227 http://dx.doi.org/10.1098/rsif.2023.0542 |
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