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Chromosome arm aneuploidies shape tumour evolution and drug response
Chromosome arm aneuploidies (CAAs) are pervasive in cancers. However, how they affect cancer development, prognosis and treatment remains largely unknown. Here, we analyse CAA profiles of 23,427 tumours, identifying aspects of tumour evolution including probable orders in which CAAs occur and CAAs p...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6978319/ https://www.ncbi.nlm.nih.gov/pubmed/31974379 http://dx.doi.org/10.1038/s41467-020-14286-0 |
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author | Shukla, Ankit Nguyen, Thu H. M. Moka, Sarat B. Ellis, Jonathan J. Grady, John P. Oey, Harald Cristino, Alexandre S. Khanna, Kum Kum Kroese, Dirk P. Krause, Lutz Dray, Eloise Fink, J. Lynn Duijf, Pascal H. G. |
author_facet | Shukla, Ankit Nguyen, Thu H. M. Moka, Sarat B. Ellis, Jonathan J. Grady, John P. Oey, Harald Cristino, Alexandre S. Khanna, Kum Kum Kroese, Dirk P. Krause, Lutz Dray, Eloise Fink, J. Lynn Duijf, Pascal H. G. |
author_sort | Shukla, Ankit |
collection | PubMed |
description | Chromosome arm aneuploidies (CAAs) are pervasive in cancers. However, how they affect cancer development, prognosis and treatment remains largely unknown. Here, we analyse CAA profiles of 23,427 tumours, identifying aspects of tumour evolution including probable orders in which CAAs occur and CAAs predicting tissue-specific metastasis. Both haematological and solid cancers initially gain chromosome arms, while only solid cancers subsequently preferentially lose multiple arms. 72 CAAs and 88 synergistically co-occurring CAA pairs multivariately predict good or poor survival for 58% of 6977 patients, with negligible impact of whole-genome doubling. Additionally, machine learning identifies 31 CAAs that robustly alter response to 56 chemotherapeutic drugs across cell lines representing 17 cancer types. We also uncover 1024 potential synthetic lethal pharmacogenomic interactions. Notably, in predicting drug response, CAAs substantially outperform mutations and focal deletions/amplifications combined. Thus, CAAs predict cancer prognosis, shape tumour evolution, metastasis and drug response, and may advance precision oncology. |
format | Online Article Text |
id | pubmed-6978319 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-69783192020-01-27 Chromosome arm aneuploidies shape tumour evolution and drug response Shukla, Ankit Nguyen, Thu H. M. Moka, Sarat B. Ellis, Jonathan J. Grady, John P. Oey, Harald Cristino, Alexandre S. Khanna, Kum Kum Kroese, Dirk P. Krause, Lutz Dray, Eloise Fink, J. Lynn Duijf, Pascal H. G. Nat Commun Article Chromosome arm aneuploidies (CAAs) are pervasive in cancers. However, how they affect cancer development, prognosis and treatment remains largely unknown. Here, we analyse CAA profiles of 23,427 tumours, identifying aspects of tumour evolution including probable orders in which CAAs occur and CAAs predicting tissue-specific metastasis. Both haematological and solid cancers initially gain chromosome arms, while only solid cancers subsequently preferentially lose multiple arms. 72 CAAs and 88 synergistically co-occurring CAA pairs multivariately predict good or poor survival for 58% of 6977 patients, with negligible impact of whole-genome doubling. Additionally, machine learning identifies 31 CAAs that robustly alter response to 56 chemotherapeutic drugs across cell lines representing 17 cancer types. We also uncover 1024 potential synthetic lethal pharmacogenomic interactions. Notably, in predicting drug response, CAAs substantially outperform mutations and focal deletions/amplifications combined. Thus, CAAs predict cancer prognosis, shape tumour evolution, metastasis and drug response, and may advance precision oncology. Nature Publishing Group UK 2020-01-23 /pmc/articles/PMC6978319/ /pubmed/31974379 http://dx.doi.org/10.1038/s41467-020-14286-0 Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Shukla, Ankit Nguyen, Thu H. M. Moka, Sarat B. Ellis, Jonathan J. Grady, John P. Oey, Harald Cristino, Alexandre S. Khanna, Kum Kum Kroese, Dirk P. Krause, Lutz Dray, Eloise Fink, J. Lynn Duijf, Pascal H. G. Chromosome arm aneuploidies shape tumour evolution and drug response |
title | Chromosome arm aneuploidies shape tumour evolution and drug response |
title_full | Chromosome arm aneuploidies shape tumour evolution and drug response |
title_fullStr | Chromosome arm aneuploidies shape tumour evolution and drug response |
title_full_unstemmed | Chromosome arm aneuploidies shape tumour evolution and drug response |
title_short | Chromosome arm aneuploidies shape tumour evolution and drug response |
title_sort | chromosome arm aneuploidies shape tumour evolution and drug response |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6978319/ https://www.ncbi.nlm.nih.gov/pubmed/31974379 http://dx.doi.org/10.1038/s41467-020-14286-0 |
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