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Robust genomic copy number predictor of pan cancer metastasis
Copy number alterations(CNAs) are the most common genetic changes observed in many cancers, reflecting the innate chromosomal instability of this disorder. Yet, how these alterations affect gene function to promote metastases across different tumor types has not been established. In this study, we d...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5931251/ https://www.ncbi.nlm.nih.gov/pubmed/29725504 http://dx.doi.org/10.18632/genesandcancer.165 |
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author | Pearlman, Alexander Upadhyay, Kinnari Cole, Kim Loke, John Sun, Katherine Fineberg, Susan Freedland, Stephen J. Shao, Yongzhao Ostrer, Harry |
author_facet | Pearlman, Alexander Upadhyay, Kinnari Cole, Kim Loke, John Sun, Katherine Fineberg, Susan Freedland, Stephen J. Shao, Yongzhao Ostrer, Harry |
author_sort | Pearlman, Alexander |
collection | PubMed |
description | Copy number alterations(CNAs) are the most common genetic changes observed in many cancers, reflecting the innate chromosomal instability of this disorder. Yet, how these alterations affect gene function to promote metastases across different tumor types has not been established. In this study, we developed a pan-cancer metastasis potential score (panMPS) based on observed CNAs. panMPS predicts metastasis and metastasis-free survival in cohorts of patients with prostate cancer, triple negative breast cancer and lung adenocarcinoma, and overall survival in the Metabric breast cancer cohort and three cohorts from The Cancer Genome Atlas (TCGA), including prostate, breast and lung adenocarcinoma. These CNAs are present in cell lines of metastatic tumors from eight different origins, reflected by an elevated panMPS for all cell lines. Many copy number alterations involve large chromosomal segments that encompass multiple genes (“clumps”). We show that harnessing this structural information to select only one gene per clump captures the contributions of other genes within the clump, resulting in a robust predictor of metastasis outcome. These sets of selected genes are distinct from cancer drivers that undergo mutation, and in fact, metastasis-related functions have been published for over half of them. |
format | Online Article Text |
id | pubmed-5931251 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-59312512018-05-03 Robust genomic copy number predictor of pan cancer metastasis Pearlman, Alexander Upadhyay, Kinnari Cole, Kim Loke, John Sun, Katherine Fineberg, Susan Freedland, Stephen J. Shao, Yongzhao Ostrer, Harry Genes Cancer Research Paper Copy number alterations(CNAs) are the most common genetic changes observed in many cancers, reflecting the innate chromosomal instability of this disorder. Yet, how these alterations affect gene function to promote metastases across different tumor types has not been established. In this study, we developed a pan-cancer metastasis potential score (panMPS) based on observed CNAs. panMPS predicts metastasis and metastasis-free survival in cohorts of patients with prostate cancer, triple negative breast cancer and lung adenocarcinoma, and overall survival in the Metabric breast cancer cohort and three cohorts from The Cancer Genome Atlas (TCGA), including prostate, breast and lung adenocarcinoma. These CNAs are present in cell lines of metastatic tumors from eight different origins, reflected by an elevated panMPS for all cell lines. Many copy number alterations involve large chromosomal segments that encompass multiple genes (“clumps”). We show that harnessing this structural information to select only one gene per clump captures the contributions of other genes within the clump, resulting in a robust predictor of metastasis outcome. These sets of selected genes are distinct from cancer drivers that undergo mutation, and in fact, metastasis-related functions have been published for over half of them. Impact Journals LLC 2018-01 /pmc/articles/PMC5931251/ /pubmed/29725504 http://dx.doi.org/10.18632/genesandcancer.165 Text en Copyright: © 2018 Pearlman et al. http://creativecommons.org/licenses/by/3.0/ This article is distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) (CC-BY), which permits unrestricted use and redistribution provided that the original author and source are credited. |
spellingShingle | Research Paper Pearlman, Alexander Upadhyay, Kinnari Cole, Kim Loke, John Sun, Katherine Fineberg, Susan Freedland, Stephen J. Shao, Yongzhao Ostrer, Harry Robust genomic copy number predictor of pan cancer metastasis |
title | Robust genomic copy number predictor of pan cancer metastasis |
title_full | Robust genomic copy number predictor of pan cancer metastasis |
title_fullStr | Robust genomic copy number predictor of pan cancer metastasis |
title_full_unstemmed | Robust genomic copy number predictor of pan cancer metastasis |
title_short | Robust genomic copy number predictor of pan cancer metastasis |
title_sort | robust genomic copy number predictor of pan cancer metastasis |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5931251/ https://www.ncbi.nlm.nih.gov/pubmed/29725504 http://dx.doi.org/10.18632/genesandcancer.165 |
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