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Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients

Germline variants such as BRCA1/2 play an important role in tumorigenesis and clinical outcomes of cancer patients. However, only a small fraction (i.e., 5–10%) of inherited variants has been associated with clinical outcomes (e.g., BRCA1/2, APC, TP53, PTEN and so on). The challenge remains in using...

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Autores principales: Milanese, Jean-Sébastien, Tibiche, Chabane, Zou, Jinfeng, Meng, Zhigang, Nantel, Andre, Drouin, Simon, Marcotte, Richard, Wang, Edwin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6825127/
https://www.ncbi.nlm.nih.gov/pubmed/31701019
http://dx.doi.org/10.1038/s41698-019-0100-7
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author Milanese, Jean-Sébastien
Tibiche, Chabane
Zou, Jinfeng
Meng, Zhigang
Nantel, Andre
Drouin, Simon
Marcotte, Richard
Wang, Edwin
author_facet Milanese, Jean-Sébastien
Tibiche, Chabane
Zou, Jinfeng
Meng, Zhigang
Nantel, Andre
Drouin, Simon
Marcotte, Richard
Wang, Edwin
author_sort Milanese, Jean-Sébastien
collection PubMed
description Germline variants such as BRCA1/2 play an important role in tumorigenesis and clinical outcomes of cancer patients. However, only a small fraction (i.e., 5–10%) of inherited variants has been associated with clinical outcomes (e.g., BRCA1/2, APC, TP53, PTEN and so on). The challenge remains in using these inherited germline variants to predict clinical outcomes of cancer patient population. In an attempt to solve this issue, we applied our recently developed algorithm, eTumorMetastasis, which constructs predictive models, on exome sequencing data to ER+ breast (n = 755) cancer patients. Gene signatures derived from the genes containing functionally germline variants significantly distinguished recurred and non-recurred patients in two ER+ breast cancer independent cohorts (n = 200 and 295, P = 1.4 × 10(−3)). Furthermore, we compared our results with the widely known Oncotype DX test (i.e., Oncotype DX breast cancer recurrence score) and outperformed prediction for both high- and low-risk groups. Finally, we found that recurred patients possessed a higher rate of germline variants. In addition, the inherited germline variants from these gene signatures were predominately enriched in T cell function, antigen presentation, and cytokine interactions, likely impairing the adaptive and innate immune response thus favoring a pro-tumorigenic environment. Hence, germline genomic information could be used for developing non-invasive genomic tests for predicting patients’ outcomes in breast cancer.
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spelling pubmed-68251272019-11-07 Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients Milanese, Jean-Sébastien Tibiche, Chabane Zou, Jinfeng Meng, Zhigang Nantel, Andre Drouin, Simon Marcotte, Richard Wang, Edwin NPJ Precis Oncol Article Germline variants such as BRCA1/2 play an important role in tumorigenesis and clinical outcomes of cancer patients. However, only a small fraction (i.e., 5–10%) of inherited variants has been associated with clinical outcomes (e.g., BRCA1/2, APC, TP53, PTEN and so on). The challenge remains in using these inherited germline variants to predict clinical outcomes of cancer patient population. In an attempt to solve this issue, we applied our recently developed algorithm, eTumorMetastasis, which constructs predictive models, on exome sequencing data to ER+ breast (n = 755) cancer patients. Gene signatures derived from the genes containing functionally germline variants significantly distinguished recurred and non-recurred patients in two ER+ breast cancer independent cohorts (n = 200 and 295, P = 1.4 × 10(−3)). Furthermore, we compared our results with the widely known Oncotype DX test (i.e., Oncotype DX breast cancer recurrence score) and outperformed prediction for both high- and low-risk groups. Finally, we found that recurred patients possessed a higher rate of germline variants. In addition, the inherited germline variants from these gene signatures were predominately enriched in T cell function, antigen presentation, and cytokine interactions, likely impairing the adaptive and innate immune response thus favoring a pro-tumorigenic environment. Hence, germline genomic information could be used for developing non-invasive genomic tests for predicting patients’ outcomes in breast cancer. Nature Publishing Group UK 2019-11-01 /pmc/articles/PMC6825127/ /pubmed/31701019 http://dx.doi.org/10.1038/s41698-019-0100-7 Text en © The Author(s) 2019 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
Milanese, Jean-Sébastien
Tibiche, Chabane
Zou, Jinfeng
Meng, Zhigang
Nantel, Andre
Drouin, Simon
Marcotte, Richard
Wang, Edwin
Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title_full Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title_fullStr Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title_full_unstemmed Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title_short Germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
title_sort germline variants associated with leukocyte genes predict tumor recurrence in breast cancer patients
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6825127/
https://www.ncbi.nlm.nih.gov/pubmed/31701019
http://dx.doi.org/10.1038/s41698-019-0100-7
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