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Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival

The efficacy of prospective cancer treatments is routinely estimated by in vitro cell-line proliferation screens. However, it is unclear whether tumor aggressiveness and patient survival are influenced more by the proliferative or the migratory properties of cancer cells. To address this question, w...

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Autores principales: Nair, Nishanth Ulhas, Das, Avinash, Rogkoti, Vasiliki-Maria, Fokkelman, Michiel, Marcotte, Richard, de Jong, Chiaro G., Koedoot, Esmee, Lee, Joo Sang, Meilijson, Isaac, Hannenhalli, Sridhar, Neel, Benjamin G., de Water, Bob van, Le Dévédec, Sylvia E., Ruppin, Eytan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6662662/
https://www.ncbi.nlm.nih.gov/pubmed/31358840
http://dx.doi.org/10.1038/s41598-019-47440-w
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author Nair, Nishanth Ulhas
Das, Avinash
Rogkoti, Vasiliki-Maria
Fokkelman, Michiel
Marcotte, Richard
de Jong, Chiaro G.
Koedoot, Esmee
Lee, Joo Sang
Meilijson, Isaac
Hannenhalli, Sridhar
Neel, Benjamin G.
de Water, Bob van
Le Dévédec, Sylvia E.
Ruppin, Eytan
author_facet Nair, Nishanth Ulhas
Das, Avinash
Rogkoti, Vasiliki-Maria
Fokkelman, Michiel
Marcotte, Richard
de Jong, Chiaro G.
Koedoot, Esmee
Lee, Joo Sang
Meilijson, Isaac
Hannenhalli, Sridhar
Neel, Benjamin G.
de Water, Bob van
Le Dévédec, Sylvia E.
Ruppin, Eytan
author_sort Nair, Nishanth Ulhas
collection PubMed
description The efficacy of prospective cancer treatments is routinely estimated by in vitro cell-line proliferation screens. However, it is unclear whether tumor aggressiveness and patient survival are influenced more by the proliferative or the migratory properties of cancer cells. To address this question, we experimentally measured proliferation and migration phenotypes across more than 40 breast cancer cell-lines. Based on the latter, we built and validated individual predictors of breast cancer proliferation and migration levels from the cells’ transcriptomics. We then apply these predictors to estimate the proliferation and migration levels of more than 1000 TCGA breast cancer tumors. Reassuringly, both estimates increase with tumor’s aggressiveness, as qualified by its stage, grade, and subtype. However, predicted tumor migration levels are significantly more strongly associated with patient survival than the proliferation levels. We confirmed these findings by conducting siRNA knock-down experiments on the highly migratory MDA-MB-231 cell lines and deriving gene knock-down based proliferation and migration signatures. We show that cytoskeletal drugs might be more beneficial in patients with high predicted migration levels. Taken together, these results testify to the importance of migration levels in determining patient survival.
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spelling pubmed-66626622019-08-02 Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival Nair, Nishanth Ulhas Das, Avinash Rogkoti, Vasiliki-Maria Fokkelman, Michiel Marcotte, Richard de Jong, Chiaro G. Koedoot, Esmee Lee, Joo Sang Meilijson, Isaac Hannenhalli, Sridhar Neel, Benjamin G. de Water, Bob van Le Dévédec, Sylvia E. Ruppin, Eytan Sci Rep Article The efficacy of prospective cancer treatments is routinely estimated by in vitro cell-line proliferation screens. However, it is unclear whether tumor aggressiveness and patient survival are influenced more by the proliferative or the migratory properties of cancer cells. To address this question, we experimentally measured proliferation and migration phenotypes across more than 40 breast cancer cell-lines. Based on the latter, we built and validated individual predictors of breast cancer proliferation and migration levels from the cells’ transcriptomics. We then apply these predictors to estimate the proliferation and migration levels of more than 1000 TCGA breast cancer tumors. Reassuringly, both estimates increase with tumor’s aggressiveness, as qualified by its stage, grade, and subtype. However, predicted tumor migration levels are significantly more strongly associated with patient survival than the proliferation levels. We confirmed these findings by conducting siRNA knock-down experiments on the highly migratory MDA-MB-231 cell lines and deriving gene knock-down based proliferation and migration signatures. We show that cytoskeletal drugs might be more beneficial in patients with high predicted migration levels. Taken together, these results testify to the importance of migration levels in determining patient survival. Nature Publishing Group UK 2019-07-29 /pmc/articles/PMC6662662/ /pubmed/31358840 http://dx.doi.org/10.1038/s41598-019-47440-w 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
Nair, Nishanth Ulhas
Das, Avinash
Rogkoti, Vasiliki-Maria
Fokkelman, Michiel
Marcotte, Richard
de Jong, Chiaro G.
Koedoot, Esmee
Lee, Joo Sang
Meilijson, Isaac
Hannenhalli, Sridhar
Neel, Benjamin G.
de Water, Bob van
Le Dévédec, Sylvia E.
Ruppin, Eytan
Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title_full Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title_fullStr Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title_full_unstemmed Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title_short Migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
title_sort migration rather than proliferation transcriptomic signatures are strongly associated with breast cancer patient survival
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6662662/
https://www.ncbi.nlm.nih.gov/pubmed/31358840
http://dx.doi.org/10.1038/s41598-019-47440-w
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