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

被引:23
|
作者
Nair, Nishanth Ulhas [1 ,2 ]
Das, Avinash [3 ,4 ]
Rogkoti, Vasiliki-Maria [5 ]
Fokkelman, Michiel [5 ]
Marcotte, Richard [6 ,7 ]
de Jong, Chiaro G. [5 ]
Koedoot, Esmee [5 ]
Lee, Joo Sang [1 ,2 ]
Meilijson, Isaac [8 ]
Hannenhalli, Sridhar [1 ]
Neel, Benjamin G. [6 ,9 ,10 ]
van de Water, Bob [5 ]
Le Devedec, Sylvia E. [5 ]
Ruppin, Eytan [1 ,2 ,11 ]
机构
[1] Univ Maryland, Ctr Bioinformat & Computat Biol, College Pk, MD 20742 USA
[2] NCI, Canc Data Sci Lab, NIH, Bethesda, MD 20892 USA
[3] Harvard Sch Publ Hlth, Dept Biostat & Computat Biol, Boston, MA USA
[4] Harvard Med Sch, Massachusetts Gen Hosp, Canc Ctr, Boston, MA 02115 USA
[5] Leiden Univ, Div Drug Discovery & Safety, LACDR, Leiden, Netherlands
[6] Univ Hlth Network, Princess Margaret Canc Ctr, Toronto, ON M5G 1L7, Canada
[7] Natl Res Council Canada, Montreal, PQ, Canada
[8] Tel Aviv Univ, Sch Math Sci, Dept Stat & Operat Res, IL-69978 Tel Aviv, Israel
[9] NYU, Laura & Isaac Perlmutter Canc Ctr, Langone Med Ctr, New York, NY 10016 USA
[10] Alexandria Ctr Life Sci, New York, NY 10016 USA
[11] Tel Aviv Univ, Blavatnik Sch Comp Sci, IL-69978 Tel Aviv, Israel
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
CELL-MIGRATION; MOLECULAR TARGET; RECEPTOR; KI-67; TRANSLATION; LANDSCAPE;
D O I
10.1038/s41598-019-47440-w
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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.
引用
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页数:12
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