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

Nishanth Ulhas Nair, Avinash Das, Vasiliki Maria Rogkoti, Michiel Fokkelman, Richard Marcotte, Chiaro G. de Jong, Esmee Koedoot, Joo Sang Lee, Isaac Meilijson, Sridhar Hannenhalli, Benjamin G. Neel, Bob van de Water, Sylvia E. Le Dévédec, Eytan Ruppin*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

22 Scopus citations

Abstract

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.

Original languageEnglish
Article number10989
JournalScientific Reports
Volume9
Issue number1
DOIs
StatePublished - 1 Dec 2019

Funding

FundersFunder number
Center for Cancer Research
National Science Foundation1564785
National Institutes of Health
National Cancer InstituteZIABC011802

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