Nature Communications (Dec 2020)

Leveraging multi-way interactions for systematic prediction of pre-clinical drug combination effects

  • Heli Julkunen,
  • Anna Cichonska,
  • Prson Gautam,
  • Sandor Szedmak,
  • Jane Douat,
  • Tapio Pahikkala,
  • Tero Aittokallio,
  • Juho Rousu

DOI
https://doi.org/10.1038/s41467-020-19950-z
Journal volume & issue
Vol. 11, no. 1
pp. 1 – 11

Abstract

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Combinatorial treatments have become a standard of care for various complex diseases including cancers. Here, the authors show that combinatorial responses of two anticancer drugs can be accurately predicted using factorization machines trained on large-scale pharmacogenomic data for guiding precision oncology studies.