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

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

Format: Article
Diterbitkan: Nature Portfolio 2020-12-01

Deskripsi

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.