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

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 precisi...

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Bibliographic Details
Main Authors: Heli Julkunen, Anna Cichonska, Prson Gautam, Sandor Szedmak, Jane Douat, Tapio Pahikkala, Tero Aittokallio, Juho Rousu
Format: article
Language:EN
Published: Nature Portfolio 2020
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Online Access:https://doaj.org/article/1dbe0a68db6948d0bdbef3a4f57cf4b3
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