Using predictive machine learning models for drug response simulation by calibrating patient-specific pathway signatures

Abstract The utility of pathway signatures lies in their capability to determine whether a specific pathway or biological process is dysregulated in a given patient. These signatures have been widely used in machine learning (ML) methods for a variety of applications including precision medicine, dr...

Full description

Bibliographic Details
Main Authors: Sepehr Golriz Khatami, Sarah Mubeen, Vinay Srinivas Bharadhwaj, Alpha Tom Kodamullil, Martin Hofmann-Apitius, Daniel Domingo-Fernández
Format: Article
Language:English
Published: Nature Portfolio 2021-10-01
Series:npj Systems Biology and Applications
Online Access:https://doi.org/10.1038/s41540-021-00199-1