Elucidating Compound Mechanism of Action by Network Perturbation Analysis

通过网络扰动分析阐明化合物的作用机制

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作者:Jung Hoon Woo, Yishai Shimoni, Wan Seok Yang, Prem Subramaniam, Archana Iyer, Paola Nicoletti, María Rodríguez Martínez, Gonzalo López, Michela Mattioli, Ronald Realubit, Charles Karan, Brent R Stockwell, Mukesh Bansal, Andrea Califano

Abstract

Genome-wide identification of the mechanism of action (MoA) of small-molecule compounds characterizing their targets, effectors, and activity modulators represents a highly relevant yet elusive goal, with critical implications for assessment of compound efficacy and toxicity. Current approaches are labor intensive and mostly limited to elucidating high-affinity binding target proteins. We introduce a regulatory network-based approach that elucidates genome-wide MoA proteins based on the assessment of the global dysregulation of their molecular interactions following compound perturbation. Analysis of cellular perturbation profiles identified established MoA proteins for 70% of the tested compounds and elucidated novel proteins that were experimentally validated. Finally, unknown-MoA compound analysis revealed altretamine, an anticancer drug, as an inhibitor of glutathione peroxidase 4 lipid repair activity, which was experimentally confirmed, thus revealing unexpected similarity to the activity of sulfasalazine. This suggests that regulatory network analysis can provide valuable mechanistic insight into the elucidation of small-molecule MoA and compound similarity.

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