Elucidating Compound Mechanism of Action by Network Perturbation Analysis

被引:288
|
作者
Woo, Jung Hoon [1 ]
Shimoni, Yishai [2 ,3 ]
Yang, Wan Seok [4 ]
Subramaniam, Prem [2 ,3 ]
Iyer, Archana [2 ,3 ]
Nicoletti, Paola [2 ,3 ]
Martinez, Maria Rodriguez [2 ,3 ]
Lopez, Gonzalo [2 ,3 ]
Mattioli, Michela [5 ]
Realubit, Ronald [6 ]
Karan, Charles [6 ]
Stockwell, Brent R. [2 ,4 ,7 ,8 ]
Bansal, Mukesh [2 ,3 ]
Califano, Andrea [1 ,2 ,3 ,9 ,10 ,11 ]
机构
[1] Columbia Univ, DBMI, New York, NY 10032 USA
[2] Columbia Univ, Dept Syst Biol, New York, NY 10032 USA
[3] Columbia Univ, Ctr Computat Biol & Bioinformat C2B2, New York, NY 10032 USA
[4] Columbia Univ, Dept Biol Sci, New York, NY 10027 USA
[5] Fdn Ist Italiano Tecnol IIT, Ctr Genom Sci IIT SEMM, I-20139 Milan, Italy
[6] Columbia Univ, Columbia Genome Ctr, High Throughput Screening Facil, New York, NY 10032 USA
[7] Columbia Univ, Dept Chem, New York, NY 10027 USA
[8] Columbia Univ, Howard Hughes Med Inst, New York, NY 10027 USA
[9] Columbia Univ, Dept Biochem & Mol Biophys, New York, NY 10032 USA
[10] Columbia Univ, Inst Canc Genet, New York, NY 10032 USA
[11] Columbia Univ, Herbert Irving Comprehens Canc Ctr, New York, NY 10032 USA
关键词
DNA-DAMAGE; TARGET; IDENTIFICATION; PROTEIN; PREDICTION; MODE; INHIBITOR; INDUCTION; DATABASE; BIOLOGY;
D O I
10.1016/j.cell.2015.05.056
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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.
引用
收藏
页码:441 / 451
页数:11
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