About the Authors

Zhaoping Xiong

Roles Formal analysis, Investigation, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

‡ These authors share first authorship on this work.

Affiliation Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai, China

Minji Jeon

Roles Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

‡ These authors share first authorship on this work.

Affiliation Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea

Robert J. Allaway

Roles Data curation, Formal analysis, Investigation, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

‡ These authors share first authorship on this work.

Affiliation Sage Bionetworks, Seattle, Washington, United States of America

Jaewoo Kang

Roles Writing – original draft, Writing – review & editing

Affiliations Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea, Interdisciplinary Graduate Program in Bioinformatics, Korea University, Seoul, Republic of Korea

Donghyeon Park

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea

Jinhyuk Lee

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea

Hwisang Jeon

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliations Interdisciplinary Graduate Program in Bioinformatics, Korea University, Seoul, Republic of Korea, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China

Miyoung Ko

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliation Department of Computer Science and Engineering, Korea University, Seoul, Republic of Korea

Hualiang Jiang

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliations Shanghai Institute for Advanced Immunochemical Studies, ShanghaiTech University, Shanghai, China, Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China

Mingyue Zheng

Roles Investigation, Software, Writing – original draft, Writing – review & editing

Affiliation Drug Discovery and Design Center, State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China

Aik Choon Tan

Roles Methodology, Software, Writing – original draft, Writing – review & editing

Affiliation Department of Biostatistics and Bioinformatics, Moffitt Cancer Center, Tampa, Florida, United States of America

Xindi Guo

Roles Data curation, Investigation, Methodology, Resources, Software, Writing – review & editing

Affiliation Sage Bionetworks, Seattle, Washington, United States of America

The Multi-Targeting Drug DREAM Challenge Community

Membership of The Multi-Targeting Drug DREAM Challenge Community is provided in the Acknowledgments.

Kristen K. Dang

Roles Conceptualization, Writing – original draft, Writing – review & editing

Affiliation Sage Bionetworks, Seattle, Washington, United States of America

Alex Tropsha

Roles Conceptualization, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Laboratory for Molecular Modeling, Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina, United States of America

Chana Hecht

Roles Writing – review & editing

Affiliation Department of Cell, Developmental, and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York City, New York, United States of America

Tirtha K. Das

Roles Resources, Writing – review & editing

Affiliation Department of Cell, Developmental, and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York City, New York, United States of America

Heather A. Carlson

Roles Conceptualization, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Department of Medicinal Chemistry, University of Michigan, Ann Arbor, Michigan, United States of America

Ruben Abagyan

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, California, United States of America

Justin Guinney

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

Affiliation Sage Bionetworks, Seattle, Washington, United States of America

Avner Schlessinger

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Supervision, Writing – original draft, Writing – review & editing

avner.schlessinger@mssm.edu (AS); ross.cagan@glasgow.ac.uk (RC)

Affiliation Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York City, New York, United States of America

Ross Cagan

Roles Conceptualization, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing – original draft, Writing – review & editing

avner.schlessinger@mssm.edu (AS); ross.cagan@glasgow.ac.uk (RC)

Affiliations Department of Cell, Developmental, and Regenerative Biology, Icahn School of Medicine at Mount Sinai, New York City, New York, United States of America, Institute of Cancer Sciences, University of Glasgow; Glasgow, Scotland, United Kingdom

Competing Interests

I have read the journal’s policy and the authors of this manuscript have the following competing interests: Avner Schlessinger discloses that he is a co-founder of AIchemy, LLC. Ross Cagan discloses that he receives compensation as a consultant to Vivan.