About the Authors

Federico M. Giorgi

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America

Gonzalo Lopez

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America

Jung H. Woo

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America

Brygida Bisikirska

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America

Andrea Califano

Contributed equally to this work with: Andrea Califano, Mukesh Bansal

califano@c2b2.columbia.edu (AC); mb3113@c2b2.columbia.edu (MB)

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America, Columbia Genome Center, High Throughput Screening facility, Columbia University, New York, New York, United States of America, Department of Biomedical Informatics, Columbia University, New York, New York, United States of America, Department of Biochemistry and Molecular Biophysics, Columbia University, New York, New York, United States of America, Institute for Cancer Genetics, Columbia University, New York, New York, United States of America, Herbert Irving Comprehensive Cancer Center, Columbia University, New York, New York, United States of America

Mukesh Bansal

Contributed equally to this work with: Andrea Califano, Mukesh Bansal

califano@c2b2.columbia.edu (AC); mb3113@c2b2.columbia.edu (MB)

Affiliations Department of Systems Biology, Columbia University, New York, New York, United States of America, Center for Computational Biology and Bioinformatics, Columbia University, New York, New York, United States of America

Competing Interests

The authors have declared that no competing interests exist.

Author Contributions

Conceived and designed the experiments: MB AC. Performed the experiments: MB FMG GL JHW. Analyzed the data: MB FMG BB JHW. Wrote the paper: FMG MB AC BB.