Article
Exploiting polypharmacology for drug target deconvolution.
Proceedings of the National Academy of Sciences of the United States of America - 1 Apr 2014
Gujral Taranjit Singh, Peshkin Leonid, Kirschner Marc W
Abstract excerpt
Polypharmacology (action of drugs against multiple targets) represents a tempting avenue for new drug development; unfortunately, methods capable of exploiting the known polypharmacology of drugs for target deconvolution are lacking. Here, we present an ensemble approach using elastic net regularization combined with mRNA expression profiling and previously characterized data on a large set of kinase inhibitors...
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