Article
Unlocking the potential of computational phenotypic drug discovery: methods, challenges, and future directions.
NPJ systems biology and applications - 24 Feb 2026
Kumar Shivam, Pal Aman, Chatterjee Samrat
Abstract excerpt
Phenotypic drug discovery (PDD) identifies new drugs by observing the effects of compounds on living systems without prior knowledge of their targets. Advances in biological data and machine learning have made PDD more systematic and data-driven. This review outlines a computational framework, including phenotype representations, key tools, and public datasets. It also discusses major challenges and strategies to...
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