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Updated: Jun 19, 2026

Protein Target Prediction and Validation of Small Molecule Compound
Published on: February 23, 2024
Predicting new molecular targets for known drugs
Michael J Keiser1, Vincent Setola, John J Irwin
1Department of Pharmaceutical Chemistry, University of California San Francisco, 1700 4th Street, San Francisco, California 94143-2550, USA.
Computational drug-target interaction prediction identified thousands of new associations. Experimental validation confirmed 23 novel drug-target links, revealing potential new uses and side effects for existing medications.
Area of Science:
- Pharmacology
- Computational Chemistry
- Drug Discovery
Background:
- Drugs often interact with multiple physiological targets, leading to both intended effects and side effects.
- Exploring these drug-target interactions is crucial for understanding drug efficacy and safety.
Purpose of the Study:
- To computationally predict novel drug-target associations for a large set of approved and investigational drugs.
- To experimentally validate predicted drug-target interactions and assess their physiological relevance.
Main Methods:
- A chemical similarity approach was used to compare 3,665 US Food and Drug Administration (FDA)-approved and investigational drugs against hundreds of targets defined by their ligands.
- Thirty predicted drug-target associations were selected for experimental testing.
Main Results:
- Thousands of unanticipated drug-target associations were predicted based on chemical similarity.
- Twenty-three new drug-target associations were experimentally confirmed, with five showing high potency (<100 nM).
- The physiological relevance of N,N-dimethyltryptamine (DMT) on serotonergic receptors was confirmed in a knockout mouse model.
Conclusions:
- The chemical similarity approach is a systematic and comprehensive method for predicting drug-target interactions.
- This approach can identify potential drug side effects and suggest new therapeutic indications for existing drugs.
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