Rational prediction with molecular dynamics for hit identification
Related Experiment Video
Updated: May 17, 2026

Protein Target Prediction and Validation of Small Molecule Compound
Published on: February 23, 2024
Sara E Nichols1, Robert V Swift, Rommie E Amaro
1Department of Pharmacology, University of California, San Diego, La Jolla, CA 92093, USA. senichols@ucsd.edu
Abstract:
Although the motions of proteins are fundamental for their function, for pragmatic reasons, the consideration of protein elasticity has traditionally been neglected in drug discovery and design. This review details protein motion, its relevance to biomolecular interactions and how it can be sampled using molecular dynamics simulations. Within this context, two major areas of research in structure-based prediction that can benefit from considering protein flexibility, binding site detection and molecular docking, are discussed. Basic classification metrics and statistical analysis techniques, which can facilitate performance analysis, are also reviewed. With hardware and software advances, molecular dynamics in combination with traditional structure-based prediction methods can potentially reduce the time and costs involved in the hit identification pipeline.

