Increased throughput in methods for simulating protein ligand binding and unbinding
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Updated: Jun 23, 2025

Author Spotlight: Advancing Structural and Biochemical Studies of Proteins Through Thermal Shift Assays
Published on: August 9, 2024
Syeda Rehana Zia1, Adriana Coricello2, Giovanni Bottegoni3
1Department of Paediatrics and Child Health, Faculty of Health Sciences, Medical College, The Aga Khan University, Karachi, 74800, Pakistan.
Abstract:
By incorporating full flexibility and enabling the quantification of crucial parameters such as binding free energies and residence times, methods for investigating protein-ligand binding and unbinding via molecular dynamics provide details on the involved mechanisms at the molecular level. While these advancements hold promise for impacting drug discovery, a notable drawback persists: their relatively time-consuming nature limits throughput. Herein, we survey recent implementations which, employing a blend of enhanced sampling techniques, a clever choice of collective variables, and often machine learning, strive to enhance the efficiency of new and previously reported methods without compromising accuracy. Particularly noteworthy is the validation of these methods that was often performed on systems mirroring real-world drug discovery scenarios.
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