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Updated: Aug 21, 2026

Structure-Guided Design and Development of Novel Cyclophilin A Inhibitors and Ganoderiol-F Derivatives: An In-Silico Approach
Published on: June 23, 2026
Deep learning-driven rare-event sampling reveals an Ala7/D-Ala8 conformational hinge governing amphiphilic switching
Edward T Lindberg1, Darren Hsu2, Van A Ngo2
1Department of Chemistry, University of Tennessee, Knoxville, TN, 37996, USA. tdo5@tennessee.edu.
None:
Passive membrane permeability of N-methylated macrocyclic peptides remains poorly understood because high-energy conformational intermediates are rarely sampled by conventional methods. Using the deep learning-driven rare-event sampling framework ES-CRUMPLE, we show that cyclosporine A accesses transient amphiphilic states via a localized conformational hinge at Ala7/D-Ala8, revealing a kinetic design handle that is invisible to population-based analyses.
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