#4 · Structural bio & protein design
Ensemble and free-energy methods now resolve RNA, protein and ligand binding physics
The dominant thread is physically grounded sampling and energetics of biomolecular conformations rather than single static models. mdRNAcat curates all-atom REST2 replica-exchange MD for 48 RNA systems in standardized HDF5. gmx_MMPBSA adds GBNSR6 and nonlinear PB models, C2 entropy and AMBER support for end-state binding free energies. P-RISE identifies force field, ionic, dielectric and entropy requirements for reliable RNA-ligand prediction. What is new is the emphasis on reusable ensemble resources and on explicit determination of which physical terms govern reliability. The quantum-walk study on protein contact networks is a non-MD complement rather than part of this trend.
Published papers
ATP-independent entropy-driven dsRNA unwinding by DDX3X revealed by coarse-grained simulations and deep learning.
Coarse-grained simulations plus deep learning reveal ATP-independent, entropy-driven dsRNA unwinding by DDX3X via rare strand-displacing intermediates, with…
Preprints
mdRNAcat: A Molecular Dynamics RNA Catalog of REST2 Conformational Ensembles
mdRNAcat: curated all-atom REST2 replica-exchange MD dataset of 48 RNA systems, with coordinates and reference-Hamiltonian forces in standardized HDF5 for…
Discrete-time quantum walks reveal critical residues involved in long-range interactions in proteins
Introduces discrete-time quantum walks with Shannon entropy on protein contact networks to predict long-range communication residues, validated on AsLOV2 by…
Topic history
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