Jul 2026· Current Opinion in Structural Biology· Vol 100, pp.
103329
· 0 citations· 55 references
Medicine
TL;DR
Together, these insights position conformational dynamics at the center of understanding and engineering the evolutionary logic of protein function, opening the door to study how proteins are tuned to operate under the nonequilibrium conditions of living cells.
Abstract
Understanding how proteins evolve requires moving beyond the classical sequence-structure paradigm toward a framework that incorporates conformational dynamics as a substrate of innovation. Within this framework, function emerges not only from single structures but from an ensemble encoded in the sequence. In this context, single-molecule Förster resonance energy transfer, which resolves heterogeneous and transient conformations inaccessible to ensemble methods, has shown that dynamics can tune activity, specificity, and regulation. Importantly, disordered proteins - which maintain biochemical properties rather than precise sequences - represent the limiting case of this principle, where dynamics become the primary substrate for evolution. Recent advances have extended these principles to protein design, demonstrating that dynamics are not only evolvable but also programmable. Together, these insights position conformational dynamics at the center of understanding and engineering the evolutionary logic of protein function, opening the door to study how proteins are tuned to operate under the nonequilibrium conditions of living cells.
It is demonstrated that BioEmu can generate plausible conformational ensembles for relatively large, six-and seven-pass membrane proteins, sampling rare states at a fraction of the computational cost of conventional MD simulations, suggesting that AI-based ensemble generation could provide an accessible approach for exploring membrane protein dynamics and complement conventional molecular modelling approaches.
B. Clifton, Adam G Grieve, Robin A. Corey· bioRxiv· 0 citations
It is concluded that the early emergence of the Rossmann fold reflects the chemical and physical constraints of protein folding, explaining both its profound antiquity and sustained longevity.
Koh Seya, Tatsuya Corlett, Hamza Giaffar et al.· bioRxiv· 0 citations
Together, these results show that designed repeat-protein folding is governed by seed formation, interface propagation, and terminal boundary conditions, and establish intramolecular crosslinking as a strategy for rationally reshaping folding landscapes in designed proteins.
Melanie Weiß, Anna Lisa Heit, L. Milles et al.· bioRxiv· 0 citations
It is argued that incorporating frustration into computational and experimental strategies will be essential to move beyond purely stability-driven approaches toward the rational engineering of functional proteins.
Franco L. Simonetti, Eli J. Draizen, Rocío Espada et al.· Biochimica et Biophysica Act...· 0 citations