Protein Language Models Encode Evolutionary Grammar but Conflate Topological and Thermodynamic Phases

This study reveals that protein language models like ESM-2 function as evolutionary grammar compressors that capture macroscopic sequence statistics rather than microscopic 3D geometries, leading to a fundamental conflation of distinct thermodynamic phases and topological anomalies due to their reliance on statistical correlations over explicit physical folding principles.

Wang, Y., Cai, M., Ma, Y. + 2 more2026-04-08⚛️ biophysics

Critical amino acid residues in the N-terminal domain of NADPH-dependent assimilatory sulfite reductase flavoprotein mediate octameric assembly

This study identifies specific critical amino acid residues within the disordered N-terminal domain of the NADPH-dependent assimilatory sulfite reductase flavoprotein that are necessary and sufficient to mediate its stable octameric assembly, providing new insights for engineering homomeric protein complexes.

Walia, N., Pedrete, T., Ahmadizadeh, F. + 10 more2026-04-08⚛️ biophysics

Molecular dynamics simulations illuminate the role of sequence context in the ELF3-PrD-based temperature sensing mechanism in plants

This study employs molecular dynamics simulations to demonstrate that the polyQ tract length and sequence context within the disordered ELF3-PrD domain modulate temperature-sensitive helix formation and the exposure of aromatic residues, thereby governing the heat-induced condensation of the Evening Complex that regulates plant growth.

Lindsay, R. J., Sahoo, A., Viegas, R. G. + 3 more2026-04-07⚛️ biophysics

Reciprocal-space mapping of diffuse scattering by serial femtosecond crystallography reveals analog-specific disorder in insulin analogs

This study utilizes multi-scale serial femtosecond crystallography to reveal that while insulin detemir and insulin aspart share increased conformational heterogeneity at ambient temperatures compared to cryogenic conditions, they exhibit distinct, analog-specific disorder patterns characterized by detemir's pseudo-translational signatures and aspart's pronounced merohedral twinning, all while maintaining stable backbone stereochemistry.

AYAN, E., Kang, J., Tosha, T. + 2 more2026-04-07⚛️ biophysics

A Spin-Glass Metabolic Hamiltonian optimized by Quantum Annealing Reveals Thermodynamic Phases of Cancer Metabolism

This study introduces a Metabolic Spin-Glass model optimized by quantum annealing to recast cancer metabolism as a frustrated many-body system, revealing that malignant phenotypes represent distinct thermodynamic ground states where the Warburg effect emerges as a phase transition and enabling the identification of prognostically distinct patient subtypes through a novel energy-based order parameter.

Sung, J.-Y., Baek, K., Park, I. + 2 more2026-04-07⚛️ biophysics

Label-Free 4D Holotomography with Depth-Adaptive Segmentation for Quantitative Analysis of Lipid Droplet Dynamics in Hepatic Organoids

This study introduces a label-free, depth-adaptive 4D holotomography framework to longitudinally quantify single lipid droplet dynamics in living hepatic organoids, revealing that oleic acid and linoleic acid drive lipid accumulation through distinct mechanisms of droplet enlargement versus proliferation, respectively, while palmitic acid rapidly compromises organoid integrity.

cho, j., lee, h., oh, c. + 4 more2026-04-06⚛️ biophysics