Top 40
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ML / AI methods
Multi-omics fusion predicts BRAF inhibitor response in cancer cell lines
Single-cell foundation models and LLMs are now benchmarked at scale across 495,000 cells for drug response prediction.
Structural bio & protein design
Simulation-derived conformational ensembles are being coupled to measured observables
Coarse-grained and enhanced-sampling simulations now yield ensembles tested against scattering, smFRET, torque, and in vivo data.
Structural bio & protein design
Residue-level energetics and side-chain flexibility resolve binding determinants
Attributing recognition energetics to individual residues and side chains now extends from docking to allosteric interfaces.
ML / AI methods
Augmentation and embedding strategies for limited-label sequence classification
Recent preprints and papers pair generative augmentation and genomic language models with limited labeled biological sequence data.
Genomics
Chromosome-scale assemblies link genome architecture to size and evolutionary history
Chromosome-level assemblies now allow direct tests of how architecture, transposons and population size shape genome evolution across lineages.