Top 40
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Tools & infrastructure
Standardized metadata, harmonization and FAIR models for biological databases
Public omics and biodiversity repositories remain heterogeneous, making curation, harmonization and cross-resource comparison a current infrastructure priority.
ML / AI methods
LLMs grounded in curated biomedical databases for gene and literature reasoning
Recent preprints and publications test LLMs against curated gene, literature, and biomedical knowledge resources for QA and reasoning.
Tools & infrastructure
Integrative cancer datasets map transcriptional programs and drug response heterogeneity
Single-cell drug response, pan-cancer ATAC-seq and single-cell colorectal screen data now enable context-specific target nomination across tumour types.
Structural bio & protein design
Deep learning models extend protein structure prediction to ensembles and pathways
Sampling conformational ensembles and folding pathways, not single structures, is becoming the target for generative and structure-based predictors.
Structural bio & protein design
Computed structures and energies now score protein-ligand and peptide binding
Recent work pairs structure modeling with docking, free energy, and benchmark resources to predict molecular binding interactions.