Top 40
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ML / AI methods
Deep learning tools advance pathology and cell phenotyping from tissue images
Recent work pairs released tooling and standardized benchmarking with image-based and spatial omics analysis across several modalities.
Tools & infrastructure
Software standardizes platform-specific omics outputs for downstream analysis
Recent preprints address format conversion, validation, and scalable processing of metabolomics and crosslinking MS outputs from multiple platforms and engines.
Systems biology
Optimal dosing and density-dependent defenses shape infection and epidemic control
Preprints now model time-dependent interventions against infection and transmission endpoints, from biofilm dosing to epidemic extinction.
ML / AI methods
Learned models prioritize small molecules and peptides against diverse biological targets
Recent items pair learned models with screening to prioritize kinase inhibitors, antimicrobial peptides, and cancer cell responses to cytotoxic compounds.
Structural bio & protein design
Simulation and NMR data refine conformational ensembles of flexible biomolecules
Force field benchmarks, NMR-restrained coarse-grained models, and MD studies of aggregation now test energy functions against experimental conformational data.