Top 40
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Systems biology
Network-based machine learning links cancer omics to drug response and prognosis
Transfer from bulk to single-cell data and hybrid mechanistic-ML designs now target drug response and cancer phenotypes in the same modeling frameworks.
Structural bio & protein design
Simulations link nucleic acid binding to charge, plasticity, and sequence features
Residue-level simulations now separate binding determinants from conformational plasticity across RNA, DNA, and nucleosome systems.
Single-cell
Imaging readouts resolve per-cell gene function, organelle state and clone identity
Pooled optical CRISPR screening with Cell Painting and self-supervised learning now infers gene function de novo from per-cell morphology.
Systems biology
Models link microbial competition, collective alignment, and antibiotic eradication
Recent preprints and a 2025 publication apply continuum, agent-based, and optimal-control models to microbial aggregates, biofilms, and phage therapy.
Structural bio & protein design
Learned representations predict drug-target and protein binding affinity
Multiple December 2025 papers and preprints report new architectures for affinity prediction, including physics-informed, uncertainty-aware, and multimodal…