Top 40
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Systems biology
Network inference links molecular measurements to regulatory and causal gene programs
Expression, epigenomic, perturbation and patient data are now converted into directed or probabilistic gene networks with explicit uncertainty.
Genomics
Multi-species genomes link mutation, regulation, and evolutionary rate across lineages
Large genome and network panels now pair alignment, regulatory-network comparison, and mediation analysis to resolve lineage-specific evolutionary history.
ML / AI methods
Multimodal models link omics, clinical and sequence inputs to patient-level predictions
Recent items pair multi-omics, sequence and graph inputs with attention-based and foundation models for patient- and genome-scale prediction.
Genomics
Gene-level phylogenetic and graph-based tools extend metagenomic and pangenome analysis
Recent work introduces phylogeny-aware and graph-based methods for gene-level microbiome and pangenome inference.
Structural bio & protein design
Geometry-aware models extend molecular, glycan, and complex structure prediction
Recent preprints and papers from July 2026 pair 3D geometric and surface representations with diffusion and equivariant networks for biomolecular tasks.