Top 40
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Single-cell
Generative and graph models predict cellular responses to gene perturbation
Recent preprints apply diffusion, graph, and transformer models to forecast single-cell perturbation responses across cellular contexts and perturbation types.
Genomics
Long-read tools quantify mosaic and repeat-locus variation across sequencing platforms
Recent preprints model repeat interruptions, platform differences and somatic mosaicism explicitly in long-read and nanopore variant quantification.
Epigenomics
Reference annotation becomes a variable in isoform-level genetic and expression analysis
Long-read transcript assemblies and reference-agnostic annotation now make isoform choice an explicit variable in quantification and genetic inference.
ML / AI methods
Learned models score sequence-function effects across RNA, protein and variant data
Fair-split benchmarks and new curated datasets are testing whether sequence-based predictors generalize beyond their training distributions.
Genomics
Pangenomes and haplotype maps link structural and deleterious variation to crop traits
High-contiguity assemblies and pangenome-scale variation now support trait-linked functional inference across crop species.