Top 40
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ML / AI methods
Local geometry coupled to single-cell dynamical and spatial inference
Geometry-aware flow matching, point-cloud drift correction, and spatial embeddings now tie local cell context to trajectory and fate inference.
Tools & infrastructure
Harmonized multiomic resources make heterogeneous public omics data jointly analysable
Reproducible pipelines and curated resources now link RNA, ATAC, proteomic and genetic layers across heterogeneous public datasets.
Single-cell
Computational tools and atlases resolve spatial and single-cell tissue organization
Standardized multi-study atlases and segmentation benchmarks make spatial and single-cell tissue data reusable across studies, stages, and time points.
ML / AI methods
Computational methods infer cell states and niches from single-cell and spatial omics
Recent preprints extend single-cell and spatial inference to histology, multi-omics and epigenetic age, with explicit uncertainty and resolution control.
Genomics
Ancestry-aware methods refine kinship, fine-mapping and heritability inference
Recent preprints and a LAVrefiner study address structured populations, low-coverage aDNA and overlapping structural variants in association testing.