Top 40
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Tools & infrastructure
Modular, reproducible software pipelines unify multi-omics and spatial data analysis
Transparent, workflow-based tools now pair GxP-ready pipelines with LLM-assisted and interactive interfaces for omics analysis.
Genomics
Reference standards and filtering set the reliability of variant calls and annotations
Recent preprints and a published study test how sequencing benchmarks, filtering rules, and uncertainty modeling shape variant-level conclusions.
Genomics
Modular tools for repeat annotation, contamination detection and genome simulation
Recent papers benchmark annotation tools and apply alignment-free and language-model approaches to repeats and replication origins in genomes.
ML / AI methods
Learned graph and edit-path representations of molecules for property prediction
January 2026 preprints and papers extend molecular representation learning to virtual edit paths, pretrained chemical language models, and knowledge graphs.
ML / AI methods
Deep learning predicts prognosis and cell states from omics and histology
Recent preprints and papers apply deep models to transcriptomic, histologic and cfDNA data for prognosis, cell typing and protein prediction.