Top 40
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Single-cell
Standardized tools and benchmarks for reproducible multi-omics and single-cell analysis
Recent preprints and published packages emphasize benchmarking, open-source implementations, and shared procedures for reproducible multi-omics analysis.
ML / AI methods
Machine learning links antibody and TCR specificity prediction to experimental discovery
Yeast display libraries designed for ML compatibility and public antibody-antigen datasets now couple learned models to experimental antibody discovery.
ML / AI methods
Graphical dependence and mediation methods for high-dimensional biomedical covariates
Recent 2026 work extends graphical and mediation models to high-dimensional biomedical covariates, including UK Biobank and All of Us data.
Systems biology
Stochastic models link population structure, network reduction, and tumor evolution
Four June 2026 items add analytical and computational frameworks for reducing stochastic biological dynamics to interpretable low-dimensional descriptions.
Single-cell
Computational models predict cell fate and state from single-cell and atlas data
Single-cell atlases now support generative and information-theoretic models that forecast cell fate, from mouse embryos to tumours and organoid surrogates.