Top 40
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Tools & infrastructure
Multi-omics biomarker ranking paired with null-based validation and bias correction
Recent months bring packaged R and web tools that pair multiomics feature ranking with validation machinery such as null distributions and bias correction.
Transcriptomics
Sequence models refine nanopore direct RNA basecalling and chimera removal
Sequence-model basecalling and adapter removal address read-level artifacts in nanopore direct RNA data upstream of isoform and binding analyses.
Systems biology
Mathematical and network models infer tumor microenvironment dynamics from static data
Spatial omics and simulation studies now test whether snapshot tissue data can yield dynamical and mechanistic tumor models.
Structural bio & protein design
Protein language and geometric features predict stability, affinity, and pH optima
Preprints and published papers from January 2026 pair protein language model embeddings with structural and topological features for property prediction.
ML / AI methods
Grounding biomedical LLM outputs in external curated knowledge and literature
Recent January 2026 papers test whether retrieval from curated databases and literature can make LLM biomedical outputs checkable.