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Tools & infrastructure
Ranking cross-omics biomarkers with validation built into open analysis software
Recent packages and methods pair multi-omics feature ranking with null distributions, bias correction and diagnostics for biomarker discovery.
ML / AI methods
Deep learning links histology images to spatial transcriptomics and cell-level readouts
Foundation-scale and lightweight models now predict spatial gene and marker profiles directly from routine H&E and multiplex imaging.
Tools & infrastructure
Open computational tools reanalyze omics and imaging data after acquisition
Reprocessed public mass-spec data and open spatial-omics workflows now enable analyses after data acquisition.
Tools & infrastructure
Benchmarks and workflows reshape accuracy and scale in genomic sequence analysis
Consensus tool combinations and scalable workflows target accuracy and throughput for large sequencing datasets across viral, metagenomic, and bacterial…
Structural bio & protein design
Learned predictors steer generative and search-based molecular design
Predictor-guided generation and multi-objective search now target binding affinity and molecular properties within single frameworks.