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Tools & infrastructure
Benchmarked computational workflows for microbial genome and resistance-gene analysis
Automated long-read genome workflows now appear alongside controlled benchmarks of resistance-gene, typing, and amplicon analysis tools across recent preprints…
Metabolomics
Learned models and spectral search drive MS/MS-based metabolite annotation
Public spectral libraries and learned models now enable structure proposal and cross-polarity comparison of tandem mass spectra.
ML / AI methods
Protein language models are learned surrogates for interaction, stability, and dynamics
Recent preprints and one published study extend protein language models to stability, self-interaction, homology, and dynamics prediction.
Transcriptomics
Deep learning models infer missing spatial omics layers from incomplete multi-omics data
Incomplete spatial multi-omics and large spatial datasets motivate models that encode niche context directly into imputation and domain calling.
Tools & infrastructure
Harmonized metadata layers and portable query interfaces for omics data
Five 2026 preprints package harmonized metadata for public and institutional omics data into queryable, portable interfaces.