Top 40
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Tools & infrastructure
Pipelines and benchmarks address error in bacterial, viral, and lineage genome inference
Recent preprints and publications pair automated long-read pipelines with controlled benchmarks and error correction for pandemic-scale and metagenomic data.
Metabolomics
Computational inference of metabolite identity and conjugates from tandem mass spectra
Large public MS/MS repositories and learned spectral models now support structure proposal and cross-polarity spectral comparison at scale.
Structural bio & protein design
Coarse and language-conditioned representations cut reliance on full atomic structure
Open-source structure predictors now report gains over AlphaFold 3, while coarse-representation scorers target binding affinity at lower computational cost.
Single-cell
Deep models map regulatory sequence and chromatin context to expression readouts
Recent preprints couple DNA sequence and chromatin context with generative objectives for single-cell perturbation and expression prediction.
Epigenomics
Computational methods map trans-eQTLs, mosaic repeats and methylation QTLs at scale
Single-cell and population-scale datasets now let variant detection resolve trans effects, somatic repeat mutations, and regulatory QTLs.