Top 40
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Structural bio & protein design
Pretrained protein encoders enable residue-level localization and chirality transfer
Protein language model embeddings are now probed mechanistically and reused for residue-level binding and peptide design tasks.
Transcriptomics
Deep learning models are extending spatial and single-cell transcriptomic inference
Deep learning is now applied across spatial, single-cell and cell-free DNA transcriptomics, adding new supervision and imputation strategies.
Genomics
New methods infer genotypes, phasing, and population history from sequencing data
Pooled, sparse, and hybrid long- and short-read datasets are driving demand for inference tools that scale in runtime and accuracy.
Genomics
Integrating molQTL, diverse-ancestry GWAS and causal inference to prioritize drug targets
Combining xQTL, diverse-ancestry GWAS and causal inference now bridges noncoding variants to gene-level therapeutic target prioritization.
Tools & infrastructure
Direct inference of pathogen resistance from reads and non-sequencing proxies
End-user pipelines now detect resistance from raw nanopore and metagenomic reads, while MALDI-TOF spectra are tested as cheaper outbreak proxies.