Top 40
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Single-cell
Single-cell multi-omics resolves regulatory and transcript changes in aging and disease
Paired and multi-layer single-cell readouts now link regulatory networks and transcript architecture to individual cells and specific loci.
Single-cell
Computational correction of batch effects and missing values in single-cell proteomics
Sparse, batch-affected single-cell and mass spectrometry proteomics data are driving joint correction and imputation frameworks that model both problems…
ML / AI methods
Learned models stratify disease risk from blood, imaging, and omics data
Deep and foundation models are being benchmarked against clinical baselines and tested for replicability across cohorts.
Genomics
Computational models resolve context-specific RNA regulation and technical artifacts
New calibrated datasets and benchmarks test splicing, eQTL, and chromatin-linked regulation models against experimental and DNA-based ground truth.
ML / AI methods
Learned embeddings transfer across protein, mRNA, promoter and genomic sequence tasks
Pretrained protein language model embeddings are being repurposed across modalities and tasks, including mRNA and bacterial promoter sequences.