Top 40
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Single-cell
Models infer regulatory and temporal dynamics from single-cell transcriptomes
Single-cell snapshots are now analyzed with explicit dynamical, causal, and perturbation-aware models rather than descriptive visualization alone.
Genomics
New tools resolve chromatin structure, haplotypes, and isoform-level splicing
Long-read sequencing and multi-omics integration now yield haplotype-resolved, near-complete genomes and isoform-level readouts in reproducible form.
Epigenomics
Sequence models map motifs, nucleosomes and CpG methylation across chromatin
Deep learning and motif-based models now predict chromatin accessibility, enhancers and methylation directly from DNA sequence.
Structural bio & protein design
Sequence-based deep learning predicts protein binding, interactions, and complex structure
Recent preprints and publications apply protein language model embeddings to binding affinity, epitopes, and structure reliability assessment from sequence.
Systems biology
Sampling frames constrain what pathogen inference can recover from surveillance data
Recent work pairs transmission models, genomic, wastewater and serological data to infer infection status from distinct sampling frames.