2026-04-10

Top 40

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Single-cell

Joint chromatin and expression profiles link regulatory motifs to cell-type identity

Multiomic chromatin data paired with sequence models now resolve cell-type regulatory syntax across fetal tissue and mammalian genomes.

Tools & infrastructure

Benchmarked pipelines and deep learning tools reshape metagenomic sequence analysis

Recent preprints and published tools benchmark MAG pipelines and nanopore workflows, exposing gaps in standardized metagenomic evaluation.

Single-cell

Structured statistical models link cell states, interactions, and regulatory layers

Recent preprints and publications add mediation, participant-level, and geometry-aware methods for zero-inflated, spatial, and multi-omic single-cell data.

Tools & infrastructure

Software and databases link RNA-centred analyses to network and regulatory layers

Recent preprints and journal papers add tools that connect RNA-seq, splicing, and cfDNA data to networks, databases, and dose-response models.

Genomics

Multiplexed assays and explicit benchmarks anchor variant-level accuracy claims

Recent preprints and publications test variant effect and calling accuracy against multiplexed experimental data and long-read benchmarks.

6 Graph and foundation-model representations extract regulatory and single-cell structure↑ 1.6×ML / AI methods 7 Latent Models Recover Structure from Noisy or Incomplete Transcriptomic Measurements↑ 1.6×Single-cell 8 Tokenization and discrete training may distort biological embedding geometry↑ 1.6×ML / AI methods 9 Software tools for quality control and annotation of sequencing dataTranscriptomics 10 Conditioned deep models steer protein, peptide and molecule design to set objectivesStructural bio & protein design 11 Reproducible computational environments and exportable workflows for omics analysisTools & infrastructure 12 Multiomic methods link chromatin loops and accessibility to genes and regulatorsGenomics 13 Stress-testing biomedical predictors on unseen cohorts and uncertainty under shiftML / AI methods 14 Pretrained graph representations coupled to task-specific prediction heads in biologyML / AI methods 15 Diffusion models generate molecules in flexible pockets and MD trajectoriesStructural bio & protein design 16 Multimodal deep learning for cancer prognosis faces calibration gapsML / AI methods 17 High-quality genome assemblies reveal duplication, synteny and symbiosis gene evolutionGenomics 18 Computational tools for molecular dynamics, ML force fields and flexibility predictionStructural bio & protein design 19 Benchmarking computational omics methods against defined references and scenariosSystems biology 20 Genomic context and 3D organization shape regulatory element activity and expressionEpigenomics