Top 40
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Rank 1
Single-cell
Single-cell profiles are used to infer regulatory activity and cell-state programs
Single-cell and nuclear atlases, dynamical models and splicing-aware readouts now support inference of regulatory states across tissues and conditions.
5 preprints · 9 published · ↑ 2.1× vs 4-wk avg
Rank 2 Tools & infrastructure
Open-source software standardises omics and imaging analysis steps across data types
Installable modular packages now span preprocessing, metabolomics, proteomics and single-cell workflows, easing reproducible multimodal analysis.
8 preprints · 4 published · ↑ 1.9× vs 4-wk avg
Rank 3 Structural bio & protein design
Sequence-based models predict protein solubility, aggregation, and immunogenicity
Large experimental datasets and energy benchmarks now test sequence and structure models against measured folding, aggregation, and immunogenicity outcomes.
7 preprints · 3 published · ↑ 1.6× vs 4-wk avg
Rank 4 Single-cell
Dynamical models infer cell-state trajectories and gene regulation from single-cell data
Temporal models of aging and cell-state change are converging on single-cell and population-scale data.
7 preprints · 2 published · ↑ 1.5× vs 4-wk avg
Rank 5 ML / AI methods
Multimodal fusion of language-model and structure features for biomolecular prediction
Protein and language-model embeddings are increasingly fused with structural, graph, and spectral data for biomolecular prediction tasks.
8 preprints · 1 published · ↑ 1.5× vs 4-wk avg
Rank 6 New algorithms for microbial genome comparison, k-mer indexing and read processing↑ 1.5×Tools & infrastructureRank 7 Structure-aware generative models steer protein, antibody and ligand designStructural bio & protein designRank 8 LLM agents are being tested for single-cell and spatial transcriptomic annotationSingle-cellRank 9 Learned models extend access to biomolecular kinetics and ensemblesML / AI methodsRank 10 Deep learning models predict binding, synergy, and toxicity from structure and dataStructural bio & protein designRank 11 Deep sequence models for regulatory DNA: interpretability gains and cross-species limitsML / AI methodsRank 12 Graph models encode molecular and biological structure for drug discovery tasksML / AI methodsRank 13 Multiscale and neighborhood-aware methods resolve spatial tissue organization from…TranscriptomicsRank 14 Genome-scale tools for assembly, metagenome binning, and microbial reference resourcesGenomicsRank 15 Self-supervised and foundation models advance tissue segmentation in histopathologyML / AI methodsRank 16 Chromosome-scale assemblies paired with comparative genomics across eukaryotic lineagesGenomicsRank 17 Neural models segment and filter raw microscopy and cryo-EM dataML / AI methodsRank 18 Chromatin profiling links regulatory elements, genome contacts, and disease variantsEpigenomicsRank 19 Pretrained language model embeddings reused to predict variant and target effectsML / AI methodsRank 20 Benchmarking docking and automated workflows for biomolecular complex modelingStructural bio & protein design
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Rank 21 Shared latent spaces fuse imaging, omics, and spatial transcriptomics dataML / AI methodsRank 22 Local rules and disorder set emergent dynamics in tissues and condensatesSystems biologyRank 23 Constrained and structured parameter inference for biological dynamical modelsSystems biologyRank 24 Structured models of immunity loss, reinfection and viral budding kineticsSystems biologyRank 25 MD simulations resolve dynamic conformational routes in ezrin, CENP-A, SERINC3 and ExsAStructural bio & protein designRank 26 Simulation, modification mapping, and probe design tools advance RNA sequencing workflowsTranscriptomicsRank 27 Reference-free and methylation-aware tools refine long-read genome assembly and phasingGenomicsRank 28 Allele reconstruction from Nanopore amplicon reads without target inputGenomicsRank 29 Topological and geometric tests of higher-order structure in fMRI and functional dataSystems biologyRank 30 Gut bacterial genomes reveal defense systems, bacteriocins, and strain diversityGenomicsRank 31 EEG complexity, mechanistic modelling and adaptive stimulation track brain statesSystems biologyRank 32 Computational tools map RNA processing and ribozyme targeting in human cellsGenomicsRank 33 Emergent self-inhibition and survival boundaries in ecological and cellular modelsSystems biologyRank 34 MD simulations map antibody CDR loop flexibility and spike allosteric rewiringStructural bio & protein designRank 35 Canalization opens a coherence gap between attractor stability and basin size in GRNsSystems biologyRank 36 Network feedback governs cancer cell state plasticity and hybrid EMT phenotypesSystems biologyRank 37 Comparative genomes trace land colonization, limb elongation, and mammalian speciationGenomics