Top 40
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BACKFILLED Code and industry signals are partial for backfilled days.
Rank 1
ML / AI methods
Learned molecular representations drive generation and property prediction
Recent preprints and publications pair graph and Transformer molecular representations with generative design, benchmarking and interaction prediction.
10 preprints · 3 published · ↑ 2.3× vs 4-wk avg
Rank 2 Single-cell
Generative and transport models infer single-cell trajectories and spatial cell states
Recent preprints and papers pair generative, transport, and contrastive models with spatial and multiomic single-cell data to model cell-state dynamics.
5 preprints · 6 published · ↑ 2.0× vs 4-wk avg
Rank 3 Tools & infrastructure
Computational tools reshape microbiome profiling from reference curation to workflows
Recent preprints and publications release curated references, integrated workflows, and statistical consensus tools for reproducible microbiome profiling.
7 preprints · 3 published · ↑ 1.9× vs 4-wk avg
Rank 4 Epigenomics
Interpretable models link sequence and chromatin context to regulatory genomic readouts
Predictive genomic models are being built to expose which sequence, chromatin, and fragmentation features drive their outputs.
5 preprints · 4 published · ↑ 1.7× vs 4-wk avg
Rank 5 Single-cell
Causal and probabilistic models infer dependencies across single-cell and omics data
Causal discovery, factor models, and deep generative models are now applied to perturbation and multi-omics data at single-cell resolution.
5 preprints · 4 published · ↑ 1.7× vs 4-wk avg
Rank 6 Mechanistic and network models rank therapeutic targets and repurposing candidatesSystems biologyRank 7 Transformers and LLMs are applied to genomic, molecular and clinical prediction tasksML / AI methodsRank 8 Inferring regulatory activity from long-read, MPRA, and population-scale functional dataEpigenomicsRank 9 Graph-based and multimodal models predict protein function and drug-target interactionsML / AI methodsRank 10 SE(3)-equivariant diffusion models generate antibody, ligand, and protein structuresStructural bio & protein designRank 11 Neural models decode raw sequencing signals and pathogen genome sequences directlyML / AI methodsRank 12 Reference-free and k-mer tools expand virus, assembly, and metabarcoding analysesTools & infrastructureRank 13 Methods infer cell-state dynamics and lineages from single-cell and cytometry dataSingle-cellRank 14 Open, reusable software standardizes omics preprocessing, QC, and batch integrationTools & infrastructureRank 15 Bridging predicted biomolecular structures to simulation-ready ensembles and validationStructural bio & protein designRank 16 Web tools predict variant effects and annotate RNA structure from 3D coordinatesTools & infrastructureRank 17 Structure-aware models predict microbial resistance, interactions, and effector typesML / AI methodsRank 18 Long-read methods and cohort data resolve complex structural variants and allelesGenomicsRank 19 Computational inference of microbial metabolic function from genomes and enzymesMetabolomicsRank 20 Deep Graph and Generative Models Learn Brain Connectome and Anatomy RepresentationsML / AI methods
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Rank 21 Bacterial mobile elements show structured exchange and arms-race defense dynamicsGenomicsRank 22 Deep learning models generate and interpret protein structures, motifs and antibodiesStructural bio & protein designRank 23 Temperature reshapes non-CG methylation diversity in Arabidopsis methylomesGenomicsRank 24 Benchmarks and in silico frameworks for evaluating nucleic acid and protein methodsML / AI methodsRank 25 ODE and PDE models of immunity waning, reinfection, and viral budding dynamicsSystems biologyRank 26 Deep learning tools automate segmentation across microscopy and histology workflowsML / AI methodsRank 27 Chromosome-level genome assemblies for annelid, cricket and tunicate; scallop SNP panelGenomicsRank 28 Spatial, connectivity, and harmonization constraints in brain imaging statisticsTools & infrastructureRank 29 Simulations resolve conformational switching in ezrin, σ2R/TMEM97 and NLRP3 proteinsStructural bio & protein designRank 30 Structure-constrained parameter inference for biological dynamical and ecological modelsSystems biologyRank 31 Feedback and criticality confer robustness in polarity, gene networks and stem cellsSystems biologyRank 32 Text mining and reanalysis tools make public biomedical data queryableTools & infrastructureRank 33 Mechanisms ViralStructural bio & protein designRank 34 Mechanistic models tie resource supply and vector traits to persistence and invasionSystems biologyRank 35 MD simulations map allosteric routes in DSIF-bound Pol II elongation complexesStructural bio & protein designRank 36 Systems-level modeling links brain organization, metabolism, and disease geneticsGenomicsRank 37 Local rules and connectivity shape tuning heterogeneity and network dynamicsSystems biologyRank 38 Consistent methods improve tree inference and quantify phylogenetic placement confidenceGenomicsRank 39 Computational models estimate circadian phase, glucose and exenatide exposureSystems biologyRank 40 Machine learning and generative models prioritize antibacterial candidates for testingStructural bio & protein design