November 2025

Top 40

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Structural bio & protein design

AI structure models extended to protein conformational dynamics and ensemble sampling

Transcriptomics

Computational methods sharpen spatial positioning and clone tracing in imaging assays

Tools & infrastructure

Automated curation and standardization of small-molecule data for predictive modeling

ML / AI methods

Deep generative and contrastive models integrate heterogeneous omics and text data

Single-cell

Constrained optimization for marker selection, deconvolution and cell identity

6 Spatial statistics and dimension reduction resolve molecular patterns in omics dataProteomics

7 Protonation and ion handling shape membrane transport and penetration in MD simulationsStructural bio & protein design

8 Systematic evaluation of analytical choices in single-cell RNA-seq analysisSingle-cell

9 Pretrained genomic language models are repurposed for expression and variant predictionML / AI methods

10 Computational protein localization and secretory pathway inference from proteomic dataProteomics

11 ML and simulations reveal GPCR activation pathways and lipid allosteric bindingStructural bio & protein design

12 Quantifying topology, calibration, and model uncertainty in phylogenetic inferenceSystems biology

13 Databases annotate TE-initiated transcripts in cancer and enhancer perturbationsML / AI methods

14 Inferring cell trajectories and tissue heterogeneity from single-cell transcriptomesSingle-cell

15 DFT reference data refines torsion parameters and hybrid ML/MM simulation setupStructural bio & protein design

16 Scalable algorithms for viral discovery, read alignment, and amplicon and genome analysisGenomics

17 Protein language models encode nativeness, taxonomy, and memorization beyond trainingML / AI methods

18 Assumption-sensitive calibration of epidemic and phylodynamic modelsSystems biology

19 Context-conditioned generators design molecules, peptides, and cell morphology profilesStructural bio & protein design

20 Biologically informed tokenization and patching reshape DNA language model inputsML / AI methods

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21 Sequence language models probed for genome generation, ancestry, and chromatin loopsML / AI methods

22 Browser and agent-driven tools standardize EV, transcriptomic and omics plotting workflowsTools & infrastructure

23 Sequence patterning governs peptide condensation and membrane translocationStructural bio & protein design

24 Benchmarks expose setting-dependent limits of learned protein-ligand binding and dockingTools & infrastructure

25 Inferring kinetics and time labels from nascent, untimed, and mistimed transcriptomic dataSystems biology

26 Learned and sparse models infer nonlinear fitness landscapes and population dynamicsGenomics

27 Genome-scale constraint maps proto-gene precursors and duplicate-gene divergenceGenomics

28 Software tools for batch correction, cfDNA fragment analysis and proteomics QCTools & infrastructure

29 Assay-aware preprocessing and annotation tools for long-read and genomic interval dataTools & infrastructure

30 Simulation-based inference tackles intractable likelihoods in epidemic and phylodynamic…ML / AI methods

31 Fusing sequence, structure and graph features for multimodal interaction predictionML / AI methods

32 Repeats and chromatin context shape genome architecture and regulatory variationEpigenomics

33 Causal and non-additive models resolve plasma protein genetic effectsGenomics

34 Explicit mechanistic models of promoter, stress-response and allosteric dynamicsSystems biology

35 Explicit objectives now guide single-cell lineage inference and clustering resolutionSingle-cell

36 New callers resolve CNVs, structural variants, uniparental disomy and aneuploidy from NGSGenomics

37 Network and generative models of AML treatment response and drug designSystems biology

38 Assumption-light variant and repeat inference from long and short sequencing readsGenomics

39 Simulation and screening method choices are being framed as reportable design decisionsStructural bio & protein design

40 Spectral libraries and origin-aware annotation advance LC-MS metabolomicsMetabolomics

November 2025

Top 40

AI structure models extended to protein conformational dynamics and ensemble sampling

Computational methods sharpen spatial positioning and clone tracing in imaging assays

Automated curation and standardization of small-molecule data for predictive modeling

Deep generative and contrastive models integrate heterogeneous omics and text data

Constrained optimization for marker selection, deconvolution and cell identity

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