April 2026

Top 40

Single-cell

Spatial and single-cell models infer multicellular motifs, regulators and disease links

Structural bio & protein design

Graph and language-model encoders advance drug-target and synergy prediction

ML / AI methods

Learned predictors score protein interactions, variant effects, and peptide activity

Structural bio & protein design

Chromatin structure and nucleosome states inferred from sequencing and contact maps

ML / AI methods

Benchmarks and learned models expose gaps in metagenomic analysis software

6 Deep learning automates microscopy and histology image analysis with less labelled dataML / AI methods

7 Machine learning maps tissue and molecular profiles to cancer outcomes and subtypesML / AI methods

8 Learned multimodal and graph representations for protein and RNA predictionML / AI methods

9 Explicit latent structure for single-cell perturbation response and multi-omic modelingML / AI methods

10 Sequence- and structure-based models predict protein function and dynamicsML / AI methods

11 Multi-omic and structural data are converted into drug and target prioritization outputsGenomics

12 Machine-learning-guided de novo design of protein and peptide bindersML / AI methods

13 Design-aware statistical models for differential analysis of omics and imaging dataSystems biology

14 Correcting RNA degradation and hashtag demultiplexing in single-cell transcriptomicsSystems biology

15 Generative models steered by RL, fragments, and SMARTS for molecule and linker designStructural bio & protein design

16 Simulation methods extend to cyclic peptides, non-canonical residues and polypeptoidsStructural bio & protein design

17 Benchmarks probe AlphaFold model accuracy across peptides, RNA, and antibody complexesStructural bio & protein design

18 Benchmarks and packaged pipelines standardize omics analysis toolsTools & infrastructure

19 Isoform-resolved single-cell and single-molecule methods quantify transcript variantsEpigenomics

20 Internal ground truths benchmark RNA-seq transcript and expression inference toolsGenomics

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21 Context-aware models refine variant calling, eQTL mapping and polygenic predictionGenomics

22 Free energy and coarse-grained physics methods for biomolecular binding and interfacesStructural bio & protein design

23 Constraints and cross-feeding shape inferred metabolic fluxes and microbial nichesSystems biology

24 LLM agents and multimodal models convert literature and spectra into molecular knowledgeTools & infrastructure

25 Mechanistic models link cell-scale rules to invasion, containment and therapy outcomesSystems biology

26 MD and cofolding models probe conformational states in kinases, Aβ, and HIV-1 EnvStructural bio & protein design

27 Reproducible environments, DNA library design and standard formats for biology toolsStructural bio & protein design

28 Models infer microbial and viral traits from large genomic and metagenomic datasetsGenomics

29 New tools speed variant annotation, GWAS, and epigenomic and cytometry analysisTools & infrastructure

30 New tools for recombination, metagenomic decontamination, and microbial community designTools & infrastructure

31 Encoding spatial and relational structure in high-dimensional omics analysisSingle-cell

32 Pretrained generative models extend to fMRI forecasting, diagnosis, and imagerySystems biology

33 Transformer and deep learning tools benchmarked against established genomics methodsGenomics

34 Computational models link genetic variants to RNA binding and cell-type expressionTools & infrastructure

35 Reproducible tools for assessing and streamlining omics data analysis workflowsTools & infrastructure

36 Biophysical models link ion channel, noise and modulation to network firing dynamicsSystems biology

37 Ancient and phased human genomes test selection and imputation inference methodsGenomics

38 Refined inference of tumor methylation, structural variants and clonal structureSingle-cell

39 Network models nominate interventions from omics and screening dataSystems biology

40 Graph storage and streaming parsers reshape population-scale variant computationTools & infrastructure