Week 50, 2025 · Dec 8 – Dec 14

Top 40

Epigenomics

Hi-C-based 3D models resolve ecDNA, nuclear organization and replication timing

Metabolomics

Spectral libraries and origin-aware annotation advance LC-MS metabolomics

Systems biology

Inferring kinetics and time labels from nascent, untimed, and mistimed transcriptomic data

ML / AI methods

Structure-aware statistical methods for single-cell and spatial transcriptomics inference

Genomics

Combinatorial path and block alignment formalized for pangenomes, genealogies, synteny

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

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

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

9 Chromatin and mitotic folding models coupled to measured observablesEpigenomics

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

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

12 Curated databases pair bioactivity records with structural and mechanistic annotationTools & infrastructure

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

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

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

16 Curated enzyme databases with HMM pipelines expand halogenase and PET-degrader discoveryTools & infrastructure

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

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

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

20 Transformer and foundation models are learning microbial traits from genomes and…ML / AI methods

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

22 Computational protein localization and secretory pathway inference from proteomic dataProteomics

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

24 Learned multi-omics integration spans single-cell clustering and patient survivalSingle-cell

25 Learned models expand protein conformational sampling and sequence-energy fittingStructural bio & protein design

26 Agents chain target discovery, pocket design, and PK simulation for therapeutic designML / AI methods

27 Curated databases structure microbial habitat, antigen, lysin and biosynthetic gene dataML / AI methods

28 Tissue-resolved metabolic models, spatial lipidomics, and curated MASH transcriptomicsMetabolomics

29 Distinguishing intrinsic criticality from latent drive in spiking and EEG modelsSystems biology

30 Deep learning decodes EEG markers of consciousness, language coherence and predictionML / AI methods

31 Automated pipelines convert raw sequence data into queryable, reusable genomic resourcesTools & infrastructure

32 Mechanistic and latent models infer treatment response dynamics from sparse dataML / AI methods

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

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

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

36 Knowledgebases now map regulatory elements and GWAS variants onto genes and traitsGenomics

37 Repeats and chromatin context shape genome architecture and regulatory variationEpigenomics

38 Computational methods track atom provenance and assign metabolite stereoisomer identityMetabolomics

39 Physical polymer models connect 3D genome organization to regulatory outputEpigenomics

40 Computational methods sharpen spatial positioning and clone tracing in imaging assaysTranscriptomics

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