Top 40
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BACKFILLED Code and industry signals are partial for backfilled days.
Rank 1
Transcriptomics
New computational tools refine single-cell and spatial transcriptomic analysis workflows
Recent preprints introduce tools for imputation, decontamination, and cell annotation, several explicitly benchmarked against existing methods.
11 preprints · 1 published · ↑ 2.1× vs 4-wk avg
Rank 2 Single-cell
ML models predict protein palmitoylation, LLPS drivers and disease transcriptome states
7 preprints · 2 published · ↑ 1.7× vs 4-wk avg
Rank 3 Tools & infrastructure
Metagenomic tools tackle long-read errors, classification uncertainty and strain…
Nanopore and long-read metagenomes now feed dedicated assembly, classification, and genome recovery pipelines that handle error and uncertainty directly.
6 preprints · 3 published · ↑ 1.7× vs 4-wk avg
Rank 4 ML / AI methods
Protein language models adapted for binding, localization and mutational effects
Recent work applies protein and RNA language models to binding, localisation and mutation effects under limited or noisy supervision.
7 preprints · 2 published · ↑ 1.7× vs 4-wk avg
Rank 5 ML / AI methods
Graph networks fuse molecular, protein and language features for drug-target tasks
Hyperbolic, attention-based and meta-learning graph models are now applied across repurposing, affinity, toxicity and peptide prediction tasks.
1 preprint · 6 published
Rank 6 Dynamical models link connectivity, behavior, and timescales in neural circuitsSystems biologyRank 7 Inferring tumor content and origin from cfDNA, long reads and pangenome variantsGenomicsRank 8 Protein language model embeddings extend to motif, function, and modification predictionML / AI methodsRank 9 Receptor-aware screening and learned filtering are converging in computational ligand…Structural bio & protein designRank 10 Topology, retroactivity and attractor geometry constrain biological circuit behaviorSystems biologyRank 11 Benchmarks and portable tools link genotypes to phenotypes and variant interpretationGenomicsRank 12 Learned models of binding are assessed for calibration and out-of-distribution transferStructural bio & protein designRank 13 Scalable workflows for variant calling, phylogenetic networks and pangenome graphsTools & infrastructureRank 14 Scalable quantum-accurate models extend DFT-level energetics to biomolecular systemsStructural bio & protein designRank 15 Deep models for perturbation response, RNA-seq transfer, and variant effect predictionML / AI methodsRank 16 Generative models predict perturbation-driven single-cell state transitionsSingle-cellRank 17 Computational inference of cell states, gene networks and transcriptional burstingSingle-cellRank 18 Computational models probe antibody, antiviral, and toxin binding across pathogensTools & infrastructureRank 19 Generative models propose biomolecules that are scored by structure and simulationStructural bio & protein designRank 20 Generative models sample structural ensembles of genomes and proteinsStructural bio & protein design
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Rank 21 Mechanistic models isolate how memory, dilution, and coevolution shape biological dynamicsSystems biologyRank 22 Computational models infer bacterial resistance mobility, phenotypes and taxonomyGenomicsRank 23 Statistical corrections for LD, epigenome screening, proteomic and TraDIS dataEpigenomicsRank 24 LLMs and knowledge graphs mine biomedical literature for causal and biomarker linksML / AI methodsRank 25 Geometric transformers and Hi-C benchmarks advance chromosome 3D structure modelingEpigenomicsRank 26 Segmental duplications and translocations reshape human structural diversityGenomicsRank 27 Sequence rules set multiphase condensate morphology and interfacial β-sheet nucleationStructural bio & protein designRank 28 Computed atlases map protein interactions, metal sites, and GPCR-G protein complexesStructural bio & protein designRank 29 Benchmarking foundation models against task-specific CNNs and ViTs in histopathologyML / AI methodsRank 30 Simulations assess interventions against pathogen, crop, and vector population spreadSystems biologyRank 31 Structural descriptors link topology, mechanics, and dynamics in biomolecular systemsStructural bio & protein designRank 32 Genomic foundation model embeddings and synthetic omics data pose privacy risksML / AI methodsRank 33 Cloud-native and optical-flow tools for scalable fluorescence bioimage analysisTools & infrastructureRank 34 Chromosome-level assemblies for a hydrozoan, a turtle, and a parthenogenetic nematodeGenomicsRank 35 Computational tools standardize peptide and glycoform identification in proteomicsProteomicsRank 36 Noncoding variants and TF footprints link regulatory elements to gene networksEpigenomicsRank 37 Quantitative models of NK cytotoxicity and abscopal tumor interactionsSystems biologyRank 38 Repeat annotation choices reshape transposable element expansion histories in genomesGenomicsRank 39 Diffusion Models Generating Molecular Conformations and Functional PeptidesML / AI methodsRank 40 Reference genome and brain taxonomy resources advance methylation-based brain studiesGenomics