Experiments

Searchable full-text extractions: founding hypothesis, core claims, experimental setups, key results and statistics — pulled out of each paper as structure. Search a cell line, an assay or an entity (e.g. HUH7) and find every paper that worked with it. This corpus stands on its own: most entries carry no reproduction assessment (yet).

• Deep learning linking mechanistic models to single-cell transcriptomics data reveals transcriptional bursting in response to DNA damage.

  PMID 41779826 · PMC12959883 · eLife · 2026 · 8 claims · 5 setups

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  DeepTX is an interpretable, scalable deep learning inference framework that links mechanistic transcription models to scRNA-seq data to infer genome-wide transcriptional burst kinetics

  synthetic embryonic colorectal computational stochastic scrna-seq deep

• scDEBGCL: a deep embedding approach based on bipartite graph contrastive learning for single-cell RNA-seq data.

  PMID 41981652 · PMC13188691 · BMC biology · 2026 · 7 claims · 3 setups

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  scDEBGCL is a deep embedding method for scRNA-seq data based on bipartite graph contrastive learning, integrating contrastive learning, graph reconstruction, and ZINB-based data reconstruction losses.

  nine yan dpt scrna-seq trajectory

• Topologically inferring pathway activity toward precise cancer classification via integrating genomic and metabolomic data: prostate cancer as a case.

  PMID 26286638 · PMC4541321 · Scientific reports · 2015 · 6 claims · 6 setups

  Has reproduction · 76

  DRW-GM evaluates gene topological importance by directed random walk on a global gene–metabolite pathway graph integrating gene expression and metabolomic profiles to infer pathway activities

  prostate matched gse8511 gene metabolomic pathway

• Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.

  PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups

  Has reproduction · 84

  MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation

  patient-derived tumor single paired single-nucleus infercnv aracne-ap

• The impact of haplotypes derived from Chinese pigs on genetic variation and economic traits in the Duroc breed.

  PMID 41131451 · PMC12551222 · Genetics, selection, evolution : GSE · 2025 · 8 claims · 8 setups

  Has reproduction

  Significant genetic introgression from Chinese pigs into commercial European pig lines is confirmed using SNP chip and resequencing data.

  chinese pigs duroc muscle snp genome low-coverage

• Single-Cell Transcriptomic Landscape of Right-Sided Colon Cancer Reveals Cellular and Molecular Features of Metastatic Potential.

  PMID 41898210 · PMC13024220 · Biomedicines · 2026 · 8 claims · 6 setups

  Has reproduction · 71

  RCC_LM tumors exhibit higher genomic instability (CNV score) than RCC_noM tumors

  right-sided malignant epithelial types scrna-seq copy trajectory

• Social complexity, life-history and lineage influence the molecular basis of castes in vespid wasps.

  PMID 36828829 · PMC9958023 · Nature communications · 2023 · 8 claims · 7 setups

  Has reproduction · 52

  A shared genetic toolkit of caste-associated genes exists across vespid wasp species spanning different levels of social complexity

  vespid single-copy brain caste-biased bulk orthology principal

• rMAP: the Rapid Microbial Analysis Pipeline for ESKAPE bacterial group whole-genome sequence data.

  PMID 34110280 · PMC8461470 · Microbial genomics · 2021 · 8 claims · 8 setups

  Has reproduction · 50

  rMAP is a pipeline capable of profiling the resistomes of ESKAPE pathogens using Illumina WGS data

  eskape same novo snp phylogenetic

• Comparative genomics of cyclin-dependent kinases suggest co-evolution of the RNAP II C-terminal domain and CTD-directed CDKs.

  PMID 15380029 · PMC521075 · BMC genomics · 2004 · 8 claims · 6 setups

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  Cell-cycle related CDKs (orthologs of CDK1-6) are present in all sampled eukaryotic organisms, including the most ancestral protists.

  animals cdk encephalitozoon pfmrk comparative bayesian distance

• Predictive genomics of cardioembolic stroke.

  PMID 19064790 · PMC2752697 · Stroke · 2009 · 8 claims · 4 setups

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  A Bayesian network multivariate model achieves 86% predictive accuracy (AUC) for cardioembolic stroke on fitted values

  blood-derived gasros same custom bayesian roc

• A methodological framework for the reconstruction of contiguous regions of ancestral genomes and its application to mammalian genomes.

  PMID 19043541 · PMC2580819 · PLoS computational biology · 2008 · 8 claims · 5 setups

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  A general model-free methodological framework is proposed for reconstructing Contiguous Ancestral Regions (CARs) from conserved syntenies, generalizing prior computational and cytogenetic approaches

  genome boreoeutherian ferungulate marker-presence whole-genome ancestral combinatorial

• Evolutionary history of the UCP gene family: gene duplication and selection.

  PMID 18980678 · PMC2584656 · BMC evolutionary biology · 2008 · 8 claims · 8 setups

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  The UCP gene family arose through two ancestral gene duplications early in vertebrate evolution, producing the UCP1, UCP2 and UCP3 lineages.

  vertebrate ucp human-mouse ucp1 sequence phylogenetic gene

• Structural and functional divergence of two fish aquaporin-1 water channels following teleost-specific gene duplication.

  PMID 18811940 · PMC2564943 · BMC evolutionary biology · 2008 · 8 claims · 8 setups

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  Teleosts, unlike tetrapods, possess two closely linked paralogous AQP1 genes, aqp1a and aqp1b (formerly AQP1o), arising from a teleost-specific duplication of an ancestral AQP1 gene

  aqp1-like pufferfish tissues xenopus phylogenetic genomic rt-pcr

• A metadata approach for clinical data management in translational genomics studies in breast cancer.

  PMID 19948017 · PMC3225860 · BMC medical genomics · 2009 · 8 claims · 5 setups

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  A metadata/CDE-based approach using CancerGrid's semantic web tools enables automatic integration of heterogeneous clinical datasets without loss of original detail

  clinical breast metadata estrogen her2

• Integrated transcriptomic landscape of medulloblastoma and ependymoma reveals novel tumor subtype-specific biology.

  PMID 41159380 · PMC12979040 · Neuro-oncology · 2026 · 8 claims · 8 setups

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  A unified UMAP-based transcriptomic landscape built from 888 medulloblastoma and 370 ependymoma tumors reveals distinct clusters corresponding to known and novel molecular subtypes.

  medulloblastoma ependymoma healthy shh bulk fusion copy

• Learning collective multicellular dynamics with an interacting mean field neural SDE model.

  PMID 41564117 · PMC12854464 · PLoS computational biology · 2026 · 7 claims · 5 setups

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  scIMF models multicellular dynamics as interacting diffusion processes using a McKean-Vlasov SDE solved via Neural SDE, with a Transformer-based cell-wise attention mechanism approximating the distribution-dependent drift term

  zebrafish embryonic pancreatic temporal umap cell-wise

• Single cell snapshot analyses under proper representation reveal that epithelial-mesenchymal transition couples at G1 and G2/M.

  PMID 41611829 · PMC12894973 · Communications biology · 2026 · 7 claims · 8 setups

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  TGF-β induced EMT in MCF10A cells follows two broad paths that arise from coupling between cell cycle and EMT at either the G1 or G2/M phase

  mcf10a scrna-seq vector pseudotime

• A pan-cancer single-cell transcriptomic atlas of human bone metastases.

  PMID 41619722 · PMC12923970 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  Constructed a pan-cancer single-cell transcriptomic atlas of 62 human bone metastases (predominantly spinal) across 13 primary cancer types, with paired primary tumor and normal bone marrow samples.

  bone paired plasmacytoma malignant scrna-seq ihc infercnv

• scDock: streamlining drug discovery targeting cell-cell communication via scRNA-seq analysis and molecular docking.

  PMID 41769845 · PMC12996892 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 5 setups

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  scDock is an integrated pipeline connecting scRNA-seq processing, cell-cell communication inference, and molecular docking-based drug discovery through a single configuration file

  diabetic kidney ppia glimepiride-ppia scrna-seq cell-cell type

• An AI-Enabled Single-Cell Transcriptomic Analysis Pipeline for Gene Signature Discovery in Natural Killer Cells Linked to Remission Outcomes in Chronic Myeloid Leukemia.

  PMID 41972591 · PMC13072394 · Biology · 2026 · 8 claims · 7 setups

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  GAFA integrates latent-space representation, pseudotime trajectory modeling, GRN inference, and machine learning-based gene panel discovery into a single coherent pipeline, unlike existing workflows that treat these steps independently.

  peripheral subset immune assigned scrna-seq latent-space automated