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).

• Reconstructing cell-cell interaction network in single-cell spatial transcriptomics via directed heterogeneous graph autoencoder.

  PMID 41999209 · PMC13189858 · Bioinformatics (Oxford, England) · 2026 · 8 claims · 8 setups

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  DualCellChat, a directed heterogeneous graph autoencoder, reconstructs a complete and accurate CCI network from incomplete single-cell spatial transcriptomics

  visual hypothalamic olfactory breast single-cell cci benchmarking

• Predicting Bone Metastasis Using Gene Expression-Based Machine Learning Models.

  PMID 34858485 · PMC8631472 · Frontiers in genetics · 2021 · 8 claims · 5 setups

  Has reproduction · 62

  A DNN model built on 34 top-ranked hub genes achieves the highest prediction accuracy (AUC 92.11%) for distinguishing primary from bone-metastasized tumors

  breast degs geo tcga microarray protein-protein machine

• DeCAF defines clinical fibroblast subtypes and multidimensional tumor-stroma crosstalk shaping prognosis and immunotherapy response.

  PMID 41707654 · PMC12923980 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

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  DeCAF is a single-sample kTSP classifier using 9 TSP gene pairs that predicts proCAF vs restCAF subtypes from bulk expression data

  pdac cptac external elyada-sc bulk single-sample classifier

• Revealing potential interfering genes between abdominal aortic aneurysm and periodontitis through machine learning and bioinformatics analysis.

  PMID 40857330 · PMC12380325 · PloS one · 2025 · 6 claims · 8 setups

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  90 interacting genes were identified at the intersection of AAA DEGs and periodontitis WGCNA module genes

  abdominal gingival overlapping interacting microarray weighted kegg

• Integrative bulk and single-cell transcriptomics link EZH2 to immunosuppressive programs and tumor-Treg crosstalk in castration-resistant prostate cancer.

  PMID 41710887 · PMC12909565 · Frontiers in immunology · 2026 · 8 claims · 8 setups

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  Higher EZH2 expression is associated with adverse clinical outcomes in bulk PCa/CRPC cohorts

  tcga-prad su2c gse264573 gse137829 bulk scrna-seq ligand-receptor

• Multi-omic identification of perineurial hyperplasia and lipid-associated nerve macrophages in human polyneuropathies.

  PMID 40849297 · PMC12375038 · Nature communications · 2025 · 8 claims · 8 setups

  Has reproduction · 90

  Multi-omic profiling (snRNA-seq + spatial transcriptomics) of human sural nerves identifies novel cell type markers (MLIP in mySC; GRIK3, PRIMA1 in nmSC; CXCL14 in periC) not previously described in rodent or human literature

  sural peripheral snrna-seq nerve single-nucleus subcellular situ

• Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.

  PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups

  Has reproduction · 71

  Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments

  tcga-blca famc1-3 differentially gse32894 bulk consensus gene

• The integrated world of functional genomics.

  PMID 12537543 · PMC151279 · Genome biology · 2003 · 8 claims · 8 setups

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  Integrating chromatin immunoprecipitation (promoter-binding) data with expression data reveals the yeast cell-cycle transcriptional regulatory network, including network motifs such as autoregulation, multi-component loops, and feedforward loops.

  cerevisiae sequenced elegans drosophila chromatin integration comparative

• NEIBank: genomics and bioinformatics resources for vision research.

  PMID 18648525 · PMC2480482 · Molecular vision · 2008 · 8 claims · 7 setups

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  NEIBank is an integrated genomics and bioinformatics resource for vision research, combining EST/cDNA clone data, SAGE expression data, and eye disease gene databases.

  dissected eye retina cdna est serial sequence

• Discovery of key regulators in classical monocyte phenotypes linked to COVID-19 severity using single-cell multi-omics sequencing.

  PMID 41732268 · PMC12925236 · iScience · 2026 · 8 claims · 8 setups

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  Two severity-associated classical monocyte (cMono) subtypes, IL7R+ and CD163+, exist with distinct transcriptional and epigenetic landscapes.

  pbmcs pbmc classical cmono single-nucleus differential multimodal