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).

• Integrative multimodal transcriptomics identifies a cancer-associated fibroblast membrane signature for predicting prognosis and therapeutic response in pancreatic ductal adenocarcinoma.

  PMID 41942785 · PMC13053443 · Journal of molecular medicine (Berlin, Germany) · 2026 · 8 claims · 8 setups

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  A PDAC-enriched myoCAF-c1 fibroblast cluster is closely associated with epithelial-mesenchymal transition (EMT) and angiogenesis

  pdac myocaf-c1-derived tcga-paad scrna-seq spatial bulk

• Software JimenaE allows efficient dynamic simulations of Boolean networks, centrality and system state analysis.

  PMID 36725967 · PMC9892028 · Scientific reports · 2023 · 8 claims · 4 setups

  Has reproduction · 74

  JimenaE performs systematic, exhaustive calculation of all network system states rather than the heuristic approach used by SQUAD.

  mesenchymal arabidopsis dendritic comparison boolean dynamical network

• Cell type-specific network analysis in Diversity Outbred mice identifies genes potentially responsible for human bone mineral density GWAS associations.

  PMID 41811178 · PMC12978698 · eLife · 2026 · 8 claims · 8 setups

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  Cell type-specific Bayesian and co-expression networks generated from BMSC-OB scRNA-seq data in Diversity Outbred mice can prioritize and contextualize genes underlying human BMD GWAS associations

  bmsc-ob genes mesenchymal gtex scrna-seq cellect iterativewgcna

• CCL8 as a promising prognostic factor in diffuse large B-cell lymphoma via M2 macrophage interactions: A bioinformatic analysis of the tumor microenvironment.

  PMID 36072582 · PMC9441746 · Frontiers in immunology · 2022 · 8 claims · 8 setups

  Has reproduction · 81

  Higher stromal and ESTIMATE scores are associated with favorable prognosis in DLBCL

  dlbcl ici-related degs ffpe estimate consensus differential

• Stromal androgen signaling acts as tumor niches to drive prostatic basal epithelial progenitor-initiated oncogenesis.

  PMID 36323713 · PMC9630272 · Nature communications · 2022 · 8 claims · 8 setups

  Has reproduction · 63

  Loss of AR in stromal Gli1-lineage cells diminishes prostate epithelial oncogenesis and tumor development in vivo

  ugm hi-myc prostate hmyctg+ genetically single-cell immunohistochemistry

• Multimodal data integration for biologically-relevant artificial intelligence to guide adjuvant chemotherapy in stage II colorectal cancer.

  PMID 40472802 · PMC12171563 · EBioMedicine · 2025 · 6 claims · 7 setups

  Has reproduction · 83

  AI-derived radiological clustering identifies stage II CRC patients with significantly different survival benefit from adjuvant chemotherapy

  stage patients tumour whole-tumour radiomics bulk cellular

• Estrogen Production in Pancreatic Cancer Shapes a Tumor-Suppressive Stromal Microenvironment.

  PMID 41258799 · PMC12862343 · Cancer research · 2026 · 8 claims · 6 setups

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  Serum levels of stromal biomarkers associated with favorable outcomes were significantly higher in female patients with PDAC than in male patients

  pdac pdx magnetic bioinformatic single-nucleus

• SLIT3 fragments orchestrate neurovascular expansion and thermogenesis in brown adipose tissue.

  PMID 41881972 · PMC13018599 · Nature communications · 2026 · 8 claims · 8 setups

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  Adipocyte progenitors secrete SLIT3, which is cleaved into SLIT3-N and SLIT3-C fragments that independently drive angiogenesis and sympathetic innervation, respectively

  bat brown single-cell qpcr western

• Single-cell and spatial transcriptome analysis reveals the potential therapeutic targets for testicular sex cord-stromal cell tumor.

  PMID 42057139 · PMC13130799 · Biomarker research · 2026 · 8 claims · 8 setups

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  Tumor areas of TSCST show significantly low expression of immune cell genes, indicating an immune-cold tumor microenvironment

  fresh fetal paraffin-embedded paraffin single-nucleus scrna-seq spatial

• Comprehensive analysis of transcriptomics and radiomics revealed the potential of TEDC2 as a diagnostic marker for lung adenocarcinoma.

  PMID 39553728 · PMC11569783 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 80

  WGCNA identified 214 key genes in the blue module most correlated with LUAD

  tcga-luad merged tedc2-associated a549 wgcna differential machine

• Notch3 regulates pericyte phenotypic plasticity in colorectal cancer.

  PMID 41618002 · PMC12960917 · Communications biology · 2026 · 8 claims · 8 setups

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  Murine tumor pericytes originate from normal tissue-resident pericytes that proliferate inside tumors

  aom crc pdgfrβ-creert2 notch3-creert2 scrna-seq facs lineage

• Integrated bioinformatics analysis screened the key genes and pathways of idiopathic pulmonary fibrosis.

  PMID 40280949 · PMC12032202 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 93

  5328 differentially expressed transcripts (4083 genes) were identified in GSE173355 by limma, with 4012 transcripts (3206 genes) confirmed by both limma and edgeR (logFC>1, FDR<0.05)

  ipf degs differentially bleomycin-induced bulk methylation kegg

• Metabolic reprogramming of tumor-associated macrophage clusters in ovarian cancer: a single-cell transcriptomic analysis and prognostic model.

  PMID 41933362 · PMC13173987 · BioData mining · 2026 · 8 claims · 7 setups

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  Single-cell analysis of integrated ovarian cancer datasets identifies 9 distinct mononuclear phagocyte clusters (MPC1-MPC9), of which MPC3, MPC5, and MPC7 are hypermetabolic

  ovarian mpc annotated tcga-oc single-cell gene pseudotime

• Integrated multiomic analysis reveals disulfidptosis subtypes in glioblastoma: implications for immunotherapy, targeted therapy, and chemotherapy.

  PMID 38504986 · PMC10950096 · Frontiers in immunology · 2024 · 8 claims · 8 setups

  Has reproduction · 73

  Consensus clustering on 32 disulfidptosis-associated genes stratifies GBM patients into two subtypes, DRGcluster A and B, with distinct survival outcomes.

  fresh tcga gbm bulk rna-seq consensus

• Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.

  PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups

  Has reproduction · 77

  457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis

  tcga-oc tcga-oc-gse26193 ov_gse154600 iose-80 bulk univariate copy

• LRP1 as a potential diagnostic and immunomodulatory target in endometriosis: evidence from multi-omics and single-cell analyses.

  PMID 42064072 · PMC13124487 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 49

  LRP1 is a hub gene with the highest diagnostic performance among 30 candidate hub genes identified by machine learning

  ectopic geo gse5108 training microarray wgcna machine

• Integrative microRNA and transcriptome analysis reveals sex-specific molecular divergence in human bladder cancer.

  PMID 41578372 · PMC12911049 · Biology of sex differences · 2026 · 8 claims · 8 setups

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  48 tumor-specific sex-biased (TSSB) microRNAs were identified in bladder cancer, mostly located on autosomes rather than sex chromosomes

  tcga tssb blca mirna-seq bulk kegg

• DHODH links mitochondrial bioenergetics, one-carbon metabolism, and DNA repair to sustain aggressive prostate adenocarcinoma.

  PMID 41612476 · PMC12930642 · Cell communication and signaling : CCS · 2026 · 8 claims · 8 setups

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  DHODH is markedly overexpressed in malignant prostate epithelial cells and abundant in tumors

  tcga-prad gse141445 22rv1 bulk single-cell lentiviral

• Fibroblast-associated CTHRC1 as a key indicator of recurrence risk in prostate cancer.

  PMID 41832493 · PMC13101373 · World journal of surgical oncology · 2026 · 7 claims · 8 setups

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  Pathological T stage, N stage, Gleason score, and TP53 mutation are associated with higher PRAD recurrence risk

  tcga geo prad scrna-seq bulk single-cell cell-cell

• 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