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).

• STAT3-dependent analysis reveals PDK4 as independent predictor of recurrence in prostate cancer.

  PMID 32323921 · PMC7178451 · Molecular systems biology · 2020 · 8 claims · 6 setups

  Has reproduction · 66

  Low STAT3 expression in primary PCa is associated with increased OXPHOS and ribosomal biosynthesis at the transcriptomic level

  prostate bulk weighted reverse

• Robust transcriptomic hallmarks targeting intratumor heterogeneity in intrahepatic cholangiocarcinoma.

  PMID 41916296 · PMC13130669 · Cell reports. Medicine · 2026 · 8 claims · 8 setups

  Full-text index only

  Immune and stromal heterogeneity, rather than genetic variation, are primary drivers of gene expression ITH in iCCA

  multi-region icca four lihv bulk hallmark single-cell

• In vivo antiviral host transcriptional response to SARS-CoV-2 by viral load, sex, and age.

  PMID 32898168 · PMC7478592 · PLoS biology · 2020 · 8 claims · 8 setups

  Has reproduction · 89

  SARS-CoV-2 infection induces a strong interferon-driven antiviral response in the nasopharynx, with up-regulation of viral sensors, T cell/NK chemokines, and antiviral effectors

  nasopharyngeal airway patient-matched swab shotgun gsea biological

• Bulk and single-cell characterisation of the immune heterogeneity of atherosclerosis identifies novel targets for immunotherapy.

  PMID 36855107 · PMC9974063 · BMC biology · 2023 · 8 claims · 8 setups

  Has reproduction · 70

  Integration of scRNA-seq datasets from human atherosclerosis samples identifies 28 distinct immune cell subpopulations with heterogeneity in tissue preference, genetics, function, immune dynamics, transcriptional regulators, metabolism, and cell communication.

  immune atherosclerotic cd4+ cd8+ scrna-seq gsea pseudotime

• 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

• Multi-scale integrative analyses identify THBS2(+) cancer-associated fibroblasts as a key orchestrator promoting aggressiveness in early-stage lung adenocarcinoma.

  PMID 35547750 · PMC9065207 · Theranostics · 2022 · 8 claims · 8 setups

  Has reproduction · 68

  THBS2 is a tumor size-independent biomarker that robustly predicts post-surgical OS and RFS in multiple independent early-stage LUAD cohorts

  tcga paired thbs2+ scrna-seq wgcna scrna-seq gsea

• Analysis of the Hypoxic Response in a Mouse Cortical Collecting Duct-Derived Cell Line Suggests That Esrra Is Partially Involved in Hif1α-Mediated Hypoxia-Inducible Gene Expression in mCCD(cl1) Cells.

  PMID 35806266 · PMC9267015 · International journal of molecular sciences · 2022 · 8 claims · 7 setups

  Has reproduction · 76

  mCCD cl1 cells mount a broad transcriptional response to 24 h hypoxia (0.2% O2), with 3086 genes differentially expressed

  mccd lines bulk rt-qpcr western

• Cancer-wide in silico analyses using differentially expressed genes demonstrate the functions and clinical relevance of JAG, DLL, and NOTCH.

  PMID 39074091 · PMC11285958 · PloS one · 2024 · 7 claims · 8 setups

  Full-text index only

  JAG, DLL, and NOTCH family gene/protein expression varies diversely across 15 cancer types relative to normal tissue, sometimes discordant between mRNA and protein levels.

  tumor degs cancer jag bulk proteomics gene

• A blood-based DNA damage signature in patients with Parkinson's disease is associated with disease progression.

  PMID 40913219 · PMC12443628 · Nature aging · 2025 · 8 claims · 2 setups

  Has reproduction · 69

  A blood-based DNA damage signature is present in PD patients and is associated with disease progression.

  blood gwas bulk genetic

• Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.

  PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups

  Has reproduction · 42

  PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.

  paad degs bulk consensus tumor

• Mutually exclusive teams-like patterns of gene regulation characterize phenotypic heterogeneity along the noradrenergic-mesenchymal axis in neuroblastoma.

  PMID 38230570 · PMC10795782 · Cancer biology & therapy · 2024 · 8 claims · 6 setups

  Has reproduction · 87

  NOR-specific and MES-specific gene expression patterns are largely mutually exclusive, exhibiting a teams-like behavior across multiple bulk NB transcriptomic datasets

  lines bulk single-cell housekeeping bulk pca single-sample

• Differential Infiltration of Key Immune T-Cell Populations Across Malignancies Varying by Immunogenic Potential and the Likelihood of Response to Immunotherapy.

  PMID 39682743 · PMC11640164 · Cells · 2024 · 8 claims · 5 setups

  Has reproduction

  Estimated T-cell infiltration differs significantly across melanoma, bladder, ovarian, and pancreatic cancers, tracking known immunogenic potential.

  tumor melanoma orien bulk gene kaplan-meier

• A platelet-related signature for predicting the prognosis and immunotherapy benefit in bladder cancer based on machine learning combinations.

  PMID 39280688 · PMC11399026 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 51

  An Enet (alpha=0.4) machine-learning algorithm built from 10 platelet-related genes yields the optimal platelet-related signature (PRS) for bladder cancer prognosis, with average C-index 0.73

  bladder tcga bulk univariate integrative

• Transcriptome-based high-frequency recurrence index predicts frequent recurrence in non-muscle-invasive bladder cancer after Bacillus Calmette-Guérin therapy.

  PMID 41749284 · PMC13040970 · BMC medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  A 75-gene HfRI signature predicts high-frequency recurrence (≥2 recurrences) in NMIBC patients

  nmibc uromol2021 bulk microarray rna-seq

• MetaScreener: a robust dual-mode framework for directional prioritization of actionable signatures through multi-dataset and multi-approach integration.

  PMID 41845481 · PMC13107662 · Journal of translational medicine · 2026 · 8 claims · 7 setups

  Full-text index only

  MetaScreener is a dual-mode framework (DiffMetaScreener for discrete labels, CorMetaScreener for continuous variables) integrating over 4,000 analysis pipelines to compute activation/inhibition directionality indices (ADI/IDI/DI) for gene signatures

  crc independent ctrp rko differential robustness single-cell

• Vaccine-induced ICOS(+)CD38(+) circulating Tfh are sensitive biosensors of age-related changes in inflammatory pathways.

  PMID 34095875 · PMC8149371 · Cell reports. Medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 88

  Vaccine-induced ICOS+CD38+ cTfh from elderly adults show increased TNF-NF-κB pathway transcriptional signaling compared to young adults at day 7 post-vaccination

  pbmc sorted rna-seq icos+cd38+ flow bulk gene

• Multi-omics analyses related to unfolded protein response in prostate cancer implicate pro-tumor role of IFRD1.

  PMID 41694360 · PMC12894258 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Full-text index only

  Luminal prostate epithelial cells, especially the LE-KLK3 subpopulation, show elevated UPR activity compared to other cell types

  pca tcga-prad external scrna-seq bulk immune

• Establishment of a canine urothelial carcinoma-derived organoid biobank: A platform for comparative and translational research.

  PMID 41889014 · PMC13140855 · Clinical and translational medicine · 2026 · 8 claims · 6 setups

  Full-text index only

  Canine urothelial carcinoma closely resembles human muscle-invasive bladder cancer in histopathology, molecular features, biological behavior, metastatic patterns, therapeutic response, and clinical outcome

  canine matched paired urine immunohistochemistry bulk single-nuclei

• 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

• Clustering and machine learning-based integration identify cancer associated fibroblasts genes' signature in head and neck squamous cell carcinoma.

  PMID 37065499 · PMC10098459 · Frontiers in genetics · 2023 · 8 claims · 8 setups

  Has reproduction · 63

  Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes

  hnscc combined gse164690 tcga-hnsc ssgsea unsupervised immune