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).

• Pathway signatures derived from on-treatment tumor specimens predict response to anti-PD1 blockade in metastatic melanoma.

  PMID 34654806 · PMC8519947 · Nature communications · 2021 · 6 claims · 8 setups

  Has reproduction · 100

  A pathway-based super signature from on-treatment samples (PASS-ON) predicts anti-PD1 response with high accuracy (validation AUC 0.85-0.89, combined AUC 0.88) and outperforms existing signatures across all four datasets.

  metastatic pathway bulk gene elastic-net

• Exploration of the shared diagnostic genes and molecular mechanism between obesity and atherosclerosis via bioinformatic analysis.

  PMID 39825072 · PMC11742665 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  56 shared genes with consistent expression trend were identified between OB and AS by intersecting WGCNA key module genes with DEGs

  obesity atherosclerosis differential wgcna lasso

• 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

• Machine learning algorithm predicts fibrosis-related blood diagnosis markers of intervertebral disc degeneration.

  PMID 37915003 · PMC10619283 · BMC medical genomics · 2023 · 8 claims · 7 setups

  Has reproduction · 68

  CEP120 and SPDL1 were identified as diagnostic genes for IDD using a random forest model

  blood gse150408 cep120 pbmcs bulk machine single-sample

• Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.

  PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups

  Has reproduction · 95

  Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature

  breast-cancer-specific tcga ccle four single-sample survival genome-wide

• 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

• Heterogeneity of cancer-associated fibroblasts in head and neck squamous cell carcinoma.

  PMID 37320872 · PMC10277597 · Translational oncology · 2023 · 8 claims · 9 setups

  Has reproduction · 50

  Seven distinct CAF subsets exist in HNSCC, identified via integration of scRNA-seq, bulk transcriptomic, and spatial transcriptomic data.

  hnscc tcga-hnscc caf fibroblast single-cell bulk spatial

• Pan-cancer evaluation of regulated cell death to predict overall survival and immune checkpoint inhibitor response.

  PMID 38538696 · PMC10973470 · NPJ precision oncology · 2024 · 8 claims · 8 setups

  Full-text index only

  RCD score, defined as the sum of ssGSEA scores of 18 RCD signatures, quantifies overall RCD signaling in a sample

  tcga gtex scrna-seq cancer bulk scrna-seq transcriptomic

• Omics Playground: a comprehensive self-service platform for visualization, analytics and exploration of Big Omics Data.

  PMID 33575569 · PMC7671354 · NAR genomics and bioinformatics · 2020 · 8 claims · 5 setups

  Has reproduction · 61

  Omics Playground is a user-friendly, interactive self-service platform for in-depth analysis, visualization, and interpretation of transcriptomics and proteomics data, including single-cell RNA-seq.

  l1000 bulk lc-ms single-cell

• 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

• Research and experimental verification on the mechanisms of cellular senescence in triple-negative breast cancer.

  PMID 38435998 · PMC10909353 · PeerJ · 2024 · 8 claims · 8 setups

  Has reproduction · 67

  TNBC can be classified into three molecular subtypes (clusters 1, 2, 3) based on cellular senescence-related pathway scores

  tnbc tcga tcga-tnbc mda-mb-468 scrna-seq ssgsea unsupervised

• A mechanistic model captures the emergence and implications of non-genetic heterogeneity and reversible drug resistance in ER+ breast cancer cells.

  PMID 34316714 · PMC8271219 · NAR cancer · 2021 · 7 claims · 8 setups

  Has reproduction · 85

  EMT and tamoxifen-resistance (TamR) regulatory axes can drive one another, enabling non-genetic heterogeneity via six co-existing phenotypes (ES, ER, HS, HR, MS, MR)

  gene same randomized publicly racipe stochastic randomized

• A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.

  PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups

  Has reproduction · 91

  DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles

  tcga simulated muscle-invasive ccrcc computational simulation-based deconvolution

• A novel oxidative stress-related gene signature as an indicator of prognosis and immunotherapy responses in HNSCC.

  PMID 38157249 · PMC10781479 · Aging · 2023 · 7 claims · 8 setups

  Has reproduction · 85

  Consensus clustering of 74 oxidative stress-related genes identifies three distinct HNSCC molecular subgroups (Cluster1-3) with significantly different overall survival and tumor stage distribution

  tcga-hnscc gse41613 gse103322 prjeb23709 bulk single-cell immunohistochemistry

• Developing a thyroid cancer differentiation state classification system using deep residual networks and metabolic signature profiling.

  PMID 40993300 · PMC12460824 · NPJ digital medicine · 2025 · 8 claims · 8 setups

  Has reproduction

  Metabolic status is closely tied to tumor differentiation state, with distinct metabolic reprogramming occurring during thyroid cancer dedifferentiation

  thyroid fuscc gse193581 aggregated untargeted whole-exome transcriptomics

• 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

• Identification of immune-related signatures and pathogenesis differences between thoracic aortic aneurysm patients with bicuspid versus tricuspid valves via weighted gene co-expression network analysis.

  PMID 37883426 · PMC10602290 · PloS one · 2023 · 6 claims · 8 setups

  Has reproduction · 97

  TAA/TAV pathogenesis is more strongly associated with immune-related gene expression than TAA/BAV.

  aortic genes wgcna gene cibersort