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).

• Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.

  PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups

  Has reproduction · 73

  In HPV-associated HNSCC, the mitophagy process affects tumour development, immune cell infiltration and prognosis.

  tcga-hnscc gse65858 hpv-positive tcga bulk microarray qrt-pcr

• Identifying Molecular Subtypes and 6-Gene Prognostic Signature Based on Hypoxia for Optimizing Targeted Therapies in Non-Small Cell Lung Cancer.

  PMID 35509605 · PMC9058021 · International journal of general medicine · 2022 · 8 claims · 8 setups

  Has reproduction · 59

  NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering

  tcga-nsclc geo bulk microarray unsupervised

• Predicting survival outcomes using subsets of significant genes in prognostic marker studies with microarrays.

  PMID 16549007 · PMC1544357 · BMC bioinformatics · 2006 · 7 claims · 2 setups

  Full-text index only

  A methodology combining Cox proportional hazards models with a compound covariate, cross-validated log partial likelihood (ACVL) for predictive accuracy, and permutation-based significance testing can identify an optimal subset of significant genes for survival prediction

  simulated diffuse simulation cdna

• SignS: a parallelized, open-source, freely available, web-based tool for gene selection and molecular signatures for survival and censored data.

  PMID 18208605 · PMC2265264 · BMC bioinformatics · 2008 · 8 claims · 1 setups

  Full-text index only

  SignS is a web-based tool and R package implementing four gene-selection/signature-building methods for survival data (Dave et al., Gui and Li, random forests with conditional inference trees, and boosting with component-wise Cox models).

  microarray gene-by-gene

• Prediction of prognostic signatures in triple-negative breast cancer based on the differential expression analysis via NanoString nCounter immune panel.

  PMID 33138797 · PMC7607642 · BMC cancer · 2020 · 8 claims · 7 setups

  Has reproduction · 72

  edgeR identifies 9 DEGs associated with pCR and 13 DEGs associated with relapse from 579 immune genes in a small TNBC sample set (n=55)

  ffpe same nanostring training nanostring immunohistochemistry differential

• Molecular Biomarker of Drug Resistance Developed From Patient-Derived Organoids Predicts Survival of Colorectal Cancer Patients.

  PMID 35425715 · PMC9004628 · Frontiers in oncology · 2022 · 8 claims · 7 setups

  Has reproduction · 53

  Patient-derived colorectal cancer organoids (CRCOs) can be established from surgical CRC tissue with an 82% success rate (41/50)

  crc colorectal crcos crco organoid drug bulk

• Developing a novel immune infiltration-associated mitophagy prediction model for amyotrophic lateral sclerosis using bioinformatics strategies.

  PMID 38601155 · PMC11005030 · Frontiers in immunology · 2024 · 7 claims · 6 setups

  Has reproduction · 71

  An 18-gene mitophagy-related prognostic signature was identified by machine learning and used to build a prognostic risk score model for ALS.

  peripheral als lumbar bulk cibersort gsea

• Hypoxia-associated genes as predictors of outcomes in gastric cancer: a genomic approach.

  PMID 40129974 · PMC11931070 · Frontiers in immunology · 2025 · 8 claims · 8 setups

  Has reproduction · 96

  A prognostic model built from five H1-specific hypoxia-associated transcription factors (EHF, EIF1AD, GLA, KEAP1, MAGED2) predicts overall survival in STAD, with high-risk patients showing significantly worse OS.

  gastric gene scrna-seq tcga single-cell wgcna cell-cell

• The FAS gene, brain volume, and disease progression in Alzheimer's disease.

  PMID 19766542 · PMC3100774 · Alzheimer's & dementia : the journal of the Alzheimer's Association · 2010 · 8 claims · 4 setups

  Full-text index only

  The minor (T) allele of rs1468063 in FAS is significantly associated with faster AD progression after permutation-based multiple-testing correction

  peripheral longitudinally same subset snp survival permutation

• Improved precision of epigenetic clock estimates across tissues and its implication for biological ageing.

  PMID 31443728 · PMC6708158 · Genome medicine · 2019 · 8 claims · 6 setups

  Has reproduction · 68

  The proportion of variance in chronological age explained by all DNA methylation probes is close to 1, so a near-perfect age predictor is in principle achievable with sufficient training data.

  blood unrelated training lbc1921 methylation reml age

• 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

• Tumor methionine metabolism drives T-cell exhaustion in hepatocellular carcinoma.

  PMID 33674593 · PMC7935900 · Nature communications · 2021 · 8 claims · 8 setups

  Has reproduction · 78

  A transcriptome-derived T-cell exhaustion score (ES) is prognostic for HCC patient survival independent of known clinical/molecular factors

  hcc-associated hcc malignant cd8+ single-cell bulk metabolomics

• Systematic identification of ACE2 expression modulators reveals cardiomyopathy as a risk factor for mortality in COVID-19 patients.

  PMID 35012625 · PMC8743438 · Genome biology · 2022 · 7 claims · 8 setups

  Has reproduction · 68

  GENEVA is a semi-automated, study-design-agnostic framework that mines large-scale public RNA-seq data to identify conditions modulating a gene of interest's expression

  gtex lncap heart breast bulk rna-seq meta-analysis

• Enhancing chemotherapy response prediction via matched colorectal tumor-organoid gene expression analysis and network-based biomarker selection.

  PMID 39754813 · PMC11754497 · Translational oncology · 2025 · 6 claims · 8 setups

  Has reproduction · 78

  A consensus WGCNA approach combining matched tumor-organoid and independent organoid drug-response expression data identifies gene modules and hub genes predictive of 5-FU chemotherapy response

  colorectal matched combined expression microarray rna-seq consensus

• Prognostic significance of p53 and ras gene abnormalities in lung adenocarcinoma patients with stage I disease after curative resection.

  PMID 7852188 · PMC5919395 · Japanese journal of cancer research : Gann · 1994 · 6 claims · 5 setups

  Full-text index only

  Presence of p53 gene abnormalities is associated with shorter disease-free survival in stage I lung adenocarcinoma

  formalin-fixed stage pcr-dgge immunohistochemistry pcr-rflp

• Joint association of polymorphism of the FGFR4 gene and mutation TP53 gene with bladder cancer prognosis.

  PMID 17088904 · PMC2360734 · British journal of cancer · 2006 · 8 claims · 5 setups

  Full-text index only

  No clear correlation was found between the FGFR4 Gly388Arg genotype and risk of developing bladder cancer.

  blood bladder rflp manual genechip

• The genomic analysis of lactic acidosis and acidosis response in human cancers.

  PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups

  Full-text index only

  Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response

  mammary hmec gene breast gene real-time bayesian

• Identification of a novel lncRNA prognostic signature and analysis of functional lncRNA AC115619.1 in hepatocellular carcinoma.

  PMID 37614318 · PMC10442647 · Frontiers in pharmacology · 2023 · 8 claims · 8 setups

  Has reproduction · 87

  A six-lncRNA prognostic signature (LINC02428, LINC02163, AC008549.1, AC115619.1, CASC9, LINC02362) predicts overall survival in HCC patients

  hcc tcga paired snu-449 lncrna sequencing univariate

• 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 pathways, with distinct prognoses (cluster 1 best, then 2, then 3).

  tnbc tcga-tnbc mda-mb-468 single-cell bulk copy

• The androgen receptor CAG repeat polymorphism and modification of breast cancer risk in BRCA1 and BRCA2 mutation carriers.

  PMID 15743497 · PMC1064126 · Breast cancer research : BCR · 2005 · 7 claims · 5 setups

  Full-text index only

  The AR CAG repeat polymorphism does not modify breast cancer risk in BRCA1 mutation carriers

  peripheral brca1 same simulated fluorescent cox weighted