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).

• Molecular and Clinical Relevance of ZBTB38 Expression Levels in Prostate Cancer.

  PMID 32365491 · PMC7281456 · Cancers · 2020 · 8 claims · 8 setups

  Has reproduction · 35

  ZBTB38 mRNA expression is significantly lower in prostate cancer than in normal/benign prostate tissue, and further reduced in metastatic versus localised tumours

  localised tcga taylor metastatic microarray rna-sequencing clinico-pathological

• Integrative transcriptomic and machine learning framework reveals candidate genes and potential mechanisms of aflatoxin B1 exposure in breast cancer.

  PMID 41688730 · PMC12982753 · Scientific reports · 2026 · 7 claims · 8 setups

  Has reproduction · 83

  170 unique human AFB1 targets were identified by merging ChEMBL, SwissTargetPrediction, and PharmMapper predictions

  afb1 breast training candidate computational bulk weighted

• Increased risk of breast cancer among female relatives of patients with ataxia-telangiectasia: a causal relationship?

  PMID 16222317 · PMC2361617 · British journal of cancer · 2005 · 6 claims · 3 setups

  Full-text index only

  Breast cancer risk is strongly and significantly elevated specifically among mothers of AT patients (SIR=7.14), consistent with Olsen et al's finding (SIR=6.7)

  blood same retrospective atm weighted

• Autoencoder Networks Decipher the Association between Lung Cancer and Alzheimer's Disease.

  PMID 36518809 · PMC9744611 · Computational intelligence and neuroscience · 2022 · 7 claims · 6 setups

  Has reproduction · 74

  AE networks trained on the 266 shared DEGs reveal a comorbidity (positive correlation) relationship between Alzheimer's disease and lung cancer, rather than the inverse relationship suggested by prior epidemiological studies.

  integrated expression overlapped moderated autoencoder pathway

• Variation in breast cancer risk in BRCA1 and BRCA2 mutation carriers.

  PMID 18710587 · PMC2575529 · Breast cancer research : BCR · 2008 · 8 claims · 4 setups

  Full-text index only

  Lifetime breast cancer risk estimates in BRCA1/2 mutation carriers vary widely (roughly 40% to >80%) depending on the study population and ascertainment method

  women first-degree brca2 families population-based standardized combined

• Wx: a neural network-based feature selection algorithm for transcriptomic data.

  PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups

  Has reproduction · 50

  The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.

  tcga gse72056 gse40419 gse103322 bulk single-cell rna-seq

• Correcting scale distortion in RNA sequencing data.

  PMID 39875825 · PMC11776150 · BMC bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 76

  Local averaging reveals expression-level-dependent biases that differ from sample to sample across all RNA-seq datasets studied, and are not corrected by conventional normalization (TPM/FPKM)

  tcga su2c gse47774 gtex bulk computational d'agostino

• Indoleamine 2, 3-Dioxygenase 1 and CD8 Expression Profiling Revealed an Immunological Subtype of Colon Cancer With a Poor Prognosis.

  PMID 33425745 · PMC7793995 · Frontiers in oncology · 2020 · 8 claims · 8 setups

  Has reproduction · 48

  A colon cancer subtype with CD8Ahigh IDO1high tumors shows the worst survival despite high CD8 T cell infiltrates

  tcga-coad ncbi-geo tisidb gepia rna-seq tumor-infiltrating gene

• Machine learning developed an intratumor heterogeneity signature for predicting clinical outcome and immunotherapy benefit in bladder cancer.

  PMID 39100839 · PMC11291408 · Translational andrology and urology · 2024 · 8 claims · 8 setups

  Has reproduction · 40

  An integrative machine learning procedure (10 methods, 101 algorithm combinations) identified an Enet (alpha=0.2)-based intratumor heterogeneity-related signature (IRS) with the highest average C-index (0.69) across TCGA and GEO cohorts

  bladder skin bulk integrative immune

• Causal models in epidemiology: past inheritance and genetic future.

  PMID 16859537 · PMC1557493 · Environmental health : a global access science source · 2006 · 8 claims · 3 setups

  Full-text index only

  Interaction is a fundamental characteristic of any causal process involving probabilistic steps, not a second-order phenomenon identified after accounting for main effects

  smokers population cohort observational biomarker pulmonary

• Comparative analysis of molecular signatures reveals a hybrid approach in breast cancer: Combining the Nottingham Prognostic Index with gene expressions into a hybrid signature.

  PMID 35143511 · PMC8830616 · PloS one · 2022 · 8 claims · 6 setups

  Has reproduction · 48

  A Hybrid signature combining the NPI with 14 SIS-selected genes was constructed from METABRIC training data

  metabric gse96058 test gene sure cox

• Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.

  PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups

  Has reproduction · 83

  Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD

  tcga gse13213 gse31210 multiomics closest ssgsea

• Identification of succinylation-related genes in bladder cancer: integration of single-cell and transcriptomic data.

  PMID 42220482 · PMC13218921 · Frontiers in immunology · 2026 · 8 claims · 8 setups

  Has reproduction · 78

  KCTD16, CD3D, and GSDMB were identified as prognostic succinylation-related genes in BLCA

  soochow-blca tcga-blca gse13507 gse135337 bulk scrna-seq somatic

• Epigenome screening highlights that JMJD6 confers an epigenetic vulnerability and mediates sunitinib sensitivity in renal cell carcinoma.

  PMID 33634984 · PMC7882098 · Clinical and translational medicine · 2021 · 8 claims · 8 setups

  Has reproduction · 85

  JMJD6 is identified as a potent epigenetic vulnerability/fitness gene in RCC by integrating GeCK CRISPR screening data with TCGA-KIRC epigenetic regulator survival analysis

  pan-cancer tcga-kirc rcc balb crispr rna-seq mtt

• 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

• Analysis of cancer risk and BRCA1 and BRCA2 mutation prevalence in the kConFab familial breast cancer resource.

  PMID 16507150 · PMC1413975 · Breast cancer research : BCR · 2006 · 6 claims · 7 setups

  Full-text index only

  kConFab is a collaborative resource providing epidemiological, clinical, and biospecimen data from high-risk familial breast/ovarian cancer families, available to researchers worldwide for ethically approved, peer-reviewed projects.

  germline unaffected index randomly brca1 tyrer-cuzick strp

• High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.

  PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups

  Full-text index only

  A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)

  breast computational array-cgh gene bac

• Polymorphic repeat in AIB1 does not alter breast cancer risk.

  PMID 11056690 · PMC13920 · Breast cancer research : BCR · 2000 · 7 claims · 3 setups

  Full-text index only

  AIB1 alleles with 26 or fewer glutamine repeats are not associated with increased breast cancer risk in the general population

  peripheral cohort plasma pcr nested plasma

• Getting knit-PI3Ky: PIK3CA mutation status to direct multimodality therapy?

  PMID 19903790 · PMC3400141 · Clinical cancer research : an official journal of the American Association for Cancer Research · 2009 · 8 claims · 1 setups

  Full-text index only

  PIK3CA mutations are associated with local disease recurrence in rectal cancer patients

  tumor retrospective

• Unveiling prognostics biomarkers of tyrosine metabolism reprogramming in liver cancer by cross-platform gene expression analyses.

  PMID 32542016 · PMC7295234 · PloS one · 2020 · 7 claims · 8 setups

  Has reproduction · 51

  Five tyrosine catabolic enzymes (TAT, HPD, HGD, GSTZ1, FAH) are downregulated in HCC compared to normal liver at mRNA and/or protein level

  oncomine tcga-lihc gse89377 hcc pan-cancer bulk microarray