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).

• CHD5, a tumor suppressor gene deleted from 1p36.31 in neuroblastomas.

  PMID 18577749 · PMC2483574 · Journal of the National Cancer Institute · 2008 · 7 claims · 8 setups

  Full-text index only

  CHD5 promoter is highly methylated in neuroblastoma cell lines with 1p deletion and absent CHD5 expression (NLF, IMR5)

  neuroblastoma nlf athymic methylation-specific quantitative soft

• 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

• Dynamic interaction of MYC enhancer RNA with YEATS2 protein regulates MYC gene transcription in pancreatic cancer.

  PMID 40216980 · PMC12117045 · EMBO reports · 2025 · 8 claims · 11 setups

  Has reproduction · 90

  MYC eRNAs (notably MYC-490-kb) are transcribed from the MYC super-enhancer and are upregulated by chronic TNF-α stimulation specifically in pancreatic cancer cells, not normal pancreatic epithelial cells

  pdac miapaca-2 chronic myc-490-kb survival chip-seq nascent

• Indirect genomic effects on survival from gene expression data.

  PMID 18358079 · PMC2397510 · Genome biology · 2008 · 7 claims · 6 setups

  Full-text index only

  A novel methodology (dynamic path analysis combined with additive hazard survival regression) can detect and quantify indirect effects of gene expression on survival mediated through transcription factor target genes.

  dutch uppsala dlbcl gene gene literature permutation

• Therapy effect of either paclitaxel or cyclophosphamide combination treatment in patients with epithelial ovarian cancer and relation to TP53 gene status.

  PMID 9703286 · PMC2063030 · British journal of cancer · 1998 · 6 claims · 4 setups

  Full-text index only

  Paclitaxel/cisplatin therapy produces a higher positive response rate than cyclophosphamide/cisplatin therapy in advanced ovarian cancer

  patients frozen genomic clinically randomized rt-pcr temporal

• 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

• Developing prognostic gene panel of survival time in lung adenocarcinoma patients using machine learning.

  PMID 35117753 · PMC8799101 · Translational cancer research · 2020 · 8 claims · 5 setups

  Has reproduction · 32

  Naïve Bayes using a 22-gene panel is the best-performing and most stable machine learning model for predicting LUAD survival time (>3 vs <3 years)

  tcga geo rna-seq methylation sequencing

• Computationally scalable regression modeling for ultrahigh-dimensional omics data with ParProx.

  PMID 34254998 · PMC8575036 · Briefings in bioinformatics · 2021 · 6 claims · 4 setups

  Has reproduction · 79

  ParProx implements latent group lasso penalized regression (overlapping and non-overlapping groups) for survival (Cox) and classification (logistic) analysis of omics data.

  tcga breast liver simulated cox logistic simulation

• 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

• 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

• Interpretable artificial intelligence based on immunoregulation-related genes predicts prognosis and immunotherapy response in lung adenocarcinoma.

  PMID 41048340 · PMC12491262 · Frontiers in bioinformatics · 2025 · 8 claims · 8 setups

  Has reproduction · 71

  IRG expression pattern clusters LUAD patients into groups with significantly different survival outcomes and immune cell infiltration

  luad normal bulk wgcna tumor

• p53 mutation is a poor prognostic indicator for survival in patients with hepatocellular carcinoma undergoing surgical tumour ablation.

  PMID 9514057 · PMC2149958 · British journal of cancer · 1998 · 8 claims · 6 setups

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  p53 mutations were found in 8 of 12 HCCs with cirrhosis due to viral hepatitis and in both patients with sarcomatoid change

  resected exon p53 hcc gc-clamped sscp restriction

• Gefitinib for non-small-cell lung cancer patients with epidermal growth factor receptor gene mutations screened by peptide nucleic acid-locked nucleic acid PCR clamp.

  PMID 17106442 · PMC2360739 · British journal of cancer · 2006 · 5 claims · 4 setups

  Full-text index only

  NSCLC patients with EGFR mutations detected by PNA-LNA PCR clamp show significantly higher response rates and longer survival with gefitinib than EGFR wild-type patients.

  clinical nsclc pna-lna direct phase

• Bayesian survival analysis in genetic association studies.

  PMID 18617538 · PMC2530885 · Bioinformatics (Oxford, England) · 2008 · 7 claims · 5 setups

  Full-text index only

  A novel Bayesian method (BETA-Surv) extends prior case-control haplotype-clustering work to censored survival outcomes by clustering haplotypes via gene tree/perfect phylogeny topology and relative mutation age.

  simulated same sanad bayesian univariate partial

• Pre-operative urinary cathepsin D is associated with survival in patients with renal cell carcinoma.

  PMID 19789534 · PMC2768081 · British journal of cancer · 2009 · 8 claims · 7 setups

  Full-text index only

  Cathepsin D, identified via comparative 2D PAGE of conditioned media from RCC cell lines vs normal renal cultures, is a candidate secreted biomarker of RCC

  htb49 excised conditioned urine page maldi western

• Artificial Intelligence Meets Whole Slide Images: Deep Learning Model Shapes an Immune-Hot Tumor and Guides Precision Therapy in Bladder Cancer.

  PMID 36245985 · PMC9553530 · Journal of oncology · 2022 · 8 claims · 8 setups

  Has reproduction

  A three-class WSI cluster (C0/C1/C2) derived via mini batch K-means clustering on Inception V3-extracted image features is significantly associated with overall survival and is an independent prognostic predictor in BLCA.

  tcga-blca gse32894 deep transfer machine

• 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

• 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

• Association of p53 gene mutations with short survival in pancreatic adenocarcinoma.

  PMID 7730141 · PMC5920762 · Japanese journal of cancer research : Gann · 1995 · 8 claims · 4 setups

  Full-text index only

  p53 gene mutations were detected in 16 of 37 (43%) pancreatic adenocarcinomas by SSCP and direct sequencing

  pancreatic single-strand direct univariate

• TP53 mutations in ovarian carcinomas from sporadic cases and carriers of two distinct BRCA1 founder mutations; relation to age at diagnosis and survival.

  PMID 16229746 · PMC1276789 · BMC cancer · 2005 · 8 claims · 4 setups

  Full-text index only

  Survival for BRCA1-familial ovarian cancer cases with TP53 mutations was not significantly different from familial cases without TP53 mutations (p=0.25, RR=1.64)

  ovarian sporadic paraffin-embedded mutation survival extraction