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).

• Prognostic biomarker discovery in pancreatic cancer through hybrid ensemble feature selection and multi-omics data.

  PMID 41957754 · PMC13188360 · BioData mining · 2026 · 8 claims · 2 setups

  Has reproduction · 92

  hEFS integrates data subsampling with multiple (nine) survival prediction models, combining embedded and wrapper-based feature selection strategies

  pancreatic pdac multi-omics gene

• A machine learning-defined cellular senescence signature systematically enhances prognostication and guides immunotherapy strategies for the treatment of gliomas.

  PMID 41501133 · PMC12886967 · NPJ precision oncology · 2026 · 8 claims · 8 setups

  Full-text index only

  CSRGPS is a robust, machine-learning-derived prognostic signature that outperforms existing glioma prognostic models across multiple cohorts

  tcga-gbm glioma meta consensus wgcna machine

• Report on the Molecular Approaches to Osteoarthritis Symposium, Imperial College London, UK, 18-20 April 2004.

  PMID 15380034 · PMC546282 · Arthritis research & therapy · 2004 · 8 claims · 8 setups

  Full-text index only

  OA cartilage and synovium show an 'IL-1 signature' of upregulated inflammatory cytokines/chemokines, with peripheral blood leukocytes possibly activated by trafficking through affected joints

  cartilage knee mesenchymal chondrocytes transcriptional clinical overexpression

• Apolipoprotein e, alcohol consumption, and risk of ischemic stroke: the Framingham Heart Study revisited.

  PMID 19717024 · PMC2743951 · Journal of stroke and cerebrovascular diseases : the official journal of National Stroke Association · 2009 · 8 claims · 6 setups

  Full-text index only

  ApoE E4 allele does not significantly modify the association between alcohol consumption and risk of ischemic stroke in subjects <65 years

  framingham plasma genotyping structured clinical

• geneshot: gene-level metagenomics identifies genome islands associated with immunotherapy response.

  PMID 33952321 · PMC8097837 · Genome biology · 2021 · 8 claims · 6 setups

  Has reproduction · 75

  geneshot identifies microbial genomic islands consistently associated with ICI response across independent cohorts

  stool deduplicated cag reference gene-level novo co-abundance

• 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

• 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

• Exploiting convergent phenotypes to derive a pan-cancer cisplatin response gene expression signature.

  PMID 37076665 · PMC10115855 · NPJ precision oncology · 2023 · 8 claims · 8 setups

  Has reproduction · 50

  A convergent-phenotype-based seed gene/co-expression method can extract consensus gene expression signatures predictive of response to chemotherapeutic drugs in the GDSC database

  epithelial-based tcga gdsc muscle-invasive differential co-expression signature

• Multi-omics analyses identify mannose phosphate isomerase-centered hypoxia-induced angiogenesis signature in colorectal cancer.

  PMID 41204349 · PMC12595641 · Journal of translational medicine · 2025 · 8 claims · 8 setups

  Has reproduction · 61

  Twelve HIA-related genes were identified that are transcriptionally activated by HIF1A/HIF2A and functionally implicated in angiogenesis in CRC

  hct116 crc tumor chip-seq bulk single

• Gene Set Enrichment Analysis Reveals Individual Variability in Host Responses in Tuberculosis Patients.

  PMID 34421903 · PMC8375662 · Frontiers in immunology · 2021 · 8 claims · 8 setups

  Has reproduction · 71

  TB patients show substantial individual variability in the intensity of hallmark IFN responses, as well as in complement system, metabolic, and other pathway responses.

  blood cynomolgus external gene differential principal

• 5-methylcytosine RNA modification regulators-based patterns and features of immune microenvironment in acute myeloid leukemia.

  PMID 38277218 · PMC10911375 · Aging · 2024 · 8 claims · 8 setups

  Has reproduction · 93

  m5C regulators are differentially expressed between AML and normal samples and correlate with AML prognosis

  tcga aml gse12417 bulk mutation methylation

• Integrative analysis reveals chemokines CCL2 and CXCL5 mediated shear stress-induced aortic dissection formation.

  PMID 38163105 · PMC10757018 · Heliyon · 2024 · 8 claims · 8 setups

  Has reproduction · 75

  Integration of three AD RNA-seq datasets identifies 150 common DEGs (100 down-regulated, 50 up-regulated) enriched for blood vessel morphogenesis, muscle structure/tissue development, and chemotaxis.

  aortic gene computational normalized bulk ppi connectivity

• BRCA1 mutations in southern England.

  PMID 9649133 · PMC2150412 · British journal of cancer · 1998 · 7 claims · 4 setups

  Full-text index only

  Early age of onset combined with a strong family history is the most effective selection criterion for detecting BRCA1 mutations, more so than bilaterality alone

  genomic pcr clinical heteroduplex sequencing pcr

• 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

• 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

• Chromosome alterations and E-cadherin gene mutations in human lobular breast cancer.

  PMID 10584868 · PMC2374316 · British journal of cancer · 1999 · 8 claims · 5 setups

  Full-text index only

  LOH at chromosome 16q21-q22.1 occurs in 100% of informative lobular breast tumours, the highest frequency of any region tested

  lobular pcr loh loh pcr-sscp sequencing

• Fucosylated glycoproteins as markers of liver disease.

  PMID 19126969 · PMC3827789 · Disease markers · 2008 · 8 claims · 6 setups

  Full-text index only

  Core alpha 1,6-linked fucosylation of AFP (AFP-L3) is increased in HCC and is a more specific marker of HCC than total AFP

  afp pooled larger igg lectin fucose-specific immunoblot

• RNA-Seq transcriptome profiling identifies CRISPLD2 as a glucocorticoid responsive gene that modulates cytokine function in airway smooth muscle cells.

  PMID 24926665 · PMC4057123 · PloS one · 2014 · 8 claims · 8 setups

  Has reproduction · 87

  Dexamethasone treatment (1 µM, 18 h) of primary human ASM cells differentially regulates 316 genes, including both known and previously uninvestigated glucocorticoid-responsive genes.

  airway asm most single rna-seq quantitative qrt-pcr

• Novel transglutaminase-1 mutations and genotype-phenotype investigations of 104 patients with autosomal recessive congenital ichthyosis in the USA.

  PMID 18948357 · PMC3044481 · Journal of medical genetics · 2009 · 8 claims · 6 setups

  Full-text index only

  TGM1 germline mutations were identified in 55% (57/104) of patients with ARCI

  arci unrelated dog direct sequence blast

• CanSig Benchmarks Methods for Reproducible Cancer Cell State Discovery from Single-Cell Transcriptomic Data.

  PMID 41231245 · PMC13053056 · Cancer research · 2026 · 7 claims · 7 setups

  Full-text index only

  CanSig is a comprehensive benchmarking tool for evaluating computational methods that identify shared transcriptional signatures in cancer from scRNA-seq data

  neftel kim scrna-seq same scrna-seq ground-truth robustness