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).
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Has reproduction · 78
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
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
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Has reproduction · 63
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
Clustering of 31 CAFs genes across 868 HNSCC samples identifies two distinct molecular patterns (C1, C2) with different survival outcomes
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Methods for genome-wide analysis of DNA methylation in intestinal tumors.
PMID 19854208 · PMC2891386 · Mutation research · 2010 · 8 claims · 8 setups
Aberrant DNA methylation, including CpG island hypermethylation of tumor suppressors and genome-wide hypomethylation, is strongly linked to the origin and progression of colorectal cancer.
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Has reproduction · 100
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
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.
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Has reproduction · 75
Stage-stratified molecular profiling of non-muscle-invasive bladder cancer enhances biological, clinical, and therapeutic insight.
PMID 35028613 · PMC8714941 · Cell reports. Medicine · 2021 · 8 claims · 8 setups
Stage-stratified molecular subclassification (analyzing Ta and T1 separately) is more biologically and clinically informative than subtypes derived from all NMIBC combined, especially for T1 tumors.
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Has reproduction · 42
Machine learning-based identification of biomarkers and drugs in immunologically cold and hot pancreatic adenocarcinomas.
PMID 39152432 · PMC11328457 · Journal of translational medicine · 2024 · 7 claims · 8 setups
PAAD tumors can be consensus-clustered into immunologically hot and cold subtypes based on CIBERSORT-derived immune cell fractions, with significantly different survival outcomes.
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Has reproduction · 50
Interaction between SNAI2 and MYOD enhances oncogenesis and suppresses differentiation in Fusion Negative Rhabdomyosarcoma.
PMID 33420019 · PMC7794422 · Nature communications · 2021 · 8 claims · 8 setups
SNAI2 is highly expressed in FN-RMS tumors and cell lines compared to normal tissue
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Mutational analysis of the p53 and K-ras genes and allelotype study of the Rb-1 gene for investigating the pathogenesis of combined hapatocellular-cholangiocellular carcinomas.
PMID 8957064 · PMC5921002 · Japanese journal of cancer research : Gann · 1996 · 6 claims · 4 setups
Both components of combined hepatocellular-cholangiocellular carcinoma share the same genetic and phenotypic character and may arise from the same origin in some cases
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A comprehensive sensitivity analysis of microarray breast cancer classification under feature variability.
PMID 19941644 · PMC2789744 · BMC bioinformatics · 2009 · 7 claims · 4 setups
Feature variability strongly influences breast cancer signature composition even when array platform and patient stratification are identical.
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Has reproduction · 81
Deubiquitination enzyme USP35 negatively regulates MAVS signaling to inhibit anti-tumor immunity.
PMID 40016186 · PMC11868397 · Cell death & disease · 2025 · 8 claims · 8 setups
USP35 interacts with MAVS and removes its K63-linked polyubiquitin chains, inhibiting viral-induced MAVS-TBK1-IRF3 activation and downstream inflammatory gene expression
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Re-evaluating early breast neoplasia.
PMID 18279539 · PMC2374963 · Breast cancer research : BCR · 2008 · 8 claims · 7 setups
The classic single linear model of breast cancer progression requires revision based on high-throughput molecular genetic and gene expression data.
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Expression genomics in breast cancer research: microarrays at the crossroads of biology and medicine.
PMID 17397520 · PMC1868923 · Breast cancer research : BCR · 2007 · 8 claims · 8 setups
Genome-wide expression microarray studies reveal transcriptional networks/signatures that explain breast cancer biological and clinical heterogeneity
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Has reproduction · 50
Integrative analysis of transcriptomic data reveals a predictive gene signature for chemoradiotherapy response in rectal cancer.
PMID 41550766 · PMC12803930 · iScience · 2026 · 8 claims · 8 setups
A 186-gene signature predictive of nCRT response was derived from integrating six GEO transcriptomic datasets using machine learning.
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Has reproduction · 84
DeepProg: an ensemble of deep-learning and machine-learning models for prognosis prediction using multi-omics data.
PMID 34261540 · PMC8281595 · Genome medicine · 2021 · 8 claims · 7 setups
DeepProg is a novel ensemble framework of deep-learning and machine-learning approaches that robustly predicts patient survival subtypes using multi-omics data
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Has reproduction · 84
Single-cell protein activity analysis reveals aberrant myogenesis and IGF2-PI3K pathway dependencies in MYOD1-mutant rhabdomyosarcoma.
PMID 41758938 · PMC12947870 · Science advances · 2026 · 8 claims · 8 setups
MYOD1 L122R-mutant SRMS tumors contain three coexisting, conserved cell states (progenitor, transition, differentiated) reflecting aberrant myogenic differentiation
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CanPredict: a computational tool for predicting cancer-associated missense mutations.
PMID 17537827 · PMC1933186 · Nucleic acids research · 2007 · 8 claims · 7 setups
CanPredict is a web application providing public access to a random forest classifier that combines SIFT, LogR.E-value, and GOSS scores to predict whether a missense mutation is cancer-associated
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Prostate cancer genomics: towards a new understanding.
PMID 19104501 · PMC2721916 · Nature reviews. Genetics · 2009 · 8 claims · 8 setups
Multiple GWAS have identified over a dozen replicated germline SNPs each associated with a modest increase in prostate cancer risk
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The genomic analysis of lactic acidosis and acidosis response in human cancers.
PMID 19057672 · PMC2585811 · PLoS genetics · 2008 · 8 claims · 8 setups
Lactic acidosis and hypoxia induce largely distinct gene expression programs in HMECs, with lactic acidosis producing a much larger and more dramatic response
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Improving melanoma classification by integrating genetic and morphologic features.
PMID 18532874 · PMC2408611 · PLoS medicine · 2008 · 7 claims · 5 setups
BRAF-mutant melanomas show distinct morphological features (upward migration and nesting of intraepidermal melanocytes, epidermal thickening, sharper lateral demarcation, larger/rounder/more pigmented tumor cells) compared to non-mutant melanomas
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Cross species genomic analysis identifies a mouse model as undifferentiated pleomorphic sarcoma/malignant fibrous histiocytoma.
PMID 19956606 · PMC2779485 · PloS one · 2009 · 8 claims · 7 setups
A 100-gene signature from LSL-KrasG12D;Trp53Flox/Flox mouse sarcomas (vs normal muscle) is specifically and significantly enriched in human MFH but not other soft tissue sarcoma subtypes across three independent human datasets.