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 · 59
Downregulation of Splicing Factor PTBP1 Curtails FBXO5 Expression to Promote Cellular Senescence in Lung Adenocarcinoma.
PMID 39057099 · PMC11276454 · Current issues in molecular biology · 2024 · 8 claims · 8 setups
PTBP1 is significantly upregulated across multiple cancer types including LUAD, and higher PTBP1 levels are associated with worse LUAD patient survival
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Has reproduction · 100
Proneural-mesenchymal antagonism dominates the patterns of phenotypic heterogeneity in glioblastoma.
PMID 38433919 · PMC10905000 · iScience · 2024 · 8 claims · 8 setups
The four proposed GBM molecular subtypes (Proneural, Neural, Classical, Mesenchymal / NPC-like, OPC-like, AC-like, MES-like) are not mutually exclusive or independent of one another
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Has reproduction · 59
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
NSCLC samples can be classified into two molecular subtypes (C1 and C2) based on hypoxia-related gene expression via consensus clustering
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Has reproduction · 61
miEAA 2.0: integrating multi-species microRNA enrichment analysis and workflow management systems.
PMID 32374865 · PMC7319446 · Nucleic acids research · 2020 · 8 claims · 5 setups
miEAA 2.0 extends miRNA enrichment analysis to ten species (previously only Homo sapiens), accepting both precursor and mature miRNA input.
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Has reproduction · 48
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
A colon cancer subtype with CD8Ahigh IDO1high tumors shows the worst survival despite high CD8 T cell infiltrates
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Has reproduction · 50
Wx: a neural network-based feature selection algorithm for transcriptomic data.
PMID 31324856 · PMC6642261 · Scientific reports · 2019 · 8 claims · 8 setups
The Wx algorithm ranks genes using a DI score reflecting each gene's classification power for distinguishing two groups.
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Has reproduction · 51
Construction and Validation of an Immune Infiltration-Related Gene Signature for the Prediction of Prognosis and Therapeutic Response in Breast Cancer.
PMID 33986754 · PMC8110914 · Frontiers in immunology · 2021 · 7 claims · 8 setups
A higher immune infiltration-related risk score (IRS) indicates worse prognosis and lower sensitivity to immunotherapy in breast cancer patients
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Has reproduction · 83
Multiomic machine learning on lactylation for molecular typing and prognosis of lung adenocarcinoma.
PMID 39856156 · PMC11760357 · Scientific reports · 2025 · 8 claims · 8 setups
Ten multiomics clustering algorithms identify two distinct lactylation cancer subtypes (CS1 and CS2) in LUAD
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Has reproduction · 71
Assessment tool based on fatty acid metabolic signatures for predicting the prognosis and treatment response in bladder cancer.
PMID 38076064 · PMC10703629 · Heliyon · 2023 · 8 claims · 8 setups
Consensus clustering of prognosis-related fatty acid metabolism genes (FAMGs) identifies three molecular subtypes of BLCA (FAMC1, FAMC2, FAMC3) with distinct prognoses and tumor microenvironments
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Has reproduction · 88
Constructing an APOBEC-related gene signature with predictive value in the overall survival and therapeutic sensitivity in lung adenocarcinoma.
PMID 37954334 · PMC10637964 · Heliyon · 2023 · 8 claims · 8 setups
APOBEC family genes are differentially expressed across cancer types and tissues, with APOBEC3B being the most aberrantly upregulated gene in most cancers including LUAD
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Has reproduction · 77
Metabolic reprogramming and prognostic insights in molecular landscapes driven by glycolysis in ovarian cancer.
PMID 40707588 · PMC12290113 · Scientific reports · 2025 · 7 claims · 8 setups
457 differentially expressed GRGs were identified between OC and normal ovarian tissue, of which 30 were significantly associated with prognosis
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Full-text index only
Holliday junction recognition protein (HJURP) could reflect the clinical outcomes of lung adenocarcinoma patients, and impact the choice of precision therapy.
PMID 39649097 · PMC11621083 · Frontiers in genetics · 2024 · 7 claims · 8 setups
HJURP is a significant prognostic biomarker in LUAD, with high expression associated with increased risk of overall survival death across four independent cohorts
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Has reproduction
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
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.
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Has reproduction · 73
A gene signature related to programmed cell death to predict immunotherapy response and prognosis in colon adenocarcinoma.
PMID 39950044 · PMC11823652 · PeerJ · 2025 · 8 claims · 8 setups
COAD patients can be divided into two molecular subtypes (S1, S2) based on 21 prognostic PCD-related genes, with S1 showing worse prognosis and immunosuppressive microenvironment, S2 showing better prognosis and stronger anti-tumor immunity
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Has reproduction · 84
Elucidating the Prognostic and Therapeutic Implications of Insulin Resistance Genes in Breast Cancer: A Machine Learning-Powered Analysis.
PMID 40427728 · PMC12109394 · Biology · 2025 · 8 claims · 8 setups
A seven-gene IRG prognostic signature (LIFR, EZR, TBC1D4, NSF, RPL5, SAA1, PGK1) predicts overall survival in breast cancer across training and four validation cohorts
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Has reproduction · 91
A reference profile-free deconvolution method to infer cancer cell-intrinsic subtypes and tumor-type-specific stromal profiles.
PMID 32111252 · PMC7049190 · Genome medicine · 2020 · 8 claims · 8 setups
DeClust is a reference-profile-free deconvolution method that incorporates molecular subtyping directly into the deconvolution process, outputting cohort-level cancer subtype and stromal reference profiles rather than per-individual profiles
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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 · 73
Comprehensive analysis of mitophagy in HPV-related head and neck squamous cell carcinoma.
PMID 37161060 · PMC10170109 · Scientific reports · 2023 · 8 claims · 8 setups
Mitophagy affects tumour development, immune cell infiltration, and prognosis in HPV-associated HNSCC
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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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Has reproduction · 95
Increased prevalence of hybrid epithelial/mesenchymal state and enhanced phenotypic heterogeneity in basal breast cancer.
PMID 38974967 · PMC11225361 · iScience · 2024 · 7 claims · 7 setups
Luminal breast cancer gene expression signature is closely/positively associated with an epithelial signature