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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Optimality driven nearest centroid classification from genomic data.
PMID 17912341 · PMC1991588 · PloS one · 2007 · 7 claims · 5 setups
A theoretical result determines the subset of features of a given size that minimizes the misclassification rate for a nearest-centroid (LDA) classifier, based on equation (4).
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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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Association testing of novel type 2 diabetes risk alleles in the JAZF1, CDC123/CAMK1D, TSPAN8, THADA, ADAMTS9, and NOTCH2 loci with insulin release, insulin sensitivity, and obesity in a population-based sample of 4,516 glucose-tolerant middle-aged Danes.
PMID 18567820 · PMC2518507 · Diabetes · 2008 · 8 claims · 5 setups
CDC123/CAMK1D rs12779790 risk allele (homozygous) is associated with decreased insulinogenic index, corrected insulin response (CIR), and AUC-insulin/AUC-glucose ratio, indicating impaired insulin release
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Has reproduction · 89
Graph Random Forest: A Graph Embedded Algorithm for Identifying Highly Connected Important Features.
PMID 37509188 · PMC10377046 · Biomolecules · 2023 · 8 claims · 3 setups
Graph Random Forest (GRF) embeds graph/network information directly into the decision-tree building process by splitting on features in the k-hop neighborhood of a data-driven head-splitting node.
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Has reproduction · 87
Identification of a novel lncRNA prognostic signature and analysis of functional lncRNA AC115619.1 in hepatocellular carcinoma.
PMID 37614318 · PMC10442647 · Frontiers in pharmacology · 2023 · 8 claims · 8 setups
A six-lncRNA prognostic signature (LINC02428, LINC02163, AC008549.1, AC115619.1, CASC9, LINC02362) predicts overall survival in HCC patients
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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
Presence of p53 gene abnormalities is associated with shorter disease-free survival in stage I lung adenocarcinoma
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Identification of HLA-DRPhebeta47 as the susceptibility marker of hypersensitivity to beryllium in individuals lacking the berylliosis-associated supratypic marker HLA-DPGlubeta69.
PMID 16098233 · PMC1198259 · Respiratory research · 2005 · 7 claims · 4 setups
HLA-DPGlu69 is the primary marker of Be-hypersensitivity, present at higher frequency in berylliosis patients than in Be-sensitized subjects and Be-exposed controls
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Genetic and epigenetic changes in primary metastatic and nonmetastatic colorectal cancer.
PMID 16969349 · PMC2360724 · British journal of cancer · 2006 · 8 claims · 8 setups
K-Ras codon 12 mutations are significantly associated with metastatic (M+) CRC
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The CYP2J2 G-50T polymorphism and myocardial infarction in patients with cardiovascular risk profile.
PMID 19105833 · PMC2626571 · BMC cardiovascular disorders · 2008 · 7 claims · 4 setups
T-allele carriers of the CYP2J2 G-50T polymorphism had significantly more myocardial infarctions than G/G carriers in univariate analysis (21.6% vs 13.7%, p=0.026)
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Unravelling the hidden heterogeneities of diffuse large B-cell lymphoma based on coupled two-way clustering.
PMID 17888167 · PMC2082044 · BMC genomics · 2007 · 8 claims · 6 setups
A proposed coupled two-way clustering (CTWC/SPC) method combined with a GO-based functional concept consistency score can identify compact, robust gene subsets that define clinically meaningful DLBCL subtypes
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Has reproduction · 71
Artificial intelligence-guided discovery of gastric cancer continuum.
PMID 36692601 · PMC9871434 · Gastric cancer : official journal of the International Gastric Cancer Association and the Japanese Gastric Cancer Association · 2023 · 8 claims · 8 setups
A Boolean implication network built from GSE66229 yields a GC-BoNE gene signature (Boolean paths C#11-2-4-14 and C#7-13-14) that classifies tumor vs normal/adjacent-normal gastric samples