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 · 65
A urine extracellular vesicle lncRNA classifier for high-grade prostate cancer and increased risk of progression: A multi-center study.
PMID 37852185 · PMC10591064 · Cell reports. Medicine · 2023 · 8 claims · 8 setups
A 3-lncRNA urine extracellular vesicle classifier (Clnc: AC015987.1, CTD-2589M5.4, RP11-363E6.3) detects high-grade PCa with higher accuracy than PCA3, mpMRI, PCPT-RC 2.0, and ERSPC-RC
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Interpretation of genomic data: questions and answers.
PMID 18582627 · PMC2528831 · Seminars in hematology · 2008 · 8 claims · 6 setups
The main challenge in using genomic technology in cancer research is not managing the volume of data but the proper design, analysis, and reporting of studies.
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Has reproduction · 59
Refining breast cancer biomarker discovery and drug targeting through an advanced data-driven approach.
PMID 38253993 · PMC10810249 · BMC bioinformatics · 2024 · 8 claims · 8 setups
The BGWO_SA_Ens algorithm (hybrid BGWO + simulated annealing with an ensemble classifier objective function) selects predictive breast cancer biomarker genes with high classification performance
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Has reproduction · 84
AI-assisted discovery of an ethnicity-influenced driver of cell transformation in esophageal and gastroesophageal junction adenocarcinomas.
PMID 36134663 · PMC9675486 · JCI insight · 2022 · 8 claims · 8 setups
An AI-guided Boolean network approach (BoNE) models transcriptomic continuum states of normal esophagus, BE, and EAC to derive classifier gene signatures
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Has reproduction · 68
Molecular subtype of recurrent implantation failure reveals distinct endometrial etiology of female infertility.
PMID 40660214 · PMC12257665 · Journal of translational medicine · 2025 · 8 claims · 8 setups
RIF endometrial samples segregate into two reproducible molecular subtypes: an immune-driven subtype (RIF-I) and a metabolic-driven subtype (RIF-M)
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A non-parametric meta-analysis approach for combining independent microarray datasets: application using two microarray datasets pertaining to chronic allograft nephropathy.
PMID 18302764 · PMC2276496 · BMC genomics · 2008 · 8 claims · 6 setups
A novel non-parametric meta-analysis approach for combining independent microarray datasets is presented, requiring no distributional assumptions and being logically intuitive.
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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.
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Has reproduction · 67
Integrative analyses reveal signaling pathways underlying familial breast cancer susceptibility.
PMID 26969729 · PMC4812528 · Molecular systems biology · 2016 · 7 claims · 6 setups
Cell adhesion (cell-cell and cell-ECM) pathways are significantly and consistently dysregulated in women who develop familial breast cancer across multiple omic data types and tissues.
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Mutation of ERBB2 provides a novel alternative mechanism for the ubiquitous activation of RAS-MAPK in ovarian serous low malignant potential tumors.
PMID 19010816 · PMC6953412 · Molecular cancer research : MCR · 2008 · 8 claims · 8 setups
Activating RAS-MAPK pathway mutations are present in >70% of serous LMP tumors versus ~12.5% of serous ovarian carcinomas
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Cardiovascular genetic medicine: genomic assessment of prognosis and diagnosis in patients with cardiomyopathy and heart failure.
PMID 20559924 · PMC4745893 · Journal of cardiovascular translational research · 2008 · 8 claims · 6 setups
Molecular signature analysis (MSA) uses machine-learning/classification methods (e.g., PAM/nearest shrunken centroids) on gene expression patterns to classify samples by phenotype for diagnosis, prognosis, or therapy response.
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High-resolution aCGH and expression profiling identifies a novel genomic subtype of ER negative breast cancer.
PMID 17925008 · PMC2246289 · Genome biology · 2007 · 7 claims · 8 setups
A novel subtype of high-grade ER-negative breast cancer exists, characterized by a low genomic instability index (GII)