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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Supervised learning-based tagSNP selection for genome-wide disease classifications.
PMID 18366619 · PMC2386071 · BMC genomics · 2008 · 7 claims · 2 setups
SRFA (Supervised Recursive Feature Addition) is a novel feature selection method combining supervised learning and statistical redundancy measures for SNP selection
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Nutrigenomics in cardiovascular medicine.
PMID 20031645 · PMC2810265 · Circulation. Cardiovascular genetics · 2009 · 8 claims · 8 setups
The main problem facing Nutrigenomics is the lack of replication of initially reported gene-diet interactions, which precludes their present application in CVD prevention and treatment.
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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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Genome Wide Association Studies: identifying the genes that determine the risk of abdominal aortic aneurysm.
PMID 18621558 · PMC2697027 · European journal of vascular and endovascular surgery : the official journal of the European Society for Vascular Surgery · 2008 · 8 claims · 3 setups
AAA has a strong genetic component, with up to ten-fold increased risk in first-degree relatives of affected individuals
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Isolated populations and complex disease gene identification.
PMID 18771588 · PMC2575505 · Genome biology · 2008 · 8 claims · 5 setups
Isolated/founder populations are useful for identifying genes underlying common complex diseases, not just rare monogenic diseases.
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Has reproduction · 81
SEMdag: Fast learning of Directed Acyclic Graphs via node or layer ordering.
PMID 39775401 · PMC11709272 · PloS one · 2025 · 8 claims · 5 setups
SEMdag() is a two-step order-based algorithm for fast learning of high-dimensional linear SEMs, using knowledge-based (KB) or data-driven bottom-up (BU) node/layer ordering followed by penalized (L1) DAG estimation
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The future is genome-wide.
PMID 16934105 · PMC1779592 · Genome biology · 2006 · 8 claims · 8 setups
Noncoding SNPs near NRG1 associated with schizophrenia likely act by influencing NRG1 expression level
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Update of the G2D tool for prioritization of gene candidates to inherited diseases.
PMID 17478516 · PMC1933178 · Nucleic acids research · 2007 · 8 claims · 4 setups
G2D is a web server that prioritizes candidate genes for inherited diseases using three distinct algorithms based on different input information.
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Prospective health care: the second transformation of medicine.
PMID 16522218 · PMC1431721 · Genome biology · 2006 · 8 claims · 7 setups
Predictive biomarkers (genomic, proteomic, metabolomic) will enable quantification of disease risk and anticipation of onset before pathological damage occurs.
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Has reproduction · 95
Mouse-Geneformer: A deep learning model for mouse single-cell transcriptome and its cross-species utility.
PMID 40106407 · PMC11964219 · PLoS genetics · 2025 · 7 claims · 6 setups
Mouse-Geneformer, a Transformer Encoder model pre-trained via masked-token self-supervised learning on mouse-Genecorpus-20M, was successfully constructed following the original human Geneformer architecture.
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Has reproduction · 89
Identification of potential therapeutic targets for nonischemic cardiomyopathy in European ancestry: an integrated multiomics analysis.
PMID 39267096 · PMC11396958 · Cardiovascular diabetology · 2024 · 8 claims · 7 setups
Two-sample MR analysis identified 255 circulating plasma proteins associated with NISCM