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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Non-linear mapping for exploratory data analysis in functional genomics.
PMID 15661072 · PMC548129 · BMC bioinformatics · 2005 · 8 claims · 8 setups
A relaxation method for non-linear mapping adapts one pair of points per step rather than all points at once, and was originally shown by Chang and Lee to outperform Sammon's mapping in cluster detection effectiveness and computational efficiency.
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Has reproduction · 84
An NMF-Based Methodology for Selecting Biomarkers in the Landscape of Genes of Heterogeneous Cancer-Associated Fibroblast Populations.
PMID 32425511 · PMC7218276 · Bioinformatics and biology insights · 2020 · 8 claims · 6 setups
An integrated methodology combining nonnegative matrix factorization (NMF), the WebGestalt functional enrichment tool, and an ad hoc gene extraction procedure automatically identifies informative gene subsets from microarray data matrices that differ in number of genes (rows) and patients (columns)