Article
Dimensionality reduction by UMAP to visualize physical and genetic interactions.
Nature communications - 24 Mar 2020
Dorrity Michael W, Saunders Lauren M, Queitsch Christine, Fields Stanley, Trapnell Cole
Abstract excerpt
Dimensionality reduction is often used to visualize complex expression profiling data. Here, we use the Uniform Manifold Approximation and Projection (UMAP) method on published transcript profiles of 1484 single gene deletions of Saccharomyces cerevisiae. Proximity in low-dimensional UMAP space identifies groups of genes that correspond to protein complexes and pathways, and finds novel protein interactions, even...
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