Dimensionality reduction by UMAP to visualize physical and genetic interactions

Dimensionality reduction is often used to visualize expression profiling data in order to find relationships among cells. Here, the authors use Uniform Manifold Approximation and Projection (UMAP) on published expression data of gene deletions of S. cerevisiae to find novel protein interactions.

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Autores principales: Michael W. Dorrity, Lauren M. Saunders, Christine Queitsch, Stanley Fields, Cole Trapnell
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Lenguaje:EN
Publicado: Nature Portfolio 2020
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Acceso en línea:https://doaj.org/article/a0311ead30404d9aa682e166ed1e7d83
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spelling oai:doaj.org-article:a0311ead30404d9aa682e166ed1e7d832021-12-02T14:40:29ZDimensionality reduction by UMAP to visualize physical and genetic interactions10.1038/s41467-020-15351-42041-1723https://doaj.org/article/a0311ead30404d9aa682e166ed1e7d832020-03-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-15351-4https://doaj.org/toc/2041-1723Dimensionality reduction is often used to visualize expression profiling data in order to find relationships among cells. Here, the authors use Uniform Manifold Approximation and Projection (UMAP) on published expression data of gene deletions of S. cerevisiae to find novel protein interactions.Michael W. DorrityLauren M. SaundersChristine QueitschStanley FieldsCole TrapnellNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-6 (2020)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Michael W. Dorrity
Lauren M. Saunders
Christine Queitsch
Stanley Fields
Cole Trapnell
Dimensionality reduction by UMAP to visualize physical and genetic interactions
description Dimensionality reduction is often used to visualize expression profiling data in order to find relationships among cells. Here, the authors use Uniform Manifold Approximation and Projection (UMAP) on published expression data of gene deletions of S. cerevisiae to find novel protein interactions.
format article
author Michael W. Dorrity
Lauren M. Saunders
Christine Queitsch
Stanley Fields
Cole Trapnell
author_facet Michael W. Dorrity
Lauren M. Saunders
Christine Queitsch
Stanley Fields
Cole Trapnell
author_sort Michael W. Dorrity
title Dimensionality reduction by UMAP to visualize physical and genetic interactions
title_short Dimensionality reduction by UMAP to visualize physical and genetic interactions
title_full Dimensionality reduction by UMAP to visualize physical and genetic interactions
title_fullStr Dimensionality reduction by UMAP to visualize physical and genetic interactions
title_full_unstemmed Dimensionality reduction by UMAP to visualize physical and genetic interactions
title_sort dimensionality reduction by umap to visualize physical and genetic interactions
publisher Nature Portfolio
publishDate 2020
url https://doaj.org/article/a0311ead30404d9aa682e166ed1e7d83
work_keys_str_mv AT michaelwdorrity dimensionalityreductionbyumaptovisualizephysicalandgeneticinteractions
AT laurenmsaunders dimensionalityreductionbyumaptovisualizephysicalandgeneticinteractions
AT christinequeitsch dimensionalityreductionbyumaptovisualizephysicalandgeneticinteractions
AT stanleyfields dimensionalityreductionbyumaptovisualizephysicalandgeneticinteractions
AT coletrapnell dimensionalityreductionbyumaptovisualizephysicalandgeneticinteractions
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