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Dimensionality reduction by UMAP to visualize physical and genetic interactions

Open access
Dorrity, Michael W., Saunders, Lauren M., Queitsch, Christine, Fields, Stanley, Trapnell, Cole·2020·Nature Communications

Abstract

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 within well-characterized complexes. This approach is more sensitive than previous methods and should be broadly useful as additional transcriptome datasets become available for other organisms.

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Metadata

Authors
Dorrity, M. W., Saunders, L. M., Queitsch, C., Fields, S., & Trapnell, C.
Venue
Nature Communications
Published
2020-03-24
Volume
11
Issue
1
Pages
1537-1537
ISSN
2041-1723 (ISSN-L)
OpenAlex
W3014040695
Cited by
242
References
8
FWCI
9.47
Type
journal article
Language
en
Open access
gold

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