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signatureSearch: environment for gene expression signature searching and functional interpretation

signatureSearch is an R/Bioconductor package that integrates a suite of existing and novel algorithms into an analysis environment for gene expression signature (GES) searching combined with functional enrichment analysis (FEA) and visualization methods to facilitate the interpretation of the search...

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Detalles Bibliográficos
Autores principales: Duan, Yuzhu, Evans, Daniel S, Miller, Richard A, Schork, Nicholas J, Cummings, Steven R, Girke, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7708038/
https://www.ncbi.nlm.nih.gov/pubmed/33068417
http://dx.doi.org/10.1093/nar/gkaa878
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author Duan, Yuzhu
Evans, Daniel S
Miller, Richard A
Schork, Nicholas J
Cummings, Steven R
Girke, Thomas
author_facet Duan, Yuzhu
Evans, Daniel S
Miller, Richard A
Schork, Nicholas J
Cummings, Steven R
Girke, Thomas
author_sort Duan, Yuzhu
collection PubMed
description signatureSearch is an R/Bioconductor package that integrates a suite of existing and novel algorithms into an analysis environment for gene expression signature (GES) searching combined with functional enrichment analysis (FEA) and visualization methods to facilitate the interpretation of the search results. In a typical GES search (GESS), a query GES is searched against a database of GESs obtained from large numbers of measurements, such as different genetic backgrounds, disease states and drug perturbations. Database matches sharing correlated signatures with the query indicate related cellular responses frequently governed by connected mechanisms, such as drugs mimicking the expression responses of a disease. To identify which processes are predominantly modulated in the GESS results, we developed specialized FEA methods combined with drug-target network visualization tools. The provided analysis tools are useful for studying the effects of genetic, chemical and environmental perturbations on biological systems, as well as searching single cell GES databases to identify novel network connections or cell types. The signatureSearch software is unique in that it provides access to an integrated environment for GESS/FEA routines that includes several novel search and enrichment methods, efficient data structures, and access to pre-built GES databases, and allowing users to work with custom databases.
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spelling pubmed-77080382020-12-07 signatureSearch: environment for gene expression signature searching and functional interpretation Duan, Yuzhu Evans, Daniel S Miller, Richard A Schork, Nicholas J Cummings, Steven R Girke, Thomas Nucleic Acids Res Methods Online signatureSearch is an R/Bioconductor package that integrates a suite of existing and novel algorithms into an analysis environment for gene expression signature (GES) searching combined with functional enrichment analysis (FEA) and visualization methods to facilitate the interpretation of the search results. In a typical GES search (GESS), a query GES is searched against a database of GESs obtained from large numbers of measurements, such as different genetic backgrounds, disease states and drug perturbations. Database matches sharing correlated signatures with the query indicate related cellular responses frequently governed by connected mechanisms, such as drugs mimicking the expression responses of a disease. To identify which processes are predominantly modulated in the GESS results, we developed specialized FEA methods combined with drug-target network visualization tools. The provided analysis tools are useful for studying the effects of genetic, chemical and environmental perturbations on biological systems, as well as searching single cell GES databases to identify novel network connections or cell types. The signatureSearch software is unique in that it provides access to an integrated environment for GESS/FEA routines that includes several novel search and enrichment methods, efficient data structures, and access to pre-built GES databases, and allowing users to work with custom databases. Oxford University Press 2020-10-17 /pmc/articles/PMC7708038/ /pubmed/33068417 http://dx.doi.org/10.1093/nar/gkaa878 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research. http://creativecommons.org/licenses/by/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Methods Online
Duan, Yuzhu
Evans, Daniel S
Miller, Richard A
Schork, Nicholas J
Cummings, Steven R
Girke, Thomas
signatureSearch: environment for gene expression signature searching and functional interpretation
title signatureSearch: environment for gene expression signature searching and functional interpretation
title_full signatureSearch: environment for gene expression signature searching and functional interpretation
title_fullStr signatureSearch: environment for gene expression signature searching and functional interpretation
title_full_unstemmed signatureSearch: environment for gene expression signature searching and functional interpretation
title_short signatureSearch: environment for gene expression signature searching and functional interpretation
title_sort signaturesearch: environment for gene expression signature searching and functional interpretation
topic Methods Online
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7708038/
https://www.ncbi.nlm.nih.gov/pubmed/33068417
http://dx.doi.org/10.1093/nar/gkaa878
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