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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
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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. |
format | Online Article Text |
id | pubmed-7708038 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
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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