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POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets
Functionally associated genes tend to be co-expressed, which indicates that they could also be co-regulated. Since co-regulation is usually governed by transcription factors via their specific binding elements, putative regulators can be identified from promoter sets of (co-expressed) genes by scree...
Autores principales: | , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2005
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1160228/ https://www.ncbi.nlm.nih.gov/pubmed/15980504 http://dx.doi.org/10.1093/nar/gki467 |
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author | Kankainen, Matti Holm, Liisa |
author_facet | Kankainen, Matti Holm, Liisa |
author_sort | Kankainen, Matti |
collection | PubMed |
description | Functionally associated genes tend to be co-expressed, which indicates that they could also be co-regulated. Since co-regulation is usually governed by transcription factors via their specific binding elements, putative regulators can be identified from promoter sets of (co-expressed) genes by screening for over-represented nucleotide patterns. Here, we present a program, POCO, which discovers such over-represented patterns from either one or two promoter sets. Typical microarray experiments yield up- and down-regulated gene sets that may represent, for example, distinct defense pathways. Assuming that a functional transcription factor cannot simultaneously both up- and down-regulate the gene sets, its binding element should respectively be over- and under-represented in the corresponding promoter sets. This idea is implemented in POCO, which tests the hypothesis that the distributions of a pattern differ among three sets of promoters: up-regulated, down-regulated and randomly-chosen. In the program, pattern discovery is based on explicit enumeration of all possible patterns on the alphabet (A, C, G, T and N). The mean occurrences and SDs of the patterns are estimated using bootstrapping and their significance is assessed using ANOVA F-statistics, Tukey's honestly significantly difference test and P-values. The program is freely available at . |
format | Text |
id | pubmed-1160228 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2005 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-11602282005-06-29 POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets Kankainen, Matti Holm, Liisa Nucleic Acids Res Article Functionally associated genes tend to be co-expressed, which indicates that they could also be co-regulated. Since co-regulation is usually governed by transcription factors via their specific binding elements, putative regulators can be identified from promoter sets of (co-expressed) genes by screening for over-represented nucleotide patterns. Here, we present a program, POCO, which discovers such over-represented patterns from either one or two promoter sets. Typical microarray experiments yield up- and down-regulated gene sets that may represent, for example, distinct defense pathways. Assuming that a functional transcription factor cannot simultaneously both up- and down-regulate the gene sets, its binding element should respectively be over- and under-represented in the corresponding promoter sets. This idea is implemented in POCO, which tests the hypothesis that the distributions of a pattern differ among three sets of promoters: up-regulated, down-regulated and randomly-chosen. In the program, pattern discovery is based on explicit enumeration of all possible patterns on the alphabet (A, C, G, T and N). The mean occurrences and SDs of the patterns are estimated using bootstrapping and their significance is assessed using ANOVA F-statistics, Tukey's honestly significantly difference test and P-values. The program is freely available at . Oxford University Press 2005-07-01 2005-06-27 /pmc/articles/PMC1160228/ /pubmed/15980504 http://dx.doi.org/10.1093/nar/gki467 Text en © The Author 2005. Published by Oxford University Press. All rights reserved |
spellingShingle | Article Kankainen, Matti Holm, Liisa POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title | POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title_full | POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title_fullStr | POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title_full_unstemmed | POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title_short | POCO: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
title_sort | poco: discovery of regulatory patterns from promoters of oppositely expressed gene sets |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1160228/ https://www.ncbi.nlm.nih.gov/pubmed/15980504 http://dx.doi.org/10.1093/nar/gki467 |
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