Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Kankainen, Matti, Holm, Liisa
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2005
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
_version_ 1782124385122910208
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
work_keys_str_mv AT kankainenmatti pocodiscoveryofregulatorypatternsfrompromotersofoppositelyexpressedgenesets
AT holmliisa pocodiscoveryofregulatorypatternsfrompromotersofoppositelyexpressedgenesets