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Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation

Genes co-expressed may be under similar promoter-based and/or position-based regulation. Although data on expression, position and function of human genes are available, their true integration still represents a challenge for computational biology, hampering the identification of regulatory mechanis...

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Autores principales: Coppe, Alessandro, Ferrari, Francesco, Bisognin, Andrea, Danieli, Gian Antonio, Ferrari, Sergio, Bicciato, Silvio, Bortoluzzi, Stefania
Formato: Texto
Lenguaje:English
Publicado: Oxford University Press 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2632922/
https://www.ncbi.nlm.nih.gov/pubmed/19059999
http://dx.doi.org/10.1093/nar/gkn948
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author Coppe, Alessandro
Ferrari, Francesco
Bisognin, Andrea
Danieli, Gian Antonio
Ferrari, Sergio
Bicciato, Silvio
Bortoluzzi, Stefania
author_facet Coppe, Alessandro
Ferrari, Francesco
Bisognin, Andrea
Danieli, Gian Antonio
Ferrari, Sergio
Bicciato, Silvio
Bortoluzzi, Stefania
author_sort Coppe, Alessandro
collection PubMed
description Genes co-expressed may be under similar promoter-based and/or position-based regulation. Although data on expression, position and function of human genes are available, their true integration still represents a challenge for computational biology, hampering the identification of regulatory mechanisms. We carried out an integrative analysis of genomic position, functional annotation and promoters of genes expressed in myeloid cells. Promoter analysis was conducted by a novel multi-step method for discovering putative regulatory elements, i.e. over-represented motifs, in a selected set of promoters, as compared with a background model. The combination of transcriptional, structural and functional data allowed the identification of sets of promoters pertaining to groups of genes co-expressed and co-localized in regions of the human genome. The application of motif discovery to 26 groups of genes co-expressed in myeloid cells differentiation and co-localized in the genome showed that there are more over-represented motifs in promoters of co-expressed and co-localized genes than in promoters of simply co-expressed genes (CEG). Motifs, which are similar to the binding sequences of known transcription factors, non-uniformly distributed along promoter sequences and/or occurring in highly co-expressed subset of genes were identified. Co-expressed and co-localized gene sets were grouped in two co-expressed genomic meta-regions, putatively representing functional domains of a high-level expression regulation.
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spelling pubmed-26329222009-03-04 Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation Coppe, Alessandro Ferrari, Francesco Bisognin, Andrea Danieli, Gian Antonio Ferrari, Sergio Bicciato, Silvio Bortoluzzi, Stefania Nucleic Acids Res Computational Biology Genes co-expressed may be under similar promoter-based and/or position-based regulation. Although data on expression, position and function of human genes are available, their true integration still represents a challenge for computational biology, hampering the identification of regulatory mechanisms. We carried out an integrative analysis of genomic position, functional annotation and promoters of genes expressed in myeloid cells. Promoter analysis was conducted by a novel multi-step method for discovering putative regulatory elements, i.e. over-represented motifs, in a selected set of promoters, as compared with a background model. The combination of transcriptional, structural and functional data allowed the identification of sets of promoters pertaining to groups of genes co-expressed and co-localized in regions of the human genome. The application of motif discovery to 26 groups of genes co-expressed in myeloid cells differentiation and co-localized in the genome showed that there are more over-represented motifs in promoters of co-expressed and co-localized genes than in promoters of simply co-expressed genes (CEG). Motifs, which are similar to the binding sequences of known transcription factors, non-uniformly distributed along promoter sequences and/or occurring in highly co-expressed subset of genes were identified. Co-expressed and co-localized gene sets were grouped in two co-expressed genomic meta-regions, putatively representing functional domains of a high-level expression regulation. Oxford University Press 2009-02 2008-12-05 /pmc/articles/PMC2632922/ /pubmed/19059999 http://dx.doi.org/10.1093/nar/gkn948 Text en © 2008 The Author(s) http://creativecommons.org/licenses/by-nc/2.0/uk/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/2.0/uk/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Computational Biology
Coppe, Alessandro
Ferrari, Francesco
Bisognin, Andrea
Danieli, Gian Antonio
Ferrari, Sergio
Bicciato, Silvio
Bortoluzzi, Stefania
Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title_full Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title_fullStr Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title_full_unstemmed Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title_short Motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
title_sort motif discovery in promoters of genes co-localized and co-expressed during myeloid cells differentiation
topic Computational Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2632922/
https://www.ncbi.nlm.nih.gov/pubmed/19059999
http://dx.doi.org/10.1093/nar/gkn948
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