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An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance
BACKGROUND: Motif finding algorithms have developed in their ability to use computationally efficient methods to detect patterns in biological sequences. However the posterior classification of the output still suffers from some limitations, which makes it difficult to assess the biological signific...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2008
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2375121/ https://www.ncbi.nlm.nih.gov/pubmed/18257925 http://dx.doi.org/10.1186/1471-2105-9-89 |
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author | Casimiro, Ana C Vinga, Susana Freitas, Ana T Oliveira, Arlindo L |
author_facet | Casimiro, Ana C Vinga, Susana Freitas, Ana T Oliveira, Arlindo L |
author_sort | Casimiro, Ana C |
collection | PubMed |
description | BACKGROUND: Motif finding algorithms have developed in their ability to use computationally efficient methods to detect patterns in biological sequences. However the posterior classification of the output still suffers from some limitations, which makes it difficult to assess the biological significance of the motifs found. Previous work has highlighted the existence of positional bias of motifs in the DNA sequences, which might indicate not only that the pattern is important, but also provide hints of the positions where these patterns occur preferentially. RESULTS: We propose to integrate position uniformity tests and over-representation tests to improve the accuracy of the classification of motifs. Using artificial data, we have compared three different statistical tests (Chi-Square, Kolmogorov-Smirnov and a Chi-Square bootstrap) to assess whether a given motif occurs uniformly in the promoter region of a gene. Using the test that performed better in this dataset, we proceeded to study the positional distribution of several well known cis-regulatory elements, in the promoter sequences of different organisms (S. cerevisiae, H. sapiens, D. melanogaster, E. coli and several Dicotyledons plants). The results show that position conservation is relevant for the transcriptional machinery. CONCLUSION: We conclude that many biologically relevant motifs appear heterogeneously distributed in the promoter region of genes, and therefore, that non-uniformity is a good indicator of biological relevance and can be used to complement over-representation tests commonly used. In this article we present the results obtained for the S. cerevisiae data sets. |
format | Text |
id | pubmed-2375121 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2008 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-23751212008-05-12 An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance Casimiro, Ana C Vinga, Susana Freitas, Ana T Oliveira, Arlindo L BMC Bioinformatics Research Article BACKGROUND: Motif finding algorithms have developed in their ability to use computationally efficient methods to detect patterns in biological sequences. However the posterior classification of the output still suffers from some limitations, which makes it difficult to assess the biological significance of the motifs found. Previous work has highlighted the existence of positional bias of motifs in the DNA sequences, which might indicate not only that the pattern is important, but also provide hints of the positions where these patterns occur preferentially. RESULTS: We propose to integrate position uniformity tests and over-representation tests to improve the accuracy of the classification of motifs. Using artificial data, we have compared three different statistical tests (Chi-Square, Kolmogorov-Smirnov and a Chi-Square bootstrap) to assess whether a given motif occurs uniformly in the promoter region of a gene. Using the test that performed better in this dataset, we proceeded to study the positional distribution of several well known cis-regulatory elements, in the promoter sequences of different organisms (S. cerevisiae, H. sapiens, D. melanogaster, E. coli and several Dicotyledons plants). The results show that position conservation is relevant for the transcriptional machinery. CONCLUSION: We conclude that many biologically relevant motifs appear heterogeneously distributed in the promoter region of genes, and therefore, that non-uniformity is a good indicator of biological relevance and can be used to complement over-representation tests commonly used. In this article we present the results obtained for the S. cerevisiae data sets. BioMed Central 2008-02-07 /pmc/articles/PMC2375121/ /pubmed/18257925 http://dx.doi.org/10.1186/1471-2105-9-89 Text en Copyright © 2008 Casimiro et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Casimiro, Ana C Vinga, Susana Freitas, Ana T Oliveira, Arlindo L An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title | An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title_full | An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title_fullStr | An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title_full_unstemmed | An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title_short | An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance |
title_sort | analysis of the positional distribution of dna motifs in promoter regions and its biological relevance |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2375121/ https://www.ncbi.nlm.nih.gov/pubmed/18257925 http://dx.doi.org/10.1186/1471-2105-9-89 |
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