An analysis of the positional distribution of DNA motifs in promoter regions and its biological relevance

被引:11
作者
Casimiro, Ana C. [1 ]
Vinga, Susana [1 ,2 ]
Freitas, Ana T. [1 ]
Oliveira, Arlindo L. [1 ]
机构
[1] INESC, ID IST, P-1000 Lisbon, Portugal
[2] Univ Nova Lisboa, FCM, P-1169056 Lisbon, Portugal
关键词
D O I
10.1186/1471-2105-9-89
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
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.
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页数:13
相关论文
共 27 条
[1]  
Bailey TL., 1994, P 2 INT C INT SYST M, V2, P28
[2]  
Barash Y., 2003, P 7 ANN INT C COMP M, P28
[3]   Identification and distinct regulation of yeast TATA box-containing genes [J].
Basehoar, AD ;
Zanton, SJ ;
Pugh, BF .
CELL, 2004, 116 (05) :699-709
[4]   RECOGNITION OF NITROGEN-RESPONSIVE UPSTREAM ACTIVATION SEQUENCES OF SACCHAROMYCES-CEREVISIAE BY THE PRODUCT OF THE GLN3 GENE [J].
BLINDER, D ;
MAGASANIK, B .
JOURNAL OF BACTERIOLOGY, 1995, 177 (14) :4190-4193
[5]   WEIGHT MATRIX DESCRIPTIONS OF 4 EUKARYOTIC RNA POLYMERASE-II PROMOTER ELEMENTS DERIVED FROM 502 UNRELATED PROMOTER SEQUENCES [J].
BUCHER, P .
JOURNAL OF MOLECULAR BIOLOGY, 1990, 212 (04) :563-578
[6]   The RNA polymerase II core promoter: a key component in the regulation of gene expression [J].
Butler, JEF ;
Kadonaga, JT .
GENES & DEVELOPMENT, 2002, 16 (20) :2583-2592
[7]   An efficient algorithm for the identification of structured motifs in DNA promoter sequences [J].
Carvalho, AM ;
Freitas, AT ;
Oliveira, AL ;
Sagot, MF .
IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2006, 3 (02) :126-140
[8]   Cross regulation of four GATA factors that control nitrogen catabolic gene expression in Saccharomyces cerevisiae [J].
Coffman, JA ;
Rai, R ;
Loprete, DM ;
Cunningham, T ;
Svetlov, V ;
Cooper, TG .
JOURNAL OF BACTERIOLOGY, 1997, 179 (11) :3416-3429
[9]  
DAVISON AC, 1997, BOOTSTRAP METHODS AP
[10]   Coordinate enhancers share common organizational features in the Drosophila genome [J].
Erives, A ;
Levine, M .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2004, 101 (11) :3851-3856