DocumentCode
1818138
Title
Detecting Over-represented Motifs in Alternatively Spliced Exons using Gibbs Sampling
Author
Malousi, A. ; Kouidou, S. ; Maglaveras, N.
Author_Institution
Aristotle Univ. of Thessaloniki, Thessaloniki
fYear
2007
fDate
22-26 Aug. 2007
Firstpage
139
Lastpage
142
Abstract
Alternative pre-mRNA splicing is a biological mechanism with significant prevalence in complex organisms and experimentally verified association with numerous disease-causing factors. Splicing-related proteins play a significant regulatory role during this process. In this study, we applied a stochastic analysis of alternatively spliced human genes based on Gibbs sampling, in order to identify short consensus sequences that are over-represented compared to a reference Markov model describing constitutive exons of the same genes. The analysis resulted in a set of statistically significant over- represented motifs. The biological importance of these motifs was assessed by estimating the likelihood of being identified by cis-acting elements that correspond to the binding domains of splicing enhancers/silencers. The results indicate that the identified over-represented sequences are often similar to those recognized by known regulatory splicing elements.
Keywords
biochemistry; cellular biophysics; diseases; genetics; macromolecules; maximum likelihood estimation; medical computing; molecular biophysics; organic compounds; proteins; stochastic processes; Gibbs sampling; alternatively spliced exons; binding domains; biological mechanism; cis-acting elements; disease-causing factors; likelihood estimation; over-represented motifs; over-represented sequences; pre-mRNA splicing; spliced human genes; splicing enhancers; splicing silencers; splicing-related proteins; stochastic analysis; Bioinformatics; Biological information theory; Biological system modeling; Genomics; Humans; Organisms; Proteins; Sampling methods; Splicing; Stochastic processes; Algorithms; Alternative Splicing; Exons; Humans; Markov Chains; Models, Genetic; RNA Precursors;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location
Lyon
ISSN
1557-170X
Print_ISBN
978-1-4244-0787-3
Type
conf
DOI
10.1109/IEMBS.2007.4352242
Filename
4352242
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