Title :
Prediction of Alternative 5´/3´ Splice Sites in the Human Genome
Author :
Yang, Wuritu ; Li, Qian-zhong
Author_Institution :
Dept. of Phys., Inner Mongolia Univ., Hohhot
Abstract :
Alternative splicing is an important mechanism to increase the transcript diversity. Previous studies which based on expressed sequence tags (ESTs) and microarray analysis have identified many alternative splicing events, and have shown that alternative 5´/3´ splice sites occur frequently in the human genome. Because of the experimental limitations, computational approaches for identification of alternative 5´/3´ splice sites are needed. In this paper, the support vector machine method which combines with position weight matrix and increment of diversity is proposed. And based on the mechanism of splice site competition, more than 71% of alternative splice sites and constitutive splice sites in the human genome can be correctly classified.
Keywords :
biology computing; genetics; molecular biophysics; support vector machines; alternative splicing events; expressed sequence tags; human genome; microarray analysis; position weight matrix; splice site competition; support vector machine; transcript diversity; Bioinformatics; Databases; Diversity reception; Frequency diversity; Genomics; Humans; Splicing; Support vector machine classification; Support vector machines; Testing; alternative splice sites; competitive splice site pairs; support vector machine;
Conference_Titel :
BioMedical Engineering and Informatics, 2008. BMEI 2008. International Conference on
Conference_Location :
Sanya
Print_ISBN :
978-0-7695-3118-2
DOI :
10.1109/BMEI.2008.78