DocumentCode :
392440
Title :
A data mining method to predict transcriptional regulatory sites based on differentially expressed genes in human genome
Author :
Huang, Hsien-Da ; Chang, Huei-Lin ; Tsou, Tsung-Shan ; Liu, Baw-Jhiune ; Kao, Cheng-Yan ; Horng, Jorng-Tzong
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Nat. Central Univ., Chung-li, Taiwan
fYear :
2003
fDate :
10-12 March 2003
Firstpage :
297
Lastpage :
304
Abstract :
Very large-scale gene expression analysis, i.e., UniGene and dbEST, are provided to find those genes with significantly differential expression in specific tissues. The differentially expressed genes in a specific tissue are potentially regulated concurrently by a combination of transcription factors. This study attempts to mine putative binding sites on how combinations of the known regulatory sites homologs and over-represented repetitive elements are distributed in the promoter regions of considered groups of differentially expressed genes. We propose a data mining approach to statistically discover the significantly tissue-specific combinations of known site homologs and over-represented repetitive sequences, which are distributed in the promoter regions of differential gene groups. The association rules mined would facilitate to predict putative regulatory elements and identify genes potentially co-regulated by the putative regulatory elements.
Keywords :
biology computing; data mining; genetics; molecular biophysics; data mining method; differentially expressed genes; gene expression; human genome; known site homologs; over-represented repetitive sequences; promoter regions; regulatory site; significantly tissue-specific combinations; transcription factor; transcriptional regulatory sites prediction; Bioinformatics; Computer science; Data mining; Gene expression; Genomics; Humans; Large-scale systems; Libraries; Proteins; Statistical analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Bioengineering, 2003. Proceedings. Third IEEE Symposium on
Print_ISBN :
0-7695-1907-5
Type :
conf
DOI :
10.1109/BIBE.2003.1188966
Filename :
1188966
Link To Document :
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