会议专题

A Novel Pipeline for Motif Discovery, Pruning and Validation in Promoter Sequences of Human Tissue Specific Genes

  Identification and analysis of tissue-specific (TS) genes and their regulatory activities play an important role in the understanding of mechanisms of organisms,disease diagnosis and drug design.In this paper,we designed a pipeline for the discovery of promoter motifs for tissue-specific genes.The pipeline consists of three phases: motif searching,motif merging and motif validation.The motif searching phase integrated three algorithms: MEME,AlignACE and Gibbs Sampling.In the second phase,we proposed a motif merging method,which is based on Bayesian probabilistic principles,to reduce redundancies of motifs from the first phase.Lastly,the motif validation phase verified the statistical significance of discovered motifs using a Bayesian Hypothesis Test approach.We performed the analysis on the sequences of promoter regions (-449bp-1000bp) of 4,552 human tissue-specific genes across 82 tissues and 924 housekeeping genes.The distributions of motifs in different promoter regions show that most motifs prefer to be in the proximal region (+500~50bp,-50bp~-500bp) of promoters.

tissue specificity motif discovery Bayesian hypothesis test promtoer sequences

Xiu-Jun GONG Hua YU Fei-Fei ZHAO

School of Computer Science and Technology Tianjin UniversityTianjin, China State Key Laboratory of Management and Control for Complex SystemsInstitute of Automation, Chinese A

国际会议

6th International Conference on Systems Biology (第六届国际系统生物学会议)(ISB2012)

西安

英文

43-48

2012-08-19(万方平台首次上网日期,不代表论文的发表时间)