Title :
Tissue significances tests on DNA binding sequence motifs for human genes
Author :
Hua Yu ; Xiu-Jun Gong
Author_Institution :
Sch. of Comput. Sci. & Technol., Tianjin Univ., Tianjin, China
Abstract :
DNA binding sequence motifs are becoming increasingly important in the analysis of gene regulation, disease diagnosis and drug design. Although so far there are amount of tools available to discover these kinds of motifs, little was done to identify the biological functions, especially in tissue or cell type specific contributions, of those motifs. In this paper we used an integrated pipeline to discover sequences motifs for the promoter regions of human genes. Then we distinguished two types of motifs: tissue rich motifs (TRM) and tissue even motifs (TEM), using hypotheses test approaches including Bayesian hypothesis, Binomial distribution and traditional z-test.We finally got 233 overlapped TRMs and 56 TEMs. Most of those motifs are validated against JASPAR databases.
Keywords :
Bayes methods; DNA; binomial distribution; biological tissues; bonds (chemical); cellular biophysics; genetics; molecular biophysics; Bayesian hypothesis; DNA binding sequence motif; JASPAR database; binomial distribution; biological function; cell contribution; disease diagnosis; drug design; gene regulation; human gene promoter region; hypotheses test approach; integrated pipeline; motif type; tissue contribution; tissue even motif; tissue rich motif; tissue significance test; traditional z-test; Bayes methods; Bioinformatics; Biological tissues; Databases; Gene expression; Genomics; Transmission line measurements; hypothesis test; tissue even motifs; tissue rich motifs; tissue specificity;
Conference_Titel :
Systems Biology (ISB), 2013 7th International Conference on
Conference_Location :
Huangshan
DOI :
10.1109/ISB.2013.6623791