• DocumentCode
    2131256
  • Title

    Peak detection of histone modifications based on ChIP-seq data in human genome

  • Author

    Haiying Zheng ; Liping Zhang ; Changgui Linghu ; Juhua Zhang

  • Author_Institution
    Dept. Sch. of Life Sci., Beijing Inst. of Technol., Beijing, China
  • fYear
    2012
  • fDate
    16-18 Oct. 2012
  • Firstpage
    898
  • Lastpage
    901
  • Abstract
    Histone modifications include histone methylation, acetylation, phosphorylation, and so on. Variable combinations of modifications types, the appearance time, and the position, are of great biological significances. These important epigenetic marks can be regarded as “Histone code”. Histone-DNA interactions can determine the cells´ gene expression level. Sequencing data measured by ChIP-Seq experiments carry great challenge for researchers in forecasting or positioning the true binding site called “Peak”. Peak detection is the basis of other further studies. In this paper we present a stable algorithm to detect the histone-DNA biding site. Using signal processing method for reference, we designed a five-step algorithm to achieve peak detection. Genome wide maps of 38 histone modifications were drawn by our algorithm. By changing the main parameters, we achieved the best results. Those modification maps could be used in analyzing the combinational pattern of modifications or the relationship between epigenetic marks and diseases.
  • Keywords
    DNA; bioinformatics; genomics; molecular configurations; ChIP-Seq experiments; ChIP-seq data; cellular gene expression level; epigenetic marks; histone acetylation; histone code; histone methylation; histone modification peak detection; histone phosphorylation; histone-DNA biding site; histone-DNA interactions; human genome; modification appearance time; modification position; modification type; sequencing data; signal processing method; ChIP-seq; histone modification; peak detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Biomedical Engineering and Informatics (BMEI), 2012 5th International Conference on
  • Conference_Location
    Chongqing
  • Print_ISBN
    978-1-4673-1183-0
  • Type

    conf

  • DOI
    10.1109/BMEI.2012.6512920
  • Filename
    6512920