• DocumentCode
    2248858
  • Title

    Principal component analysis of nucleosome DNA conformational data

  • Author

    Yang, Xi ; Yan, Hong

  • Author_Institution
    Dept. of Electron. Eng., City Univ. of Hong Kong, Kowloon, China
  • Volume
    6
  • fYear
    2010
  • fDate
    11-14 July 2010
  • Firstpage
    3085
  • Lastpage
    3090
  • Abstract
    The deformation mechanism of double helical DNA can be elucidated by the correlations between various conformational properties of its constituent dinucleotides. In this paper, we study the structural features of nucleosomes by performing principle component analysis on structural parameters within three categories: sugar-phosphate backbone, base pairs and base steps. The aim of this study is to find out the coupling modes of these conformational properties which are probably responsible for the special conformational settings of dinucleotides in nucleosomes. For comparison, a number of B-form oligomers are selected and subjected to PCA. Analysis of similarity and difference between nucleosomes and oligomers is implemented. The result shows that nucleosomes have a series of unique coupling patterns and reveals the multidimension-coordinated deformation mechanisms.
  • Keywords
    biology computing; molecular biophysics; principal component analysis; B-form oligomers; base pairs; base steps; conformational properties; coupling modes; deformation mechanism; dinucleotides; double helical DNA; nucleosome DNA conformational data; principal component analysis; structural parameters; sugar-phosphate backbone; Couplings; Crystals; DNA; Eigenvalues and eigenfunctions; Geometry; Principal component analysis; Sugar; Conformational properties; Coupling of parameters; Deformation mechanism; Principal component analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
  • Conference_Location
    Qingdao
  • Print_ISBN
    978-1-4244-6526-2
  • Type

    conf

  • DOI
    10.1109/ICMLC.2010.5580721
  • Filename
    5580721