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
Link To Document :
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