Skip to main navigation Skip to search Skip to main content

Principal component analysis of nucleosome dna conformational data

Research output: Chapters, Conference Papers, Creative and Literary WorksRGC 32 - Refereed conference paper (with host publication)peer-review

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 multidimensioncoordinated deformation mechanisms. © 2010 IEEE.
Original languageEnglish
Title of host publication2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010
Pages3085-3090
Volume6
DOIs
Publication statusPublished - 2010
Event2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010 - Qingdao, China
Duration: 11 Jul 201014 Jul 2010

Publication series

Name
Volume6

Conference

Conference2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010
PlaceChina
CityQingdao
Period11/07/1014/07/10

Research Keywords

  • Conformational properties
  • Coupling of parameters
  • Deformation mechanism
  • Principal component analysis

Fingerprint

Dive into the research topics of 'Principal component analysis of nucleosome dna conformational data'. Together they form a unique fingerprint.

Cite this