Measure representation and multifractal analysis of complete genomes

Zu-Guo Yu, Vo Anh, and Ka-Sing Lau
Phys. Rev. E 64, 031903 – Published 24 August 2001
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Abstract

This paper introduces the notion of measure representation of DNA sequences. Spectral analysis and multifractal analysis are then performed on the measure representations of a large number of complete genomes. The main aim of this paper is to discuss the multifractal property of the measure representation and the classification of bacteria. From the measure representations and the values of the Dq spectra and related Cq curves, it is concluded that these complete genomes are not random sequences. In fact, spectral analyses performed indicate that these measure representations, considered as time series, exhibit strong long-range correlation. Here the long-range correlation is for the K-strings with dictionary ordering, and it is different from the base pair correlations introduced by other people. For substrings with length K=8, the Dq spectra of all organisms studied are multifractal-like and sufficiently smooth for the Cq curves to be meaningful. With the decreasing value of K, the multifractality lessens. The Cq curves of all bacteria resemble a classical phase transition at a critical point. But the “analogous” phase transitions of chromosomes of nonbacteria organisms are different. Apart from chromosome 1 of C. elegans, they exhibit the shape of double-peaked specific heat function. A classification of genomes of bacteria by assigning to each sequence a point in two-dimensional space (D1,D1) and in three-dimensional space (D1,D1,D2) was given. Bacteria that are close phylogenetically are almost close in the spaces (D1,D1) and (D1,D1,D2).

  • Received 31 October 2000

DOI:https://doi.org/10.1103/PhysRevE.64.031903

©2001 American Physical Society

Authors & Affiliations

Zu-Guo Yu1,2,*, Vo Anh1, and Ka-Sing Lau3,†

  • 1Centre in Statistical Science and Industrial Mathematics, Queensland University of Technology, GPO Box 2434, Brisbane, Q 4001, Australia
  • 2Department of Mathematics, Xiangtan University, Hunan 411105, People’s Republic of China
  • 3Department of Mathematics, Chinese University of Hong Kong, Shatin, Hong Kong

  • *Corresponding author. Email address: yuzg@hotmail.com or z.yu@qut.edu.au
  • Permanent corresponding address for Zu-Guo Yu.

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Vol. 64, Iss. 3 — September 2001

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