Characterizing self-similarity in bacteria DNA sequences
- 1 September 1998
- journal article
- research article
- Published by American Physical Society (APS) in Physical Review E
- Vol. 58 (3) , 3578-3584
- https://doi.org/10.1103/physreve.58.3578
Abstract
In this paper some parametric methods are introduced to characterize the self-similarity of DNA sequences. Compared with Fourier analysis, these methods perform statistically more stably and yield more reliable results. Using these methods, eight whole genomes of bacteria provided by NCBI are analyzed. Long-range correlation properties in the nucleotide density distribution along these DNA sequences are explored. Estimation results show that the long-range correlation structure prevails through the entire molecule of DNA. Higher order statistics through coarse graining reveal that rather than multifractal, there are only monofractal phenomena presented in the sequences. Hence, the nucleotide density distribution can be modeled asymptotically as fractional Gaussian noise. This result points to a new direction for analyzing and understanding the intrinsic structures of DNA sequences.Keywords
This publication has 23 references indexed in Scilit:
- Quantification of DNA Patchiness Using Long-Range Correlation MeasuresBiophysical Journal, 1997
- Correlations in DNA sequences: The role of protein coding segmentsPhysical Review E, 1997
- Application of information theory to DNA sequence analysis: A reviewPattern Recognition, 1996
- Long-range correlation properties of coding and noncoding DNA sequences: GenBank analysisPhysical Review E, 1995
- Correlations in intronless DNANature, 1992
- Evidence that eukaryotes and eocyte prokaryotes are immediate relativesScience, 1992
- Humbling of world's AIDS researchersNature, 1992
- Evolution of long-range fractal correlations and 1/fnoise in DNA base sequencesPhysical Review Letters, 1992
- Long-range correlations in nucleotide sequencesNature, 1992
- Long-Range Correlation and Partial 1/ f α Spectrum in a Noncoding DNA SequenceEurophysics Letters, 1992