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基于混沌游戏表示的线粒体基因组序列的多重分形和交叉相关性分析。

Multifractal and cross-correlation analysis on mitochondrial genome sequences using chaos game representation.

机构信息

Department of Animal Biology, School of Life Sciences, University of Hyderabad, Gachibowli, Hyderabad 500 046, India.

School of Physics, University of Hyderabad, Gachibowli, Hyderabad 500 046, India.

出版信息

Mitochondrion. 2021 Sep;60:121-128. doi: 10.1016/j.mito.2021.08.006. Epub 2021 Aug 8.

Abstract

We characterized the multifractality and power-law cross-correlation of mitochondrial genomes of various species through the recently developed method which combines the chaos game representation theory and 2D-multifractal detrended cross-correlation analysis. In the present paper, we analyzed 32 mitochondrial genomes of different species and the obtained results show that all the analyzed data exhibit multifractal nature and power-law cross-correlation behaviour. Further, we performed a cluster analysis from the calculated scaling exponents to identify the class affiliation and its outcome is represented as a dendrogram. We suggest that this integrative approach may help the researchers to understand the phylogeny of any kingdom with their varying genome lengths and also this approach may find applications in characterizing the protein sequences, mRNA sequences, next-generation sequencing, and drug development, etc.

摘要

我们通过最近开发的方法,结合混沌游戏表示理论和二维多重分形去趋势交叉相关分析,对不同物种的线粒体基因组的多重分形和幂律交叉相关性进行了研究。在本研究中,我们分析了 32 种不同物种的线粒体基因组,结果表明所有分析的数据都表现出多重分形和幂律交叉相关的特性。此外,我们还根据计算出的标度指数进行了聚类分析,以确定分类归属,其结果表示为一个聚类图。我们认为,这种综合方法可以帮助研究人员了解任何具有不同基因组长度的生物界的系统发育,并且这种方法还可以应用于蛋白质序列、mRNA 序列、下一代测序和药物开发等领域的特征描述。

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