生物学杂志 ›› 2020, Vol. 37 ›› Issue (2): 37-.doi: 10.3969/j.issn.2095-1736.2020.02.037

• 研究报告 • 上一篇    下一篇

真核模式生物核小体分布参数模型分析

  

  1. 云南民族大学 电气信息工程学院, 昆明 650504
  • 出版日期:2020-04-18 发布日期:2020-04-17
  • 通讯作者: 郭亚茹,硕士研究生,研究方向为生物信息处理,E-mail:2270780774@qq.com
  • 基金资助:
    国家自然科学基金(31160234)

Analysis on the nucleosome distribution parameter model in eukaryotic model organisms

  1. School of Electrical and Information Engineering, Yunnan Minzu University, Kunming 650504, China
  • Online:2020-04-18 Published:2020-04-17

摘要: 真核生物核小体空间分布影响着遗传信息的传递,是表观遗传和基因工程的研究基础,对其进行数学建模是研究DNA三维结构与基因调控的基本途径,但空间维度建模素来为科学研究的难题。为比较单细胞与多细胞生物基因转录起始位点周围核小体分布特征,利用高分辨率的酵母和果蝇核小体定位实验数据构建核小体分布模型。在模型构建中综合比较了多项式、傅里叶级数、高斯函数和正弦函数的拟合效果,最终确定以正弦复合函数作为酵母和果蝇的核小体分布模型。在此基础上,对酵母和果蝇核小体分布的周期特征和进化印记进行尺度和频域分析,结果表明酵母和果蝇染色体在组织结构上存在显著差异。研究思路对于利用数学建模与信号处理方法获取基因组结构信息具有重要参考价值。

关键词: 核小体, 真核模式生物, 转录起始位点(TSS), 果蝇, 酵母, 正弦复合模型

Abstract: The spatial distribution of eukaryotic nucleosomes affects the transmission of genetic information and is the basis of epigenetic and genetic engineering. Mathematical modeling is the basic way to study the three-dimensional structure and gene regulation of DNA, but the spatial dimension modeling is a problem for scientific research. To compare the distribution of nucleosomes around the transcription start site of single-cell and multi-cell biological genes, we used high-resolution yeast and Drosophila nucleosome localization experimental data to construct a nucleosome distribution model. In the model construction, the fitting effects of polynomial, Fourier series, Gaussian function and sine function were comprehensively compared, and the sinusoidal complex function was finally determined as the nucleosome distribution model of yeast and Drosophila. On this basis, the scale and frequency domain analysis of the periodic characteristics and evolutionary imprints of yeast and Drosophila nucleosome distribution showed that there were significant differences in the tissue structure between yeast and Drosophila chromosomes. The research ideas in this paper have an important reference value for using mathematical modeling and signal processing methods to obtain genomic structure information.

Key words: nucleosome, eukaryotic model organism, transcription initiation site (TSS), fruit fly, yeast, sinusoidal composite model

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