The Institute of Bioengineering and Technology, Inner Mongolia University of Science and Technology, Baotou, 014010, China.
Chromosome Res. 2012 Oct;20(7):889-902. doi: 10.1007/s10577-012-9328-6. Epub 2012 Dec 5.
Nucleosome positioning plays an essential role in various fundamental cellular processes by modulating the accessibility of DNA to binding proteins. Understanding the mechanisms and precise recognition of nucleosome positioning along genomic sequences are substantially important for elucidating regulations of cellular processes such as DNA replication, recombination, and gene transcription. In this report, we present a knowledge-based model for calculation of deformational energy of nucleosomal DNA and apply the model to the prediction of nucleosome positioning along the genome of Saccharomyces cerevisiae accurately. The model successfully predicted genome-wide in vitro nucleosome positions. When combined with quadratic discriminant classifier, the model achieved an accuracy of 92.9 % in discriminating in vitro nucleosome forming sequences from nucleosome inhibiting sequences. Our result supports the debated notion that the nucleosome positioning in the genomic sequences is guided primarily by deformational properties of DNA.
核小体定位通过调节 DNA 与结合蛋白的可及性,在各种基本细胞过程中发挥着重要作用。了解核小体沿着基因组序列定位的机制和精确识别,对于阐明细胞过程(如 DNA 复制、重组和基因转录)的调控至关重要。在本报告中,我们提出了一种基于知识的核小体 DNA 变形能计算模型,并将该模型应用于准确预测酿酒酵母基因组中核小体的定位。该模型成功地预测了全基因组的体外核小体位置。当与二次判别分类器结合时,该模型在区分体外核小体形成序列和核小体抑制序列方面的准确率达到了 92.9%。我们的结果支持了一个有争议的观点,即基因组序列中的核小体定位主要是由 DNA 的变形特性所引导的。