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GaussianCpG: A Gaussian model for detection of human CpG island

机译:Gaussiancpg:一种用于检测人类CPG岛的高斯模型

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CpG contents in human DNA genome are generally suppressed to only around 1% comparing with other combinations [1]. The scarcity of CpG dinucleotide can be explained by bio-chemical binding force and energy [2]. CpG islands (CGI), where high profiles of CpG sites are densely contained in some certain genome regions, play important roles in DNA methylation, gene regulation, epigenetic inheritance, gene mutation, chromosome inactivation and nuclesome retention [3]. In vertebrate, DNA methylation usually occurs in CpG islands and adds an additional methyl to cytosine such that the gene silencing may be caused by the additional methyl. This subtle process can further give rise to different gene regulation and diverse epigenetic issues. Conventional bisulfite modification-based methods to determine the CpG island are time-consuming [4]. Although new sequencing techniques are developed for whole genome assays, it is reported to be too costly [5]. Thus, computational investigations to CpG islands is efficient and fundamental for many biological studies.
机译:与其他组合相比,人DNA基因组中的CPG含量通常仅抑制约1%[1]。 CpG二核苷酸的稀缺可以通过生物化学结合力和能量来解释[2]。 CPG岛(CGI),其中CPG位点的高谱均为某些基因组区域含量密集,在DNA甲基化,基因调节,表观遗传遗传,基因突变,染色体灭活和核心保留中起重要作用[3]。在脊椎动物中,DNA甲基化通常发生在CpG岛中,并向胞嘧啶添加另外的甲基,使得基因沉默可能由另外的甲基引起。这种微妙的过程可以进一步产生不同的基因调控和不同的表观遗传问题。传统的基于亚硫酸氢盐修改的方法,以确定CPG岛的方法是耗时的[4]。虽然为全基因组测定开发了新的测序技术,但据报道,据报道太昂贵了[5]。因此,对CPG岛的计算调查是许多生物学研究的有效和基础。

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