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基于单核苷酸统计和支持向量机集成的人类基因启动子识别 被引量:1
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作者 徐文轩 张莉 《计算机应用》 CSCD 北大核心 2015年第10期2808-2812,共5页
为高效地判别人类基因启动子,提出了一种基于单核苷酸统计和支持向量机集成的人类基因启动子识别算法。首先通过基因单核苷酸统计,从而将一个基因数据集分为C偏好和G偏好两个子集;然后分别对这两个子集提取DNA刚性特征、词频统计特征和C... 为高效地判别人类基因启动子,提出了一种基于单核苷酸统计和支持向量机集成的人类基因启动子识别算法。首先通过基因单核苷酸统计,从而将一个基因数据集分为C偏好和G偏好两个子集;然后分别对这两个子集提取DNA刚性特征、词频统计特征和Cp G岛特征;最后采用多个支持向量机(SVM)集成的方式来学习这三种特征,并讨论了三种集成方式,包括单层SVM集成、双层SVM集成和级联SVM集成。实验结果表明所提算法能够提高人类基因启动子识别的敏感性和特异性,其中双层SVM集成的敏感性达到79.51%,且级联SVM集成的特异性高达84.58%。 展开更多
关键词 CPG岛 dna刚性 人类启动子识别 KL散度 单核苷酸统计 支持向量机
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Effect of Temperature on Topological States of Circular DNA
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作者 Yang-Tao Fan Xiu-Yan Li +1 位作者 Yan-Hui Liu Hu Chen 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第7期131-136,共6页
The different topological states of circular double-stranded DNA can be defined by their linking number. The equilibrium distribution of linking number can be obtained by circularizing a linear DNA into a circle by li... The different topological states of circular double-stranded DNA can be defined by their linking number. The equilibrium distribution of linking number can be obtained by circularizing a linear DNA into a circle by ligase. Based on the recent experimental results that the DNA bending rigidity and twist rigidity strongly depend on temperature, the reduced bending rigidity can be approximated by g = (3.19 x10-19 - T. 4.14s10-22) erg. cm over the temperature interval (5 ~ 53) ~ C, and the temperature dependence of twist rigidity can be fitted by C ( T) = (4588.89 exp(-T/117.04)- 251.33) nm. The temperature dependence of the linking number distribution of circular DNAs can be predicted by using Monte Carlo simulation. The variance of linking number distribution on temperature is in accordance with the previous experimental results. Compared with the temperature dependence of bending rigidity, the temperature dependence of twist rigidity causes a noticeable fluctuation in linking number distribution and mainly contribute towards the variance change of linking number distribution of circular DNA. The variance of the writhe number and twist number in the equation ((ALk)21 = ((ATw)2) -b ((Wr)2) depends on the length of circular DNA. When the length of circular DNA is less than 230 nm, the variance of twist number ((ATw)2) is dominant over the variance of writhe number (((wr)2))whereas for the condition that the length of the circular DNA is larger than 370 nm. 展开更多
关键词 dna Monte Carlo simulations mechanical properties
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