Messenger RNA Polyadenylation Site Recognition in Green Alga Chlamydomonas Reinhardtii

被引:0
|
作者
Ji, Guoli [1 ]
Wu, Xiaohui [1 ,2 ]
Li, Qingshun Quinn [2 ]
Zheng, Jianti [1 ]
机构
[1] Xiamen Univ, Dept Automat, Xiamen 361005, Peoples R China
[2] Miami Univ, Dept Bot, Oxford, OH 45056 USA
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
Alga; Polyadenylation; GHMM; Site recognition; Entropy; SIGNALS; MODEL;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recognition of polyadenylation [poly(A)] sites or messenger RNA is important in genome annotation and gene expression regulation analysis. In the paper, poly(A) sites of Chlamydomonas reinhardtii were identified using an updated version of poly(A) site recognition software PASS_VAR based on,generalized hidden Markov model. First, we analyzed the characteristics of the poly(A) sites and their surrounding sequence patterns, and used an entropy-based feature selection method to select important poly(A) signal patterns in conservative signal states. Then we improved the existing poly(A) sites recognition software PASS that was initially designed only for Arabidopsis to make it suitable for different species. Next, Chlamydomonas sequences were grouped according to their signal patterns and used to train the model parameters through mathematical statistics methods. Finally, poly(A) sites were identified using PASS_VAR. The efficacy of our model is showed up to 93% confidence with strong signals.
引用
收藏
页码:17 / +
页数:3
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