RNA Secondary Structure Prediction by Genetic Programming

碩士 === 國立交通大學 === 資訊科學系 === 91 === RNA Secondary Structure Prediction by Genetic Programming Student:Chao-I Chen Advisor:Yuh-Jyh Hu Institute of Computer and Information Science National Chiao Tung University Hsinchu, Taiwan,...

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Bibliographic Details
Main Authors: Chao-I Chen, 陳兆奕
Other Authors: Yuh-Jyh Hu
Format: Others
Language:zh-TW
Published: 2003
Online Access:http://ndltd.ncl.edu.tw/handle/91291006994306754524
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Summary:碩士 === 國立交通大學 === 資訊科學系 === 91 === RNA Secondary Structure Prediction by Genetic Programming Student:Chao-I Chen Advisor:Yuh-Jyh Hu Institute of Computer and Information Science National Chiao Tung University Hsinchu, Taiwan, Republic of China ABSTRACT In this study we apply genetic programming to a set of related RNA sequences to find their common RNA secondary structures. Our method contains two main procedures. At the first stage, we provide two different stem representations to extract all legal candidate stems on each sequence. Some of these stems are in common secondary structures. Next, genetic programming is used to optimize individuals in population. In this step, each individual representing common secondary structures is described by our structure representation, a flexible representation for all kinds of RNA secondary structures. We also propose a new fitness criterion other than free energy measure to evaluate common secondary structures. We had obtained satisfactory experimental results on six different RNA families including two pseudo-knot data sets. This web-based tool, Genetic Programming for RNA Motifs (GPRM), is available at http://bioinfo.cis.nctu.edu.tw/service/gprm/.