DocumentCode :
3088447
Title :
Predicting Protein Folding Rates Using Pseudo Amino Acid Composition
Author :
Guo, Jianxiu ; Rao, Nini ; Xu, Shanglei ; Wang, Yunhe
Author_Institution :
Coll. of Life Sci. & Technol., Univ. of Electron. Sci. & Technol. of China, Chengdu, China
fYear :
2010
fDate :
18-20 June 2010
Firstpage :
1
Lastpage :
4
Abstract :
Prediction of protein folding rate from amino acid sequences is one of the most important challenges in computational and molecular biology. Over the past few years, many methods have been developed to reflect the correlation between folding rates and protein structures and sequences. In this paper, based on the concept of Chou´s pseudo-amino acid composition, we presents an effective method to predict protein folding rates from amino acid sequences, without any knowledge of the tertiary or secondary structures, or structural class information. The originality of the work presented in this paper is that it tackles the effect of sequence order information. The proposed method provides a good correlation between predicted and experimental folding rates, which equal 0.67 for 76 proteins when evaluated with leave-one-out jackknife test. The comparative results demonstrate that our approach is better than most of other methods.
Keywords :
bioinformatics; feature extraction; principal component analysis; proteins; proteomics; amino acid sequences; feature extraction; leave-one-out jackknife test; principal component analysis; protein folding; protein sequences; protein structures; pseudo amino acid composition; secondary structure; sequence order information; tertiary structure; Amino acids; Biology computing; Biomembranes; Computational biology; Educational institutions; Prediction algorithms; Principal component analysis; Protein engineering; Sequences; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Bioinformatics and Biomedical Engineering (iCBBE), 2010 4th International Conference on
Conference_Location :
Chengdu
ISSN :
2151-7614
Print_ISBN :
978-1-4244-4712-1
Electronic_ISBN :
2151-7614
Type :
conf
DOI :
10.1109/ICBBE.2010.5514886
Filename :
5514886
Link To Document :
بازگشت