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Chen CW, Chang KP, Ho CW, Chang HP, Chu YW. KStable: A Computational Method for Predicting Protein Thermal Stability Changes by K-Star with Regular-mRMR Feature Selection. Entropy (Basel) 2018; 20:e20120988. [PMID: 33266711 PMCID: PMC7512587 DOI: 10.3390/e20120988] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2018] [Revised: 12/11/2018] [Accepted: 12/16/2018] [Indexed: 11/24/2022]
Abstract
Thermostability is a protein property that impacts many types of studies, including protein activity enhancement, protein structure determination, and drug development. However, most computational tools designed to predict protein thermostability require tertiary structure data as input. The few tools that are dependent only on the primary structure of a protein to predict its thermostability have one or more of the following problems: a slow execution speed, an inability to make large-scale mutation predictions, and the absence of temperature and pH as input parameters. Therefore, we developed a computational tool, named KStable, that is sequence-based, computationally rapid, and includes temperature and pH values to predict changes in the thermostability of a protein upon the introduction of a mutation at a single site. KStable was trained using basis features and minimal redundancy–maximal relevance (mRMR) features, and 58 classifiers were subsequently tested. To find the representative features, a regular-mRMR method was developed. When KStable was evaluated with an independent test set, it achieved an accuracy of 0.708.
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Affiliation(s)
- Chi-Wei Chen
- Department of Computer Science and Engineering, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
- Institute of Genomics and Bioinformatics, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
| | - Kai-Po Chang
- Ph.D. Program in Medical Biotechnology, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
- China Medical University Hospital, No. 2, Yude Rd., Taichung 404, Taiwan
| | - Cheng-Wei Ho
- Institute of Genomics and Bioinformatics, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
| | - Hsung-Pin Chang
- Department of Computer Science and Engineering, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
| | - Yen-Wei Chu
- Institute of Genomics and Bioinformatics, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
- Ph.D. Program in Medical Biotechnology, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
- Biotechnology Center, Agricultural Biotechnology Center, Institute of Molecular Biology, Rong Hsing Research Center for Translational Medicine, National Chung Hsing University, Kuo Kuang Rd., Taichung 402, Taiwan
- Correspondence: ; Tel.: +886-4-22840338 (ext. 7041)
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