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Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis
Protein thermostability has received growing attention in recent years. Little is known about the determinants of thermal resistance in individual protein families. However, it is known that the mechanism is family-dependent and not identical for all proteins. We present a multivariate statistical a...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5396068/ https://www.ncbi.nlm.nih.gov/pubmed/28422151 http://dx.doi.org/10.1038/srep46463 |
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author | Leng, Fei Wu, Lu-Yun Lu, Chang Pan, Xian-Ming |
author_facet | Leng, Fei Wu, Lu-Yun Lu, Chang Pan, Xian-Ming |
author_sort | Leng, Fei |
collection | PubMed |
description | Protein thermostability has received growing attention in recent years. Little is known about the determinants of thermal resistance in individual protein families. However, it is known that the mechanism is family-dependent and not identical for all proteins. We present a multivariate statistical analysis to find the determinants of thermostability in one protein family, the serine hydroxymethyltransferase family. Based on principal component analysis, we identified three amino acid fragments as the potential determinants of thermostability. The correlation coefficients between all the putative fragments and the protein thermostability were significant according to multivariable linear regression. Within the fragments, four critical amino acid positions were identified, and they indicated the contributions of Leu, Val, Lys, Asp, Glu, and Phe to thermostability. Moreover, we analyzed the insertions/deletions of amino acids in the sequence, which showed that thermophilic SHMTs tend to insert or delete residues in the C-terminal domain rather than the N-terminal domain. Our study provided a promising approach to perform a preliminary search for the determinants of thermophilic proteins. It could be extended to other protein families to explore their own strategies for adapting to high temperature. |
format | Online Article Text |
id | pubmed-5396068 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53960682017-04-21 Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis Leng, Fei Wu, Lu-Yun Lu, Chang Pan, Xian-Ming Sci Rep Article Protein thermostability has received growing attention in recent years. Little is known about the determinants of thermal resistance in individual protein families. However, it is known that the mechanism is family-dependent and not identical for all proteins. We present a multivariate statistical analysis to find the determinants of thermostability in one protein family, the serine hydroxymethyltransferase family. Based on principal component analysis, we identified three amino acid fragments as the potential determinants of thermostability. The correlation coefficients between all the putative fragments and the protein thermostability were significant according to multivariable linear regression. Within the fragments, four critical amino acid positions were identified, and they indicated the contributions of Leu, Val, Lys, Asp, Glu, and Phe to thermostability. Moreover, we analyzed the insertions/deletions of amino acids in the sequence, which showed that thermophilic SHMTs tend to insert or delete residues in the C-terminal domain rather than the N-terminal domain. Our study provided a promising approach to perform a preliminary search for the determinants of thermophilic proteins. It could be extended to other protein families to explore their own strategies for adapting to high temperature. Nature Publishing Group 2017-04-19 /pmc/articles/PMC5396068/ /pubmed/28422151 http://dx.doi.org/10.1038/srep46463 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Leng, Fei Wu, Lu-Yun Lu, Chang Pan, Xian-Ming Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title | Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title_full | Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title_fullStr | Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title_full_unstemmed | Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title_short | Determinants of Thermostability in Serine Hydroxymethyltransferase Identified by Principal Component Analysis |
title_sort | determinants of thermostability in serine hydroxymethyltransferase identified by principal component analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5396068/ https://www.ncbi.nlm.nih.gov/pubmed/28422151 http://dx.doi.org/10.1038/srep46463 |
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