Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Leng, Fei, Wu, Lu-Yun, Lu, Chang, Pan, Xian-Ming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
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
_version_ 1783229999840493568
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
work_keys_str_mv AT lengfei determinantsofthermostabilityinserinehydroxymethyltransferaseidentifiedbyprincipalcomponentanalysis
AT wuluyun determinantsofthermostabilityinserinehydroxymethyltransferaseidentifiedbyprincipalcomponentanalysis
AT luchang determinantsofthermostabilityinserinehydroxymethyltransferaseidentifiedbyprincipalcomponentanalysis
AT panxianming determinantsofthermostabilityinserinehydroxymethyltransferaseidentifiedbyprincipalcomponentanalysis