Principal component analysis of alpha-helix deformations in transmembrane proteins.
α-helices are deformable secondary structural components regularly observed in protein folds. The overall flexibility of an α-helix can be resolved into constituent physical deformations such as bending in two orthogonal planes and twisting along the principal axis. We used Principal Component Analy...
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oai:doaj.org-article:75872cd3ffb7421492670feeca4d76392021-12-02T20:06:16ZPrincipal component analysis of alpha-helix deformations in transmembrane proteins.1932-620310.1371/journal.pone.0257318https://doaj.org/article/75872cd3ffb7421492670feeca4d76392021-01-01T00:00:00Zhttps://doi.org/10.1371/journal.pone.0257318https://doaj.org/toc/1932-6203α-helices are deformable secondary structural components regularly observed in protein folds. The overall flexibility of an α-helix can be resolved into constituent physical deformations such as bending in two orthogonal planes and twisting along the principal axis. We used Principal Component Analysis to identify and quantify the contribution of each of these dominant deformation modes in transmembrane α-helices, extramembrane α-helices, and α-helices in soluble proteins. Using three α-helical samples from Protein Data Bank entries spanning these three cellular contexts, we determined that the relative contributions of these modes towards total deformation are independent of the α-helix's surroundings. This conclusion is supported by the observation that the identities of the top three deformation modes, the scaling behaviours of mode eigenvalues as a function of α-helix length, and the percentage contribution of individual modes on total variance were comparable across all three α-helical samples. These findings highlight that α-helical deformations are independent of cellular location and will prove to be valuable in furthering the development of flexible templates in de novo protein design.Alexander BevacquaSachit BakshiYu XiaPublic Library of Science (PLoS)articleMedicineRScienceQENPLoS ONE, Vol 16, Iss 9, p e0257318 (2021) |
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Medicine R Science Q Alexander Bevacqua Sachit Bakshi Yu Xia Principal component analysis of alpha-helix deformations in transmembrane proteins. |
description |
α-helices are deformable secondary structural components regularly observed in protein folds. The overall flexibility of an α-helix can be resolved into constituent physical deformations such as bending in two orthogonal planes and twisting along the principal axis. We used Principal Component Analysis to identify and quantify the contribution of each of these dominant deformation modes in transmembrane α-helices, extramembrane α-helices, and α-helices in soluble proteins. Using three α-helical samples from Protein Data Bank entries spanning these three cellular contexts, we determined that the relative contributions of these modes towards total deformation are independent of the α-helix's surroundings. This conclusion is supported by the observation that the identities of the top three deformation modes, the scaling behaviours of mode eigenvalues as a function of α-helix length, and the percentage contribution of individual modes on total variance were comparable across all three α-helical samples. These findings highlight that α-helical deformations are independent of cellular location and will prove to be valuable in furthering the development of flexible templates in de novo protein design. |
format |
article |
author |
Alexander Bevacqua Sachit Bakshi Yu Xia |
author_facet |
Alexander Bevacqua Sachit Bakshi Yu Xia |
author_sort |
Alexander Bevacqua |
title |
Principal component analysis of alpha-helix deformations in transmembrane proteins. |
title_short |
Principal component analysis of alpha-helix deformations in transmembrane proteins. |
title_full |
Principal component analysis of alpha-helix deformations in transmembrane proteins. |
title_fullStr |
Principal component analysis of alpha-helix deformations in transmembrane proteins. |
title_full_unstemmed |
Principal component analysis of alpha-helix deformations in transmembrane proteins. |
title_sort |
principal component analysis of alpha-helix deformations in transmembrane proteins. |
publisher |
Public Library of Science (PLoS) |
publishDate |
2021 |
url |
https://doaj.org/article/75872cd3ffb7421492670feeca4d7639 |
work_keys_str_mv |
AT alexanderbevacqua principalcomponentanalysisofalphahelixdeformationsintransmembraneproteins AT sachitbakshi principalcomponentanalysisofalphahelixdeformationsintransmembraneproteins AT yuxia principalcomponentanalysisofalphahelixdeformationsintransmembraneproteins |
_version_ |
1718375433344385024 |