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AlphaFold2 models indicate that protein sequence determines both structure and dynamics

AlphaFold 2 (AF2) has placed Molecular Biology in a new era where we can visualize, analyze and interpret the structures and functions of all proteins solely from their primary sequences. We performed AF2 structure predictions for various protein systems, including globular proteins, a multi-domain...

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Autores principales: Guo, Hao-Bo, Perminov, Alexander, Bekele, Selemon, Kedziora, Gary, Farajollahi, Sanaz, Varaljay, Vanessa, Hinkle, Kevin, Molinero, Valeria, Meister, Konrad, Hung, Chia, Dennis, Patrick, Kelley-Loughnane, Nancy, Berry, Rajiv
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226352/
https://www.ncbi.nlm.nih.gov/pubmed/35739160
http://dx.doi.org/10.1038/s41598-022-14382-9
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author Guo, Hao-Bo
Perminov, Alexander
Bekele, Selemon
Kedziora, Gary
Farajollahi, Sanaz
Varaljay, Vanessa
Hinkle, Kevin
Molinero, Valeria
Meister, Konrad
Hung, Chia
Dennis, Patrick
Kelley-Loughnane, Nancy
Berry, Rajiv
author_facet Guo, Hao-Bo
Perminov, Alexander
Bekele, Selemon
Kedziora, Gary
Farajollahi, Sanaz
Varaljay, Vanessa
Hinkle, Kevin
Molinero, Valeria
Meister, Konrad
Hung, Chia
Dennis, Patrick
Kelley-Loughnane, Nancy
Berry, Rajiv
author_sort Guo, Hao-Bo
collection PubMed
description AlphaFold 2 (AF2) has placed Molecular Biology in a new era where we can visualize, analyze and interpret the structures and functions of all proteins solely from their primary sequences. We performed AF2 structure predictions for various protein systems, including globular proteins, a multi-domain protein, an intrinsically disordered protein (IDP), a randomized protein, two larger proteins (> 1000 AA), a heterodimer and a homodimer protein complex. Our results show that along with the three dimensional (3D) structures, AF2 also decodes protein sequences into residue flexibilities via both the predicted local distance difference test (pLDDT) scores of the models, and the predicted aligned error (PAE) maps. We show that PAE maps from AF2 are correlated with the distance variation (DV) matrices from molecular dynamics (MD) simulations, which reveals that the PAE maps can predict the dynamical nature of protein residues. Here, we introduce the AF2-scores, which are simply derived from pLDDT scores and are in the range of [0, 1]. We found that for most protein models, including large proteins and protein complexes, the AF2-scores are highly correlated with the root mean square fluctuations (RMSF) calculated from MD simulations. However, for an IDP and a randomized protein, the AF2-scores do not correlate with the RMSF from MD, especially for the IDP. Our results indicate that the protein structures predicted by AF2 also convey information of the residue flexibility, i.e., protein dynamics.
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spelling pubmed-92263522022-06-25 AlphaFold2 models indicate that protein sequence determines both structure and dynamics Guo, Hao-Bo Perminov, Alexander Bekele, Selemon Kedziora, Gary Farajollahi, Sanaz Varaljay, Vanessa Hinkle, Kevin Molinero, Valeria Meister, Konrad Hung, Chia Dennis, Patrick Kelley-Loughnane, Nancy Berry, Rajiv Sci Rep Article AlphaFold 2 (AF2) has placed Molecular Biology in a new era where we can visualize, analyze and interpret the structures and functions of all proteins solely from their primary sequences. We performed AF2 structure predictions for various protein systems, including globular proteins, a multi-domain protein, an intrinsically disordered protein (IDP), a randomized protein, two larger proteins (> 1000 AA), a heterodimer and a homodimer protein complex. Our results show that along with the three dimensional (3D) structures, AF2 also decodes protein sequences into residue flexibilities via both the predicted local distance difference test (pLDDT) scores of the models, and the predicted aligned error (PAE) maps. We show that PAE maps from AF2 are correlated with the distance variation (DV) matrices from molecular dynamics (MD) simulations, which reveals that the PAE maps can predict the dynamical nature of protein residues. Here, we introduce the AF2-scores, which are simply derived from pLDDT scores and are in the range of [0, 1]. We found that for most protein models, including large proteins and protein complexes, the AF2-scores are highly correlated with the root mean square fluctuations (RMSF) calculated from MD simulations. However, for an IDP and a randomized protein, the AF2-scores do not correlate with the RMSF from MD, especially for the IDP. Our results indicate that the protein structures predicted by AF2 also convey information of the residue flexibility, i.e., protein dynamics. Nature Publishing Group UK 2022-06-23 /pmc/articles/PMC9226352/ /pubmed/35739160 http://dx.doi.org/10.1038/s41598-022-14382-9 Text en © This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Guo, Hao-Bo
Perminov, Alexander
Bekele, Selemon
Kedziora, Gary
Farajollahi, Sanaz
Varaljay, Vanessa
Hinkle, Kevin
Molinero, Valeria
Meister, Konrad
Hung, Chia
Dennis, Patrick
Kelley-Loughnane, Nancy
Berry, Rajiv
AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title_full AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title_fullStr AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title_full_unstemmed AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title_short AlphaFold2 models indicate that protein sequence determines both structure and dynamics
title_sort alphafold2 models indicate that protein sequence determines both structure and dynamics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9226352/
https://www.ncbi.nlm.nih.gov/pubmed/35739160
http://dx.doi.org/10.1038/s41598-022-14382-9
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