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McBride JM, Polev K, Abdirasulov A, Reinharz V, Grzybowski BA, Tlusty T. AlphaFold2 Can Predict Single-Mutation Effects. PHYSICAL REVIEW LETTERS 2023; 131:218401. [PMID: 38072605 DOI: 10.1103/physrevlett.131.218401] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Accepted: 09/26/2023] [Indexed: 12/18/2023]
Abstract
AlphaFold2 (AF) is a promising tool, but is it accurate enough to predict single mutation effects? Here, we report that the localized structural deformation between protein pairs differing by only 1-3 mutations-as measured by the effective strain-is correlated across 3901 experimental and AF-predicted structures. Furthermore, analysis of ∼11 000 proteins shows that the local structural change correlates with various phenotypic changes. These findings suggest that AF can predict the range and magnitude of single-mutation effects on average, and we propose a method to improve precision of AF predictions and to indicate when predictions are unreliable.
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Affiliation(s)
- John M McBride
- Center for Soft and Living Matter, Institute for Basic Science, Ulsan 44919, South Korea
| | - Konstantin Polev
- Center for Soft and Living Matter, Institute for Basic Science, Ulsan 44919, South Korea
- Department of Biomedical Engineering, Ulsan National Institute of Science and Technology, Ulsan 44919, South Korea
| | - Amirbek Abdirasulov
- Department of Computer Science and Engineering, Ulsan National Institute of Science and Technology, Ulsan 44919, South Korea
| | | | - Bartosz A Grzybowski
- Center for Soft and Living Matter, Institute for Basic Science, Ulsan 44919, South Korea
- Departments of Physics and Chemistry, Ulsan National Institute of Science and Technology, Ulsan 44919, South Korea
| | - Tsvi Tlusty
- Center for Soft and Living Matter, Institute for Basic Science, Ulsan 44919, South Korea
- Departments of Physics and Chemistry, Ulsan National Institute of Science and Technology, Ulsan 44919, South Korea
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2
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Fowler NJ, Albalwi MF, Lee S, Hounslow AM, Williamson MP. Improved methodology for protein NMR structure calculation using hydrogen bond restraints and ANSURR validation: The SH2 domain of SH2B1. Structure 2023; 31:975-986.e3. [PMID: 37311460 DOI: 10.1016/j.str.2023.05.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 05/02/2023] [Accepted: 05/18/2023] [Indexed: 06/15/2023]
Abstract
Protein structures calculated using NMR data are less accurate and less well-defined than they could be. Here we use the program ANSURR to show that this deficiency is at least in part due to a lack of hydrogen bond restraints. We describe a protocol to introduce hydrogen bond restraints into the structure calculation of the SH2 domain from SH2B1 in a systematic and transparent way and show that the structures generated are more accurate and better defined as a result. We also show that ANSURR can be used as a guide to know when the structure calculation is good enough to stop.
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Affiliation(s)
- Nicholas J Fowler
- School of Biosciences, University of Sheffield, S10 2TN Sheffield, UK.
| | - Marym F Albalwi
- School of Biosciences, University of Sheffield, S10 2TN Sheffield, UK
| | - Subin Lee
- School of Biosciences, University of Sheffield, S10 2TN Sheffield, UK
| | - Andrea M Hounslow
- School of Biosciences, University of Sheffield, S10 2TN Sheffield, UK
| | - Mike P Williamson
- School of Biosciences, University of Sheffield, S10 2TN Sheffield, UK.
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3
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Huang SK, Picard LP, Rahmatullah RSM, Pandey A, Van Eps N, Sunahara RK, Ernst OP, Sljoka A, Prosser RS. Mapping the conformational landscape of the stimulatory heterotrimeric G protein. Nat Struct Mol Biol 2023; 30:502-511. [PMID: 36997760 DOI: 10.1038/s41594-023-00957-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 02/24/2023] [Indexed: 04/01/2023]
Abstract
Heterotrimeric G proteins serve as membrane-associated signaling hubs, in concert with their cognate G-protein-coupled receptors. Fluorine nuclear magnetic resonance spectroscopy was employed to monitor the conformational equilibria of the human stimulatory G-protein α subunit (Gsα) alone, in the intact Gsαβ1γ2 heterotrimer or in complex with membrane-embedded human adenosine A2A receptor (A2AR). The results reveal a concerted equilibrium that is strongly affected by nucleotide and interactions with the βγ subunit, the lipid bilayer and A2AR. The α1 helix of Gsα exhibits significant intermediate timescale dynamics. The α4β6 loop and α5 helix undergo membrane/receptor interactions and order-disorder transitions respectively, associated with G-protein activation. The αN helix adopts a key functional state that serves as an allosteric conduit between the βγ subunit and receptor, while a significant fraction of the ensemble remains tethered to the membrane and receptor upon activation.
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Affiliation(s)
- Shuya Kate Huang
- Department of Chemistry, University of Toronto, UTM, Mississauga, Ontario, Canada
| | | | - Rima S M Rahmatullah
- Department of Chemistry, University of Toronto, UTM, Mississauga, Ontario, Canada
| | - Aditya Pandey
- Department of Chemistry, University of Toronto, UTM, Mississauga, Ontario, Canada
| | - Ned Van Eps
- Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada
| | - Roger K Sunahara
- Department of Pharmacology, University of California San Diego School of Medicine, La Jolla, CA, USA
| | - Oliver P Ernst
- Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
| | - Adnan Sljoka
- RIKEN Center for Advanced Intelligence Project, RIKEN, Tokyo, Japan.
| | - R Scott Prosser
- Department of Chemistry, University of Toronto, UTM, Mississauga, Ontario, Canada.
- Department of Biochemistry, University of Toronto, Toronto, Ontario, Canada.
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4
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Grigas AT, Liu Z, Regan L, O'Hern CS. Core packing of well‐defined X‐ray and
NMR
structures is the same. Protein Sci 2022; 31:e4373. [PMID: 35900019 PMCID: PMC9277709 DOI: 10.1002/pro.4373] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2022] [Revised: 05/06/2022] [Accepted: 06/02/2022] [Indexed: 11/10/2022]
Abstract
Numerous studies have investigated the differences and similarities between protein structures determined by solution NMR spectroscopy and those determined by X-ray crystallography. A fundamental question is whether any observed differences are due to differing methodologies or to differences in the behavior of proteins in solution versus in the crystalline state. Here, we compare the properties of the hydrophobic cores of high-resolution protein crystal structures and those in NMR structures, determined using increasing numbers and types of restraints. Prior studies have reported that many NMR structures have denser cores compared with those of high-resolution X-ray crystal structures. Our current work investigates this result in more detail and finds that these NMR structures tend to violate basic features of protein stereochemistry, such as small non-bonded atomic overlaps and few Ramachandran and sidechain dihedral angle outliers. We find that NMR structures solved with more restraints, and which do not significantly violate stereochemistry, have hydrophobic cores that have a similar size and packing fraction as their counterparts determined by X-ray crystallography at high resolution. These results lead us to conclude that, at least regarding the core packing properties, high-quality structures determined by NMR and X-ray crystallography are the same, and the differences reported earlier are most likely a consequence of methodology, rather than fundamental differences between the protein in the two different environments.
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Affiliation(s)
- Alex T. Grigas
- Graduate Program in Computational Biology and Bioinformatics Yale University New Haven Connecticut USA
- Integrated Graduate Program in Physical and Engineering Biology Yale University New Haven Connecticut USA
| | - Zhuoyi Liu
- Integrated Graduate Program in Physical and Engineering Biology Yale University New Haven Connecticut USA
- Department of Mechanical Engineering and Materials Science Yale University New Haven Connecticut USA
| | - Lynne Regan
- Institute of Quantitative Biology, Biochemistry and Biotechnology Centre for Synthetic and Systems Biology, School of Biological Sciences, University of Edinburgh Edinburgh UK
| | - Corey S. O'Hern
- Graduate Program in Computational Biology and Bioinformatics Yale University New Haven Connecticut USA
- Integrated Graduate Program in Physical and Engineering Biology Yale University New Haven Connecticut USA
- Department of Mechanical Engineering and Materials Science Yale University New Haven Connecticut USA
- Department of Physics Yale University New Haven Connecticut USA
- Department of Applied Physics Yale University New Haven Connecticut USA
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5
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The accuracy of protein structures in solution determined by AlphaFold and NMR. Structure 2022; 30:925-933.e2. [DOI: 10.1016/j.str.2022.04.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 03/18/2022] [Accepted: 04/13/2022] [Indexed: 02/05/2023]
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