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Agarwal V, McShan AC. The power and pitfalls of AlphaFold2 for structure prediction beyond rigid globular proteins. Nat Chem Biol 2024:10.1038/s41589-024-01638-w. [PMID: 38907110 DOI: 10.1038/s41589-024-01638-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2023] [Accepted: 04/29/2024] [Indexed: 06/23/2024]
Abstract
Artificial intelligence-driven advances in protein structure prediction in recent years have raised the question: has the protein structure-prediction problem been solved? Here, with a focus on nonglobular proteins, we highlight the many strengths and potential weaknesses of DeepMind's AlphaFold2 in the context of its biological and therapeutic applications. We summarize the subtleties associated with evaluation of AlphaFold2 model quality and reliability using the predicted local distance difference test (pLDDT) and predicted aligned error (PAE) values. We highlight various classes of proteins that AlphaFold2 can be applied to and the caveats involved. Concrete examples of how AlphaFold2 models can be integrated with experimental data in the form of small-angle X-ray scattering (SAXS), solution NMR, cryo-electron microscopy (cryo-EM) and X-ray diffraction are discussed. Finally, we highlight the need to move beyond structure prediction of rigid, static structural snapshots toward conformational ensembles and alternate biologically relevant states. The overarching theme is that careful consideration is due when using AlphaFold2-generated models to generate testable hypotheses and structural models, rather than treating predicted models as de facto ground truth structures.
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Affiliation(s)
- Vinayak Agarwal
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA.
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.
| | - Andrew C McShan
- School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, GA, USA.
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2
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Mallis RJ, Lee JJ, den Berg AV, Brazin KN, Viennet T, Zmuda J, Cross M, Radeva D, Rodriguez‐Mias R, Villén J, Gelev V, Reinherz EL, Arthanari H. Efficient and economic protein labeling for NMR in mammalian expression systems: Application to a preT-cell and T-cell receptor protein. Protein Sci 2024; 33:e4950. [PMID: 38511503 PMCID: PMC10955624 DOI: 10.1002/pro.4950] [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: 11/20/2023] [Revised: 02/05/2024] [Accepted: 02/16/2024] [Indexed: 03/22/2024]
Abstract
Protein nuclear magnetic resonance (NMR) spectroscopy relies on the ability to isotopically label polypeptides, which is achieved through heterologous expression in various host organisms. Most commonly, Escherichia coli is employed by leveraging isotopically substituted ammonium and glucose to uniformly label proteins with 15N and 13C, respectively. Moreover, E. coli can grow and express proteins in uniformly deuterium-substituted water (D2O), a strategy useful for experiments targeting high molecular weight proteins. Unfortunately, many proteins, particularly those requiring specific posttranslational modifications like disulfide bonding or glycosylation for proper folding and/or function, cannot be readily expressed in their functional forms using E. coli-based expression systems. One such class of proteins includes T-cell receptors and their related preT-cell receptors. In this study, we present an expression system for isotopic labeling of proteins using a nonadherent human embryonic kidney cell line, Expi293F, and a specially designed media. We demonstrate the application of this platform to the β subunit common to both receptors. In addition, we show that this expression system and media can be used to specifically label amino acids Phe, Ile, Val, and Leu in this system, utilizing an amino acid-specific labeling protocol that allows targeted incorporation at high efficiency without significant isotopic scrambling. We demonstrate that this system can also be used to express proteins with fluorinated amino acids. We were routinely able to obtain an NMR sample with a concentration of 200 μM from 30 mL of culture media, utilizing less than 20 mg of the labeled amino acids.
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Affiliation(s)
- Robert J. Mallis
- Laboratory of ImmunobiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Medical OncologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of DermatologyHarvard Medical SchoolBostonMassachusettsUSA
| | - Jonathan J. Lee
- Laboratory of ImmunobiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Medical OncologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
| | | | - Kristine N. Brazin
- Laboratory of ImmunobiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Medical OncologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of MedicineHarvard Medical SchoolBostonMassachusettsUSA
| | - Thibault Viennet
- Department of Cancer BiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Biological Chemistry and Molecular PharmacologyHarvard Medical SchoolBostonMassachusettsUSA
| | | | | | - Denitsa Radeva
- Faculty of Chemistry and PharmacySofia UniversitySofiaBulgaria
| | | | - Judit Villén
- Department of Genome SciencesUniversity of WashingtonSeattleWashingtonUSA
| | - Vladimir Gelev
- Faculty of Chemistry and PharmacySofia UniversitySofiaBulgaria
| | - Ellis L. Reinherz
- Laboratory of ImmunobiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Medical OncologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of MedicineHarvard Medical SchoolBostonMassachusettsUSA
| | - Haribabu Arthanari
- Department of Cancer BiologyDana‐Farber Cancer InstituteBostonMassachusettsUSA
- Department of Biological Chemistry and Molecular PharmacologyHarvard Medical SchoolBostonMassachusettsUSA
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3
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Borgini M, Wieteska Ł, Hinck CS, Krzysiak T, Hinck AP, Wipf P. Synthesis of 13C-methyl-labeled amino acids and their incorporation into proteins in mammalian cells. Org Biomol Chem 2023; 21:9216-9229. [PMID: 37964666 PMCID: PMC10825848 DOI: 10.1039/d3ob01320k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 11/06/2023] [Indexed: 11/16/2023]
Abstract
Isotopic labeling of methyl-substituted proteinogenic amino acids with 13C has transformed applications of solution-based NMR spectroscopy and allowed the study of much larger and more complex proteins than previously possible with 15N labeling. Procedures are well-established for producing methyl-labeled proteins expressed in bacteria, with efficient incorporation of 13C-methyl labeled metabolic precursors to enable the isotopic labeling of Ile, Val, and Leu methyl groups. Recently, similar methodology has been applied to enable 13C-methyl labeling of Ile, Val, and Leu in yeast, extending the approach to proteins that do not readily fold when produced in bacteria. Mammalian or insect cells are nonetheless preferable for production of many human proteins, yet 13C-methyl labeling using similar metabolic precursors is not feasible as these cells lack the requisite biosynthetic machinery. Herein, we report versatile and high-yielding synthetic routes to 13C methyl-labeled amino acids based on palladium-catalyzed C(sp3)-H functionalization. We demonstrate the efficient incorporation of two of the synthesized amino acids, 13C-γ2-Ile and 13C-γ1,γ2-Val, into human receptor extracellular domains with multiple disulfides using suspension-cultured HEK293 cells. Production costs are reasonable, even at moderate expression levels of 2-3 mg purified protein per liter of medium, and the method can be extended to label other methyl groups, such as 13C-δ1-Ile and 13C-δ1,δ2-Leu. In summary, we demonstrate the cost-effective production of methyl-labeled proteins in mammalian cells by incorporation of 13C methyl-labeled amino acids generated de novo by a versatile synthetic route.
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Affiliation(s)
- Matteo Borgini
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Łukasz Wieteska
- Department of Structural Biology, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Cynthia S Hinck
- Department of Structural Biology, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Troy Krzysiak
- Department of Structural Biology, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Andrew P Hinck
- Department of Structural Biology, University of Pittsburgh, Pittsburgh, PA 15260, USA.
| | - Peter Wipf
- Department of Chemistry, University of Pittsburgh, Pittsburgh, PA 15260, USA.
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4
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Mohamadi M, Goricanec D, Wagner G, Hagn F. NMR sample optimization and backbone assignment of a stabilized neurotensin receptor. J Struct Biol 2023; 215:107970. [PMID: 37142193 PMCID: PMC10242673 DOI: 10.1016/j.jsb.2023.107970] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 04/25/2023] [Accepted: 04/29/2023] [Indexed: 05/06/2023]
Abstract
G protein-coupled receptors (GPCRs) are involved in a multitude of cellular signaling cascades and consequently are a prominent target for pharmaceutical drugs. In the past decades, a growing number of high-resolution structures of GPCRs has been solved, providing unprecedented insights into their mode of action. However, knowledge on the dynamical nature of GPCRs is equally important for a better functional understanding, which can be obtained by NMR spectroscopy. Here, we employed a combination of size exclusion chromatography, thermal stability measurements and 2D-NMR experiments for the NMR sample optimization of the stabilized neurotensin receptor type 1 (NTR1) variant HTGH4 bound to the agonist neurotensin. We identified the short-chain lipid di-heptanoyl-glycero-phosphocholine (DH7PC) as a promising membrane mimetic for high resolution NMR experiments and obtained a partial NMR backbone resonance assignment. However, internal membrane-incorporated parts of the protein were not visible due to lacking amide proton back-exchange. Nevertheless, NMR and hydrogen deuterium exchange (HDX) mass spectrometry experiments could be used to probe structural changes at the orthosteric ligand binding site in the agonist and antagonist bound states. To enhance amide proton exchange we partially unfolded HTGH4 and observed additional NMR signals in the transmembrane region. However, this procedure led to a higher sample heterogeneity, suggesting that other strategies need to be applied to obtain high-quality NMR spectra of the entire protein. In summary, the herein reported NMR characterization is an essential step toward a more complete resonance assignment of NTR1 and for probing its structural and dynamical features in different functional states.
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Affiliation(s)
- Mariam Mohamadi
- Bavarian NMR Center (BNMRZ) and Structural Membrane Biochemistry, Dept. of Bioscience, TUM School of Natural Sciences, Technical University of Munich, 85748 Garching, Germany
| | - David Goricanec
- Bavarian NMR Center (BNMRZ) and Structural Membrane Biochemistry, Dept. of Bioscience, TUM School of Natural Sciences, Technical University of Munich, 85748 Garching, Germany
| | - Gerhard Wagner
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Franz Hagn
- Bavarian NMR Center (BNMRZ) and Structural Membrane Biochemistry, Dept. of Bioscience, TUM School of Natural Sciences, Technical University of Munich, 85748 Garching, Germany; Institute of Structural Biology, Molecular Targets and Therapeutics Center, Helmholtz Munich 85764 Neuherberg, Germany.
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5
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Bishop AC, Torres-Montalvo G, Kotaru S, Mimun K, Wand AJ. Robust automated backbone triple resonance NMR assignments of proteins using Bayesian-based simulated annealing. Nat Commun 2023; 14:1556. [PMID: 36944645 PMCID: PMC10030768 DOI: 10.1038/s41467-023-37219-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 03/06/2023] [Indexed: 03/23/2023] Open
Abstract
Assignment of resonances of nuclear magnetic resonance (NMR) spectra to specific atoms within a protein remains a labor-intensive and challenging task. Automation of the assignment process often remains a bottleneck in the exploitation of solution NMR spectroscopy for the study of protein structure-dynamics-function relationships. We present an approach to the assignment of backbone triple resonance spectra of proteins. A Bayesian statistical analysis of predicted and observed chemical shifts is used in conjunction with inter-spin connectivities provided by triple resonance spectroscopy to calculate a pseudo-energy potential that drives a simulated annealing search for the most optimal set of resonance assignments. Termed Bayesian Assisted Assignments by Simulated Annealing (BARASA), a C++ program implementation is tested against systems ranging in size to over 450 amino acids including examples of intrinsically disordered proteins. BARASA is fast, robust, accommodates incomplete and incorrect information, and outperforms current algorithms - especially in cases of sparse data and is sufficiently fast to allow for real-time evaluation during data acquisition.
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Affiliation(s)
- Anthony C Bishop
- Department of Biochemistry & Biophysics, Texas A&M University, College Station, TX, 77843, USA
| | - Glorisé Torres-Montalvo
- Department of Biochemistry & Biophysics, Texas A&M University, College Station, TX, 77843, USA
| | - Sravya Kotaru
- Graduate Group in Biochemistry & Molecular Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19014, USA
| | - Kyle Mimun
- Department of Biochemistry & Biophysics, Texas A&M University, College Station, TX, 77843, USA
| | - A Joshua Wand
- Department of Biochemistry & Biophysics, Texas A&M University, College Station, TX, 77843, USA.
- Graduate Group in Biochemistry & Molecular Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19014, USA.
- Department of Chemistry, Texas A&M University, College Station, TX, 77843, USA.
- Department of Molecular & Cellular Medicine, Texas A&M University, College Station, TX, 77843, USA.
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6
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Lim S, Mahdi S, Beuning PJ, Korzhnev DM. ILV methyl NMR resonance assignments of the 81 kDa E. coli β-clamp. BIOMOLECULAR NMR ASSIGNMENTS 2022; 16:317-323. [PMID: 35687262 PMCID: PMC10752501 DOI: 10.1007/s12104-022-10097-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Accepted: 05/30/2022] [Indexed: 06/15/2023]
Abstract
The ring-shaped E. coli β-clamp protein is an 81 kDa head-to-tail homodimer, which serves as a processivity factor anchoring the replicative polymerase to DNA, thereby increasing replication processivity and speed. In addition, it facilitates numerous protein transactions that take place on DNA during replication, repair, and damage response. We used a structure-based approach to obtain nearly complete Ile, Leu and Val side-chain methyl NMR resonance assignments of the wild-type β-clamp and its stabilized T45R/S107R variant based on site directed mutagenesis and the analysis of methyl-methyl NOESY data. The obtained assignments will facilitate future studies of the β-clamp interactions and dynamics.
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Affiliation(s)
- Socheata Lim
- Department of Molecular Biology and Biophysics, University of Connecticut Health Center, 06030, Farmington, CT, USA
| | - Sam Mahdi
- Department of Molecular Biology and Biophysics, University of Connecticut Health Center, 06030, Farmington, CT, USA
| | - Penny J Beuning
- Department of Chemistry and Chemical Biology, Northeastern University, 02115, Boston, MA, USA
| | - Dmitry M Korzhnev
- Department of Molecular Biology and Biophysics, University of Connecticut Health Center, 06030, Farmington, CT, USA.
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7
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Han X, Levkovets M, Lesovoy D, Sun R, Wallerstein J, Sandalova T, Agback T, Achour A, Agback P, Orekhov VY. Assignment of IVL-Methyl side chain of the ligand-free monomeric human MALT1 paracaspase-IgL 3 domain in solution. BIOMOLECULAR NMR ASSIGNMENTS 2022; 16:363-371. [PMID: 36094731 PMCID: PMC9510110 DOI: 10.1007/s12104-022-10105-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 08/31/2022] [Indexed: 06/15/2023]
Abstract
Mucosa-associated lymphoid tissue protein 1 (MALT1) plays a key role in adaptive immune responses by modulating specific intracellular signalling pathways that control the development and proliferation of both T and B cells. Dysfunction of these pathways is coupled to the progress of highly aggressive lymphoma as well as to potential development of an array of different immune disorders. In contrast to other signalling mediators, MALT1 is not only activated through the formation of the CBM complex together with the proteins CARMA1 and Bcl10, but also by acting as a protease that cleaves multiple substrates to promote lymphocyte proliferation and survival via the NF-κB signalling pathway. Herein, we present the partial 1H, 13C Ile/Val/Leu-Methyl resonance assignment of the monomeric apo form of the paracaspase-IgL3 domain of human MALT1. Our results provide a solid ground for future elucidation of both the three-dimensional structure and the dynamics of MALT1, key for adequate development of inhibitors, and a thorough molecular understanding of its function(s).
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Affiliation(s)
- Xiao Han
- Science for Life Laboratory, Department of Medicine, Karolinska Institute, and, Division of Infectious Diseases, Karolinska University Hospital, 171 76, Stockholm, Sweden
| | - Maria Levkovets
- Department of Chemistry and Molecular Biology, University of Gothenburg, Box 465, 40530, Gothenburg, Sweden
| | - Dmitry Lesovoy
- Department of Structural Biology, Shemyakin-Ovchinnikov, Institute of Bioorganic Chemistry RAS, Moscow, Russia, 117997
| | - Renhua Sun
- Science for Life Laboratory, Department of Medicine, Karolinska Institute, and, Division of Infectious Diseases, Karolinska University Hospital, 171 76, Stockholm, Sweden
| | - Johan Wallerstein
- Department of Chemistry and Molecular Biology, University of Gothenburg, Box 465, 40530, Gothenburg, Sweden
| | - Tatyana Sandalova
- Science for Life Laboratory, Department of Medicine, Karolinska Institute, and, Division of Infectious Diseases, Karolinska University Hospital, 171 76, Stockholm, Sweden
| | - Tatiana Agback
- Department of Molecular Sciences, Swedish University of Agricultural Sciences, Box 7015, 750 07, Uppsala, Sweden
| | - Adnane Achour
- Science for Life Laboratory, Department of Medicine, Karolinska Institute, and, Division of Infectious Diseases, Karolinska University Hospital, 171 76, Stockholm, Sweden
| | - Peter Agback
- Department of Molecular Sciences, Swedish University of Agricultural Sciences, Box 7015, 750 07, Uppsala, Sweden.
| | - Vladislav Yu Orekhov
- Department of Chemistry and Molecular Biology, University of Gothenburg, Box 465, 40530, Gothenburg, Sweden.
- Swedish NMR Centre, University of Gothenburg, Box 465, 40530, Gothenburg, Sweden.
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8
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An NMR look at an engineered PET depolymerase. Biophys J 2022; 121:2882-2894. [PMID: 35794828 PMCID: PMC9388554 DOI: 10.1016/j.bpj.2022.07.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 06/15/2022] [Accepted: 06/30/2022] [Indexed: 12/30/2022] Open
Abstract
Plastic environmental pollution is a major issue that our generation must face to protect our planet. Plastic recycling has the potential not only to reduce the pollution but also to limit the need for fossil-fuel-based production of new plastics. Enzymes capable of breaking down plastic could thereby support such a circular economy. Polyethylene terephthalate (PET) degrading enzymes have recently attracted considerable interest and have been subjected to intensive enzyme engineering to improve their characteristics. A quadruple mutant of Leaf-branch Compost Cutinase (LCC) was identified as a most efficient and promising enzyme. Here, we use NMR to follow the initial LCC enzyme through its different mutations that lead to its improved performance. We experimentally define the two calcium-binding sites and show their importance on the all-or-nothing thermal unfolding process, which occurs at a temperature of 72°C close to the PET glass transition temperature. Using various NMR probes such as backbone amide, methyl group, and histidine side-chain resonances, we probe the interaction of the enzymes with mono-(2-hydroxyethyl)terephthalic acid. The latter experiments are interpreted in terms of accessibility of the active site to the polymer chain.
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9
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Mühlberg L, Alarcin T, Maass T, Creutznacher R, Küchler R, Mallagaray A. Ligand-induced structural transitions combined with paramagnetic ions facilitate unambiguous NMR assignments of methyl groups in large proteins. JOURNAL OF BIOMOLECULAR NMR 2022; 76:59-74. [PMID: 35397749 PMCID: PMC9247001 DOI: 10.1007/s10858-022-00394-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Accepted: 03/24/2022] [Indexed: 06/14/2023]
Abstract
NMR spectroscopy allows the study of biomolecules in close-to-native conditions. Structural information can be inferred from the NMR spectra when an assignment is available. Protein assignment is usually a time-consuming task, being specially challenging in the case of large, supramolecular systems. Here, we present an extension of existing state-of-the-art strategies for methyl group assignment that partially overcomes signal overlapping and other difficulties associated to isolated methyl groups. Our approach exploits the ability of proteins to populate two or more conformational states, allowing for unique NOE restraints in each protein conformer. The method is compatible with automated assignment algorithms, granting assignments beyond the limits of a single protein state. The approach also benefits from long-range structural restraints obtained from metal-induced pseudocontact shifts (PCS) and paramagnetic relaxation enhancements (PREs). We illustrate the method with the complete assignment of the 199 methyl groups of a MILproSVproSAT methyl-labeled sample of the UDP-glucose pyrophosphorylase enzyme from Leishmania major (LmUGP). Protozoan parasites of the genus Leishmania causes Leishmaniasis, a neglected disease affecting over 12 million people worldwide. LmUGP is responsible for the de novo biosynthesis of uridine diphosphate-glucose, a precursor in the biosynthesis of the dense surface glycocalyx involved in parasite survival and infectivity. NMR experiments with LmUGP and related enzymes have the potential to unravel new insights in the host resistance mechanisms used by Leishmania major. Our efforts will help in the development of selective and efficient drugs against Leishmania.
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Affiliation(s)
- Lars Mühlberg
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Tuncay Alarcin
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Thorben Maass
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Robert Creutznacher
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Richard Küchler
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany
| | - Alvaro Mallagaray
- Institute for Chemistry and Metabolomics, Centre for Structural and Cell Biology in Medicine, University of Lübeck, Ratzeburger Allee 160, 23562, Lübeck, Germany.
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10
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Kolloff C, Mazur A, Marzinek JK, Bond PJ, Olsson S, Hiller S. Motional clustering in supra-τ c conformational exchange influences NOE cross-relaxation rate. JOURNAL OF MAGNETIC RESONANCE (SAN DIEGO, CALIF. : 1997) 2022; 338:107196. [PMID: 35367892 DOI: 10.1016/j.jmr.2022.107196] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Revised: 03/01/2022] [Accepted: 03/13/2022] [Indexed: 06/14/2023]
Abstract
Biomolecular spin relaxation processes, such as the NOE, are commonly modeled by rotational τc-tumbling combined with fast motions on the sub-τc timescale. Motions on the supra-τc timescale, in contrast, are considered to be completely decorrelated to the molecular tumbling and therefore invisible. Here, we show how supra-τc dynamics can nonetheless influence the NOE build-up between methyl groups. This effect arises because supra-τc motions can cluster the fast-motion ensembles into discrete states, affecting distance averaging as well as the fast-motion order parameter and hence the cross-relaxation rate. We present a computational approach to estimate methyl-methyl cross-relaxation rates from extensive (>100×τc) all-atom molecular dynamics (MD) trajectories on the example of the 723-residue protein Malate Synthase G. The approach uses Markov state models (MSMs) to resolve transitions between metastable states and thus to discriminate between sub-τc and supra-τc conformational exchange. We find that supra-τc exchange typically increases NOESY cross-peak intensities. The methods described in this work extend the theory of modeling sub-μs dynamics in spin relaxation and thus contribute to a quantitative estimation of NOE cross-relaxation rates from MD simulations, eventually leading to increased precision in structural and functional studies of large proteins.
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Affiliation(s)
- Christopher Kolloff
- Biozentrum, Universität Basel, Spitalstrasse 41, Basel 4056, Switzerland; Department of Computer Science and Engineering, Chalmers University of Technology, Rännvägen 6, Göteborg 412 58, Sweden.
| | - Adam Mazur
- Biozentrum, Universität Basel, Spitalstrasse 41, Basel 4056, Switzerland.
| | - Jan K Marzinek
- Bioinformatics Institute (A∗STAR), 30 Biopolis Street, #07-01 Matrix, Singapore 138671, Singapore.
| | - Peter J Bond
- Bioinformatics Institute (A∗STAR), 30 Biopolis Street, #07-01 Matrix, Singapore 138671, Singapore; National University of Singapore, Department of Biological Sciences, 14 Science Drive 4, Singapore 117543, Singapore.
| | - Simon Olsson
- Department of Computer Science and Engineering, Chalmers University of Technology, Rännvägen 6, Göteborg 412 58, Sweden.
| | - Sebastian Hiller
- Biozentrum, Universität Basel, Spitalstrasse 41, Basel 4056, Switzerland.
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11
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Ben-Tal Y, Boaler PJ, Dale HJA, Dooley RE, Fohn NA, Gao Y, García-Domínguez A, Grant KM, Hall AMR, Hayes HLD, Kucharski MM, Wei R, Lloyd-Jones GC. Mechanistic analysis by NMR spectroscopy: A users guide. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2022; 129:28-106. [PMID: 35292133 DOI: 10.1016/j.pnmrs.2022.01.001] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 01/05/2022] [Accepted: 01/06/2022] [Indexed: 06/14/2023]
Abstract
A 'principles and practice' tutorial-style review of the application of solution-phase NMR in the analysis of the mechanisms of homogeneous organic and organometallic reactions and processes. This review of 345 references summarises why solution-phase NMR spectroscopy is uniquely effective in such studies, allowing non-destructive, quantitative analysis of a wide range of nuclei common to organic and organometallic reactions, providing exquisite structural detail, and using instrumentation that is routinely available in most chemistry research facilities. The review is in two parts. The first comprises an introduction to general techniques and equipment, and guidelines for their selection and application. Topics include practical aspects of the reaction itself, reaction monitoring techniques, NMR data acquisition and processing, analysis of temporal concentration data, NMR titrations, DOSY, and the use of isotopes. The second part comprises a series of 15 Case Studies, each selected to illustrate specific techniques and approaches discussed in the first part, including in situ NMR (1/2H, 10/11B, 13C, 15N, 19F, 29Si, 31P), kinetic and equilibrium isotope effects, isotope entrainment, isotope shifts, isotopes at natural abundance, scalar coupling, kinetic analysis (VTNA, RPKA, simulation, steady-state), stopped-flow NMR, flow NMR, rapid injection NMR, pure shift NMR, dynamic nuclear polarisation, 1H/19F DOSY NMR, and in situ illumination NMR.
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Affiliation(s)
- Yael Ben-Tal
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Patrick J Boaler
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Harvey J A Dale
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Ruth E Dooley
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom; Evotec (UK) Ltd, 114 Innovation Drive, Milton Park, Abingdon, Oxfordshire OX14 4RZ, United Kingdom
| | - Nicole A Fohn
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Yuan Gao
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Andrés García-Domínguez
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Katie M Grant
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Andrew M R Hall
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Hannah L D Hayes
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Maciej M Kucharski
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Ran Wei
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom
| | - Guy C Lloyd-Jones
- School of Chemistry, Joseph Black Building, David Brewster Road, Edinburgh, EH9 3FJ, United Kingdom.
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12
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Paluch P, Augustyniak R, Org ML, Vanatalu K, Kaldma A, Samoson A, Stanek J. NMR Assignment of Methyl Groups in Immobilized Proteins Using Multiple-Bond 13C Homonuclear Transfers, Proton Detection, and Very Fast MAS. Front Mol Biosci 2022; 9:828785. [PMID: 35425812 PMCID: PMC9002630 DOI: 10.3389/fmolb.2022.828785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 02/08/2022] [Indexed: 11/13/2022] Open
Abstract
In nuclear magnetic resonance spectroscopy of proteins, methyl protons play a particular role as extremely sensitive reporters on dynamics, allosteric effects, and protein–protein interactions, accessible even in high-molecular-weight systems approaching 1 MDa. The notorious issue of their chemical shift assignment is addressed here by a joint use of solid-state 1H-detected methods at very fast (nearly 100 kHz) magic-angle spinning, partial deuteration, and high-magnetic fields. The suitability of a series of RF schemes is evaluated for the efficient coherence transfer across entire 13C side chains of methyl-containing residues, which is key for establishing connection between methyl and backbone 1H resonances. The performance of ten methods for recoupling of either isotropic 13C–13C scalar or anisotropic dipolar interactions (five variants of TOBSY, FLOPSY, DIPSI, WALTZ, RFDR, and DREAM) is evaluated experimentally at two state-of-the-art magic-angle spinning (55 and 94.5 kHz) and static magnetic field conditions (18.8 and 23.5 T). Model isotopically labeled compounds (alanine and Met-Leu-Phe tripeptide) and ILV-methyl and amide-selectively protonated, and otherwise deuterated chicken α-spectrin SH3 protein are used as convenient reference systems. Spin dynamics simulations in SIMPSON are performed to determine optimal parameters of these RF schemes, up to recently experimentally attained spinning frequencies (200 kHz) and B0 field strengths (28.2 T). The concept of linearization of 13C side chain by appropriate isotope labeling is revisited and showed to significantly increase sensitivity of methyl-to-backbone correlations. A resolution enhancement provided by 4D spectroscopy with non-uniform (sparse) sampling is demonstrated to remove ambiguities in simultaneous resonance assignment of methyl proton and carbon chemical shifts.
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Affiliation(s)
- Piotr Paluch
- Faculty of Chemistry, University of Warsaw, Warsaw, Poland
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, Łódź, Poland
| | | | - Mai-Liis Org
- Tallin University of Technology, Tallinn, Estonia
| | | | - Ats Kaldma
- Tallin University of Technology, Tallinn, Estonia
| | - Ago Samoson
- Tallin University of Technology, Tallinn, Estonia
| | - Jan Stanek
- Faculty of Chemistry, University of Warsaw, Warsaw, Poland
- *Correspondence: Jan Stanek,
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13
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Müntener T, Joss D, Häussinger D, Hiller S. Pseudocontact Shifts in Biomolecular NMR Spectroscopy. Chem Rev 2022; 122:9422-9467. [PMID: 35005884 DOI: 10.1021/acs.chemrev.1c00796] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Paramagnetic centers in biomolecules, such as specific metal ions that are bound to a protein, affect the nuclei in their surrounding in various ways. One of these effects is the pseudocontact shift (PCS), which leads to strong chemical shift perturbations of nuclear spins, with a remarkably long range of 50 Å and beyond. The PCS in solution NMR is an effect originating from the anisotropic part of the dipole-dipole interaction between the magnetic momentum of unpaired electrons and nuclear spins. The PCS contains spatial information that can be exploited in multiple ways to characterize structure, function, and dynamics of biomacromolecules. It can be used to refine structures, magnify effects of dynamics, help resonance assignments, allows for an intermolecular positioning system, and gives structural information in sensitivity-limited situations where all other methods fail. Here, we review applications of the PCS in biomolecular solution NMR spectroscopy, starting from early works on natural metalloproteins, following the development of non-natural tags to chelate and attach lanthanoid ions to any biomolecular target to advanced applications on large biomolecular complexes and inside living cells. We thus hope to not only highlight past applications but also shed light on the tremendous potential the PCS has in structural biology.
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Affiliation(s)
- Thomas Müntener
- Biozentrum, University of Basel, Spitalstrasse 41, 4056 Basel, Switzerland
| | - Daniel Joss
- Department of Chemistry, University of Basel, St. Johanns-Ring 19, 4056 Basel, Switzerland
| | - Daniel Häussinger
- Department of Chemistry, University of Basel, St. Johanns-Ring 19, 4056 Basel, Switzerland
| | - Sebastian Hiller
- Biozentrum, University of Basel, Spitalstrasse 41, 4056 Basel, Switzerland
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14
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Clay MC, Saleh T, Kamatham S, Rossi P, Kalodimos CG. Progress toward automated methyl assignments for methyl-TROSY applications. Structure 2022; 30:69-79.e2. [PMID: 34914892 PMCID: PMC8741727 DOI: 10.1016/j.str.2021.11.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 10/15/2021] [Accepted: 11/19/2021] [Indexed: 01/09/2023]
Abstract
Methyl-TROSY spectroscopy has extended the reach of solution-state NMR to supra-molecular machineries over 100 kDa in size. Methyl groups are ideal probes for studying structure, dynamics, and protein-protein interactions in quasi-physiological conditions with atomic resolution. Successful implementation of the methodology requires accurate methyl chemical shift assignment, and the task still poses a significant challenge in the field. In this work, we outline the current state of technology for methyl labeling, data collection, data analysis, and nuclear Overhauser effect (NOE)-based automated methyl assignment approaches. We present MAGIC-Act and MAGIC-View, two Python extensions developed as part of the popular NMRFAM-Sparky package, and MAGIC-Net a standalone structure-based network analysis program. MAGIC-Act conducts statistically driven amino acid typing, Leu/Val pairing guided by 3D HMBC-HMQC, and NOESY cross-peak symmetry checking. MAGIC-Net provides model-based NOE statistics to aid in selection of a methyl labeling scheme. The programs provide a versatile, semi-automated framework for rapid methyl assignment.
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Affiliation(s)
- Mary C. Clay
- Department of Structural Biology, St Jude Children’s Research Hospital, Memphis, TN, United States
| | - Tamjeed Saleh
- Department of Structural Biology, St Jude Children’s Research Hospital, Memphis, TN, United States
| | - Samuel Kamatham
- Department of Structural Biology, St Jude Children’s Research Hospital, Memphis, TN, United States
| | - Paolo Rossi
- Department of Structural Biology, St Jude Children’s Research Hospital, Memphis, TN, United States,Corresponding authors: ,
| | - Charalampos G. Kalodimos
- Department of Structural Biology, St Jude Children’s Research Hospital, Memphis, TN, United States,Lead Contact,Corresponding authors: ,
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15
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Henot F, Kerfah R, Törner R, Macek P, Crublet E, Gans P, Frech M, Hamelin O, Boisbouvier J. Optimized precursor to simplify assignment transfer between backbone resonances and stereospecifically labelled valine and leucine methyl groups: application to human Hsp90 N-terminal domain. JOURNAL OF BIOMOLECULAR NMR 2021; 75:221-232. [PMID: 34041691 DOI: 10.1007/s10858-021-00370-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Accepted: 05/20/2021] [Indexed: 06/12/2023]
Abstract
Methyl moieties are highly valuable probes for quantitative NMR studies of large proteins. Hence, their assignment is of the utmost interest to obtain information on both interactions and dynamics of proteins in solution. Here, we present the synthesis of a new precursor that allows connection of leucine and valine pro-S methyl moieties to backbone atoms by linear 13C-chains. This optimized 2H/13C-labelled acetolactate precursor can be combined with existing 13C/2H-alanine and isoleucine precursors in order to directly transfer backbone assignment to the corresponding methyl groups. Using this simple approach leucine and valine pro-S methyl groups can be assigned using a single sample without requiring correction of 1H/2H isotopic shifts on 13C resonances. The approach was demonstrated on the N-terminal domain of human HSP90, for which complete assignment of Ala-β, Ile-δ1, Leu-δ2, Met-ε, Thr-γ and Val-γ2 methyl groups was obtained.
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Affiliation(s)
- Faustine Henot
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des martyrs, 38044, Grenoble, France
| | - Rime Kerfah
- NMR-Bio, 5 place Robert Schuman, 38025, Grenoble, France
| | - Ricarda Törner
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des martyrs, 38044, Grenoble, France
| | - Pavel Macek
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des martyrs, 38044, Grenoble, France
- NMR-Bio, 5 place Robert Schuman, 38025, Grenoble, France
| | - Elodie Crublet
- NMR-Bio, 5 place Robert Schuman, 38025, Grenoble, France
| | - Pierre Gans
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des martyrs, 38044, Grenoble, France
| | - Matthias Frech
- Discovery Technologies, Merck KGaA, Frankfurter Straße 250, 64293, Darmstadt, Germany
| | - Olivier Hamelin
- Univ. Grenoble Alpes, CEA, CNRS, IRIG, CBM, 38000, Grenoble, France
| | - Jerome Boisbouvier
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des martyrs, 38044, Grenoble, France.
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16
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Evaluation of Multi-Objective Optimization Algorithms for NMR Chemical Shift Assignment. Molecules 2021; 26:molecules26123699. [PMID: 34204416 PMCID: PMC8235258 DOI: 10.3390/molecules26123699] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 06/04/2021] [Accepted: 06/08/2021] [Indexed: 11/16/2022] Open
Abstract
An automated NMR chemical shift assignment algorithm was developed using multi-objective optimization techniques. The problem is modeled as a combinatorial optimization problem and its objective parameters are defined separately in different score functions. Some of the heuristic approaches of evolutionary optimization are employed in this problem model. Both, a conventional genetic algorithm and multi-objective methods, i.e., the non-dominated sorting genetic algorithms II and III (NSGA2 and NSGA3), are applied to the problem. The multi-objective approaches consider each objective parameter separately, whereas the genetic algorithm followed a conventional way, where all objectives are combined in one score function. Several improvement steps and repetitions on these algorithms are performed and their combinations are also created as a hyper-heuristic approach to the problem. Additionally, a hill-climbing algorithm is also applied after the evolutionary algorithm steps. The algorithms are tested on several different datasets with a set of 11 commonly used spectra. The test results showed that our algorithm could assign both sidechain and backbone atoms fully automatically without any manual interactions. Our approaches could provide around a 65% success rate and could assign some of the atoms that could not be assigned by other methods.
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17
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Backbone-independent NMR resonance assignments of methyl probes in large proteins. Nat Commun 2021; 12:691. [PMID: 33514730 PMCID: PMC7846771 DOI: 10.1038/s41467-021-20984-0] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2020] [Accepted: 12/09/2020] [Indexed: 11/08/2022] Open
Abstract
Methyl-specific isotope labeling is a powerful tool to study the structure, dynamics and interactions of large proteins and protein complexes by solution-state NMR. However, widespread applications of this methodology have been limited by challenges in obtaining confident resonance assignments. Here, we present Methyl Assignments Using Satisfiability (MAUS), leveraging Nuclear Overhauser Effect cross-peak data, peak residue type classification and a known 3D structure or structural model to provide robust resonance assignments consistent with all the experimental inputs. Using data recorded for targets with known assignments in the 10-45 kDa size range, MAUS outperforms existing methods by up to 25,000 times in speed while maintaining 100% accuracy. We derive de novo assignments for multiple Cas9 nuclease domains, demonstrating that the methyl resonances of multi-domain proteins can be assigned accurately in a matter of days, while reducing biases introduced by manual pre-processing of the raw NOE data. MAUS is available through an online web-server.
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18
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Solid-state NMR approaches to investigate large enzymes in complex with substrates and inhibitors. Biochem Soc Trans 2020; 49:131-144. [PMID: 33367567 DOI: 10.1042/bst20200099] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2020] [Revised: 11/20/2020] [Accepted: 11/25/2020] [Indexed: 12/30/2022]
Abstract
Enzyme catalysis is omnipresent in the cell. The mechanisms by which highly evolved protein folds enable rapid and specific chemical transformation of substrates belong to the marvels of structural biology. Targeting of enzymes with inhibitors has immediate application in drug discovery, from chemotherapeutics over antibiotics to antivirals. NMR spectroscopy combines multiple assets for the investigation of enzyme function. The non-invasive technique can probe enzyme structure and dynamics and map interactions with substrates, cofactors and inhibitors at the atomic level. With experiments performed at close to native conditions, catalytic transformations can be monitored in real time, giving access to kinetic parameters. The power of NMR in the solid state, in contrast with solution, lies in the absence of fundamental size limitations, which is crucial for enzymes that are either membrane-embedded or assemble into large soluble complexes exceeding hundreds of kilodaltons in molecular weight. Here we review recent progress in solid-state NMR methodology, which has taken big leaps in the past years due to steady improvements in hardware design, notably magic angle spinning, and connect it to parallel biochemical advances that enable isotope labelling of increasingly complex enzymes. We first discuss general concepts and requirements of the method and then highlight the state-of-the-art in sample preparation, structure determination, dynamics and interaction studies. We focus on examples where solid-state NMR has been instrumental in elucidating enzyme mechanism, alone or in integrative studies.
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19
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Kooijman L, Schuster M, Baumann C, Jurt S, Löhr F, Fürtig B, Güntert P, Zerbe O. Dynamics of Bacteriorhodopsin in the Dark‐Adapted State from Solution Nuclear Magnetic Resonance Spectroscopy. Angew Chem Int Ed Engl 2020. [DOI: 10.1002/ange.202004393] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Laurens Kooijman
- Department of Chemistry University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland
| | - Matthias Schuster
- Department of Chemistry University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland
| | - Christian Baumann
- Department of Chemistry University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland
| | - Simon Jurt
- Department of Chemistry University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland
| | - Frank Löhr
- Institute of Biophysical Chemistry Center for Biomolecular Magnetic Resonance Goethe University Frankfurt Max-von-Laue-Straße 9 60438 Frankfurt am Main Germany
| | - Boris Fürtig
- Institute of Organic Chemistry and Chemical Biology Goethe University Frankfurt Max-von-Laue-Straße 7 60438 Frankfurt am Main Germany
| | - Peter Güntert
- Institute of Biophysical Chemistry Center for Biomolecular Magnetic Resonance Goethe University Frankfurt Max-von-Laue-Straße 9 60438 Frankfurt am Main Germany
- Laboratory of Physical Chemistry ETH Zürich Vladimir-Prelog-Weg 2 8093 Zurich Switzerland
| | - Oliver Zerbe
- Department of Chemistry University of Zurich Winterthurerstrasse 190 CH-8057 Zurich Switzerland
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20
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Behera SP, Dubey A, Chen WN, De Paula VS, Zhang M, Sgourakis NG, Bermel W, Wagner G, Coote PW, Arthanari H. Nearest-neighbor NMR spectroscopy: categorizing spectral peaks by their adjacent nuclei. Nat Commun 2020; 11:5547. [PMID: 33144564 PMCID: PMC7642304 DOI: 10.1038/s41467-020-19325-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Accepted: 10/01/2020] [Indexed: 01/12/2023] Open
Abstract
Methyl-NMR enables atomic-resolution studies of structure and dynamics of large proteins in solution. However, resonance assignment remains challenging. The problem is to combine existing structural informational with sparse distance restraints and search for the most compatible assignment among the permutations. Prior classification of peaks as either from isoleucine, leucine, or valine reduces the search space by many orders of magnitude. However, this is hindered by overlapped leucine and valine frequencies. In contrast, the nearest-neighbor nuclei, coupled to the methyl carbons, resonate in distinct frequency bands. Here, we develop a framework to imprint additional information about passively coupled resonances onto the observed peaks. This depends on simultaneously orchestrating closely spaced bands of resonances along different magnetization trajectories, using principles from control theory. For methyl-NMR, the method is implemented as a modification to the standard fingerprint spectrum (the 2D-HMQC). The amino acid type is immediately apparent in the fingerprint spectrum. There is no additional relaxation loss or an increase in experimental time. The method is validated on biologically relevant proteins. The idea of generating new spectral information using passive, adjacent resonances is applicable to other contexts in NMR spectroscopy.
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Affiliation(s)
- Soumya P Behera
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA
| | - Abhinav Dubey
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA
| | - Wan-Na Chen
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA
| | - Viviane S De Paula
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, CA, 95064, USA
| | - Meng Zhang
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA
| | - Nikolaos G Sgourakis
- Department of Chemistry and Biochemistry, University of California, Santa Cruz, CA, 95064, USA
| | - Wolfgang Bermel
- Magnetic Resonance Spectroscopy NMR Application, Bruker BioSpin GmbH, 76287, Rheinstetten, Germany
| | - Gerhard Wagner
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA
| | - Paul W Coote
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA.
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA.
| | - Haribabu Arthanari
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA, 02115, USA.
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA, 02215, USA.
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21
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Kooijman L, Schuster M, Baumann C, Jurt S, Löhr F, Fürtig B, Güntert P, Zerbe O. Dynamics of Bacteriorhodopsin in the Dark-Adapted State from Solution Nuclear Magnetic Resonance Spectroscopy. Angew Chem Int Ed Engl 2020; 59:20965-20972. [PMID: 32726501 DOI: 10.1002/anie.202004393] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 07/15/2020] [Indexed: 01/02/2023]
Abstract
To achieve efficient proton pumping in the light-driven proton pump bacteriorhodopsin (bR), the protein must be tightly coupled to the retinal to rapidly convert retinal isomerization into protein structural rearrangements. Methyl group dynamics of bR embedded in lipid nanodiscs were determined in the dark-adapted state, and were found to be mostly well ordered at the cytosolic side. Methyl groups in the M145A mutant of bR, which displays only 10 % residual proton pumping activity, are less well ordered, suggesting a link between side-chain dynamics on the cytosolic side of the bR cavity and proton pumping activity. In addition, slow conformational exchange, attributed to low frequency motions of aromatic rings, was indirectly observed for residues on the extracellular side of the bR cavity. This may be related to reorganization of the water network. These observations provide a detailed picture of previously undescribed equilibrium dynamics on different time scales for ground-state bR.
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Affiliation(s)
- Laurens Kooijman
- Department of Chemistry, University of Zurich, Winterthurerstrasse 190, CH-8057, Zurich, Switzerland
| | - Matthias Schuster
- Department of Chemistry, University of Zurich, Winterthurerstrasse 190, CH-8057, Zurich, Switzerland
| | - Christian Baumann
- Department of Chemistry, University of Zurich, Winterthurerstrasse 190, CH-8057, Zurich, Switzerland
| | - Simon Jurt
- Department of Chemistry, University of Zurich, Winterthurerstrasse 190, CH-8057, Zurich, Switzerland
| | - Frank Löhr
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438, Frankfurt am Main, Germany
| | - Boris Fürtig
- Institute of Organic Chemistry and Chemical Biology, Goethe University Frankfurt, Max-von-Laue-Straße 7, 60438, Frankfurt am Main, Germany
| | - Peter Güntert
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438, Frankfurt am Main, Germany.,Laboratory of Physical Chemistry, ETH Zürich, Vladimir-Prelog-Weg 2, 8093, Zurich, Switzerland
| | - Oliver Zerbe
- Department of Chemistry, University of Zurich, Winterthurerstrasse 190, CH-8057, Zurich, Switzerland
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22
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Boeszoermenyi A, Ogórek B, Jain A, Arthanari H, Wagner G. The precious fluorine on the ring: fluorine NMR for biological systems. JOURNAL OF BIOMOLECULAR NMR 2020; 74:365-379. [PMID: 32651751 PMCID: PMC7539674 DOI: 10.1007/s10858-020-00331-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Accepted: 06/29/2020] [Indexed: 05/08/2023]
Abstract
The fluorine-19 nucleus was recognized early to harbor exceptional properties for NMR spectroscopy. With 100% natural abundance, a high gyromagnetic ratio (83% sensitivity compared to 1H), a chemical shift that is extremely sensitive to its surroundings and near total absence in biological systems, it was destined to become a favored NMR probe, decorating small and large molecules. However, after early excitement, where uptake of fluorinated aromatic amino acids was explored in a series of animal studies, 19F-NMR lost popularity, especially in large molecular weight systems, due to chemical shift anisotropy (CSA) induced line broadening at high magnetic fields. Recently, two orthogonal approaches, (i) CF3 labeling and (ii) aromatic 19F-13C labeling leveraging the TROSY (Transverse Relaxation Optimized Spectroscopy) effect have been successfully applied to study large biomolecular systems. In this perspective, we will discuss the fascinating early work with fluorinated aromatic amino acids, which reveals the enormous potential of these non-natural amino acids in biological NMR and the potential of 19F-NMR to characterize protein and nucleic acid structure, function and dynamics in the light of recent developments. Finally, we explore how fluorine NMR might be exploited to implement small molecule or fragment screens that resemble physiological conditions and discuss the opportunity to follow the fate of small molecules in living cells.
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Affiliation(s)
- Andras Boeszoermenyi
- Department of Cancer Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, 02215, USA.
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, 240 Longwood Avenue, Boston, MA, 02115, USA.
| | - Barbara Ogórek
- Pulmonary and Critical Care Medicine, Department of Medicine, Brigham and Women's Hospital and, Harvard Medical School, Boston, MA, 02115, USA
| | - Akshay Jain
- Department of Cancer Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, 02215, USA
| | - Haribabu Arthanari
- Department of Cancer Biology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA, 02215, USA
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, 240 Longwood Avenue, Boston, MA, 02115, USA
| | - Gerhard Wagner
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, 240 Longwood Avenue, Boston, MA, 02115, USA.
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23
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Pritišanac I, Alderson TR, Güntert P. Automated assignment of methyl NMR spectra from large proteins. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2020; 118-119:54-73. [PMID: 32883449 DOI: 10.1016/j.pnmrs.2020.04.001] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 04/15/2020] [Accepted: 04/17/2020] [Indexed: 05/05/2023]
Abstract
As structural biology trends towards larger and more complex biomolecular targets, a detailed understanding of their interactions and underlying structures and dynamics is required. The development of methyl-TROSY has enabled NMR spectroscopy to provide atomic-resolution insight into the mechanisms of large molecular assemblies in solution. However, the applicability of methyl-TROSY has been hindered by the laborious and time-consuming resonance assignment process, typically performed with domain fragmentation, site-directed mutagenesis, and analysis of NOE data in the context of a crystal structure. In response, several structure-based automatic methyl assignment strategies have been developed over the past decade. Here, we present a comprehensive analysis of all available methods and compare their input data requirements, algorithmic strategies, and reported performance. In general, the methods fall into two categories: those that primarily rely on inter-methyl NOEs, and those that utilize methyl PRE- and PCS-based restraints. We discuss their advantages and limitations, and highlight the potential benefits from standardizing and combining different methods.
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Affiliation(s)
- Iva Pritišanac
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, 60438 Frankfurt am Main, Germany
| | - T Reid Alderson
- Laboratory of Chemical Physics, NIDDK, National Institutes of Health, Bethesda, MD 20892, USA
| | - Peter Güntert
- Institute of Biophysical Chemistry, Center for Biomolecular Magnetic Resonance, Goethe University Frankfurt am Main, 60438 Frankfurt am Main, Germany; Laboratory of Physical Chemistry, ETH Zürich, 8093 Zürich, Switzerland; Department of Chemistry, Tokyo Metropolitan University, Hachioji, Tokyo 192-0397, Japan.
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24
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Stanek J, Schubeis T, Paluch P, Güntert P, Andreas LB, Pintacuda G. Automated Backbone NMR Resonance Assignment of Large Proteins Using Redundant Linking from a Single Simultaneous Acquisition. J Am Chem Soc 2020; 142:5793-5799. [DOI: 10.1021/jacs.0c00251] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Affiliation(s)
- Jan Stanek
- Centre de RMN à Très Hauts Champs (FRE 2034 CNRS, UCB Lyon 1, ENS Lyon), Université de Lyon, 5 rue de la Doua, Villeurbanne 69100, France
- Faculty of Chemistry, University of Warsaw, Żwirki i Wigury 101, Warsaw 02089, Poland
| | - Tobias Schubeis
- Centre de RMN à Très Hauts Champs (FRE 2034 CNRS, UCB Lyon 1, ENS Lyon), Université de Lyon, 5 rue de la Doua, Villeurbanne 69100, France
| | - Piotr Paluch
- Faculty of Chemistry, University of Warsaw, Żwirki i Wigury 101, Warsaw 02089, Poland
| | - Peter Güntert
- Physical Chemistry, Eidgenössische Technische Hochschule Zurich, Hochschule Zürich, Vladimir-Prelog-Weg 2, Zurich 8093, Switzerland
- Center for Biomolecular Magnetic Resonance, Institute of Biophysical Chemistry, Goethe University Frankfurt am Main, Max-von-Laue-Str. 9, Frankfurt am Main 60438, Germany
- Department of Chemistry, Tokyo Metropolitan University, 1-1 Minami-Osawa, Hachioji 192-0397, Japan
| | - Loren B. Andreas
- Centre de RMN à Très Hauts Champs (FRE 2034 CNRS, UCB Lyon 1, ENS Lyon), Université de Lyon, 5 rue de la Doua, Villeurbanne 69100, France
- Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, Göttingen D-37077, Germany
| | - Guido Pintacuda
- Centre de RMN à Très Hauts Champs (FRE 2034 CNRS, UCB Lyon 1, ENS Lyon), Université de Lyon, 5 rue de la Doua, Villeurbanne 69100, France
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Törner R, Awad R, Gans P, Brutscher B, Boisbouvier J. Spectral editing of intra- and inter-chain methyl-methyl NOEs in protein complexes. JOURNAL OF BIOMOLECULAR NMR 2020; 74:83-94. [PMID: 31897934 DOI: 10.1007/s10858-019-00293-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/07/2019] [Accepted: 12/10/2019] [Indexed: 06/10/2023]
Abstract
Specific isotopic labeling of methyl groups in a perdeuterated protein background enables the detection of long range NOEs in proteins or high molecular weight complexes. We introduce here an approach, combining an optimized isotopic labeling scheme with a specifically tailored NMR pulse sequence, to distinguish between intramolecular and intermolecular NOE connectivities. In hetero-oligomeric complexes, this strategy enables sign encoding of intra-subunit and inter-subunit NOEs. For homo-oligomeric assemblies, our strategy allows the specific detection of intra-chain NOEs in high resolution 3D NOESY spectra. The general principles, possibilities and limitations of this approach are presented. Applications of this approach for the detection of intermolecular NOEs in a hetero-hexamer, and the assignment of methyl 1H and 13C resonances in a homo-tetrameric protein complex are shown.
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Affiliation(s)
- Ricarda Törner
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des Martyrs, 38044, Grenoble, France
| | - Rida Awad
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des Martyrs, 38044, Grenoble, France
| | - Pierre Gans
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des Martyrs, 38044, Grenoble, France
| | - Bernhard Brutscher
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des Martyrs, 38044, Grenoble, France
| | - Jerome Boisbouvier
- Univ. Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 71, Avenue des Martyrs, 38044, Grenoble, France.
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