1
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McLeod MJ, Barwell SAE, Holyoak T, Thorne RE. A structural perspective on the temperature dependent activity of enzymes. Structure 2025; 33:924-934.e2. [PMID: 40120576 DOI: 10.1016/j.str.2025.02.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Revised: 12/09/2024] [Accepted: 02/25/2025] [Indexed: 03/25/2025]
Abstract
Enzyme activity varies with temperature. Unlike small-molecule catalysts, the structural ensembles of enzymes can change substantially with temperature, but it is unclear how this modulates temperature dependent activity. Here, multi-temperature X-ray crystallography was used to record structural changes from -20°C to 40°C for a mesophilic enzyme in complex with inhibitors mimicking substrate-, intermediate-, and product-bound states, representative of major complexes on the reaction coordinate. Inhibitors, substrates and active site loops increasingly populated catalytically competent conformations as temperature increased. These changes occurred even in temperature ranges where kinetic measurements showed roughly linear Arrhenius/Eyring behavior, where parameters characterizing the system are assumed to be temperature independent. Simple analysis shows that linear Arrhenius/Eyring behavior can still be observed when the underlying activation energy/enthalpy values vary with temperature. Our results indicate a critical role for temperature dependent atomic-resolution structural data in interpreting temperature dependent kinetic data from enzymatic systems.
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Affiliation(s)
- Matthew J McLeod
- Cornell University, Department of Physics, Ithaca, NY 14850, USA; University of Waterloo, Department of Biology, Waterloo ON N2L 3G1, Canada.
| | - Sarah A E Barwell
- University of Waterloo, Department of Biology, Waterloo ON N2L 3G1, Canada
| | - Todd Holyoak
- University of Waterloo, Department of Biology, Waterloo ON N2L 3G1, Canada
| | - Robert E Thorne
- Cornell University, Department of Physics, Ithaca, NY 14850, USA
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2
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Kumar Mondal A, Carrillo E, Jayaraman V, Twomey EC. Glutamate gating of AMPA-subtype iGluRs at physiological temperatures. Nature 2025; 641:788-796. [PMID: 40140570 PMCID: PMC12074995 DOI: 10.1038/s41586-025-08770-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Accepted: 02/11/2025] [Indexed: 03/28/2025]
Abstract
Ionotropic glutamate receptors (iGluRs) are tetrameric ligand-gated ion channels that mediate most excitatory neurotransmission1. iGluRs are gated by glutamate, where on glutamate binding, they open their ion channels to enable cation influx into postsynaptic neurons, initiating signal transduction1,2. The structural mechanics of how glutamate gating occurs in full-length iGluRs is not well understood. Here, using the α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid subtype iGluR (AMPAR), we identify the glutamate-gating mechanism. AMPAR activation by glutamate is augmented at physiological temperatures. By preparing AMPARs for cryogenic-electron microscopy at these temperatures, we captured the glutamate-gating mechanism. Activation by glutamate initiates ion channel opening that involves all ion channel helices hinging away from the pore axis in a motif that is conserved across all iGluRs. Desensitization occurs when the local dimer pairs decouple and enables closure of the ion channel below through restoring the channel hinges and refolding the channel gate. Our findings define how glutamate gates iGluRs, provide foundations for therapeutic design and demonstrate how physiological temperatures can alter iGluR function.
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Affiliation(s)
- Anish Kumar Mondal
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Elisa Carrillo
- Center for Membrane Biology, Department of Biochemistry and Molecular Biology, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Vasanthi Jayaraman
- Center for Membrane Biology, Department of Biochemistry and Molecular Biology, University of Texas Health Science Center at Houston, Houston, TX, USA.
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, University of Texas Health Science Center at Houston, Houston, TX, USA.
| | - Edward C Twomey
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- The Beckman Center for Cryo-EM at Johns Hopkins, Johns Hopkins University School of Medicine, Baltimore, MD, USA.
- Diana Helis Henry Medical Research Foundation, New Orleans, LA, USA.
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3
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Herreros D, Mata CP, Noddings C, Irene D, Krieger J, Agard DA, Tsai MD, Sorzano COS, Carazo JM. Real-space heterogeneous reconstruction, refinement, and disentanglement of CryoEM conformational states with HetSIREN. Nat Commun 2025; 16:3751. [PMID: 40263313 PMCID: PMC12015509 DOI: 10.1038/s41467-025-59135-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Accepted: 04/11/2025] [Indexed: 04/24/2025] Open
Abstract
Single-particle analysis by Cryo-electron microscopy (CryoEM) provides direct access to the conformations of macromolecules. Traditional methods assume discrete conformations, while newer algorithms estimate conformational landscapes representing the different structural states a biomolecule explores. This work presents HetSIREN, a deep learning-based method that can fully reconstruct or refine a CryoEM volume in real space based on the structural information summarized in a conformational latent space. HetSIREN is defined as an accurate space-based method that allows spatially focused analysis and the introduction of sinusoidal hypernetworks with proven high analytics capacities. Continuing with innovations, HetSIREN can also refine the images' pose while conditioning the network with additional constraints to yield cleaner high-quality volumes, as well as addressing one of the most confusing issues in heterogeneity analysis, as it is the fact that structural heterogeneity estimations are entangled with pose estimation (and to a lesser extent with CTF estimation) thanks to its decoupling architecture.
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Affiliation(s)
- David Herreros
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, Cantoblanco, Madrid, Spain.
| | - Carlos Perez Mata
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, Cantoblanco, Madrid, Spain
- PKF Attest innCome, Orense 81, Madrid, Spain
| | | | - Deli Irene
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan
| | - James Krieger
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, Cantoblanco, Madrid, Spain
| | - David A Agard
- Department of Biochemistry & Biophysics, University of California, San Francisco, CA, USA
- Chan Zuckerberg Imaging Institute, Redwood City, CA, USA
| | - Ming-Daw Tsai
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan
| | | | - Jose Maria Carazo
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, Cantoblanco, Madrid, Spain
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4
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Du H, Xu Y, Yan Q, Liu Z, Drumright R, Zheng C, Zhang Z, Song A, Zhang P, Cui S, Zhou G, Nie Z, Xu Y. Heterogeneity During the Formation of Waterborne Barrier Coating Revealed by Cryogenic Transmission Electron Microscopy. SMALL METHODS 2025; 9:e2401527. [PMID: 39713919 DOI: 10.1002/smtd.202401527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2024] [Revised: 12/04/2024] [Indexed: 12/24/2024]
Abstract
Imaging the film formation process of waterborne barrier coatings in situ with nanoscopic resolution is very challenging, which limits the understanding of the underlying mechanisms and rational design of the materials. Here this challenge is tackled using in situ cryogenic transmission electron microscopy (cryoTEM) in combination with electron tomography (cryoET), which allows 3D imaging of the process with <1 nm resolution. By monitoring the film formation process of poly(ethylene-co-methacrylic acid) (EMAA) ionomer dispersion, onion-like nano-aggregates are captured. These aggregates can be removed by weakening the interactions between EMAA particles via adding amino alcohol coalescing agents or increasing the EMAA neutralization degree, which improves the barrier property of the coating simultaneously, indicating the importance of these heterogeneities to the material performance. The study benefits a better understanding of the formation kinetics of waterborne coatings, and demonstrates cryoTEM as an efficient method for studying the film formation process in situ.
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Affiliation(s)
- Haiqin Du
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | - Yifan Xu
- Dow Chemical Pacific (Singapore) Private Limited, Singapore, 138628, Singapore
| | | | - Zhongqi Liu
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | | | - Chen Zheng
- The Dow Chemical Company, Shanghai, 201203, China
| | - Zheng Zhang
- The Dow Chemical Company, Shanghai, 201203, China
| | - Amy Song
- The Dow Chemical Company, Shanghai, 201203, China
| | - Pilan Zhang
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | - Shiwen Cui
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | - Guangrong Zhou
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | - Zhihong Nie
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
| | - Yifei Xu
- State Key Laboratory of Molecular Engineering of Polymers and Department of Macromolecular Science of Fudan University, Shanghai, 201203, China
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5
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Herreros D, Mata C, Noddings C, Irene D, Krieger J, Agard D, Tsai MD, Sorzano C, Carazo J. Real-space heterogeneous reconstruction, refinement, and disentanglement of CryoEM conformational states with HetSIREN. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.16.613176. [PMID: 39345408 PMCID: PMC11429808 DOI: 10.1101/2024.09.16.613176] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Single-particle analysis by Cryo-electron microscopy (CryoEM) provides direct access to the conformation of each macromolecule. However, the image's signal-to-noise ratio is low, and some form of classification is usually performed at the image processing level to allow structural modeling. Classical classification methods imply the existence of a discrete number of structural conformations. However, new heterogeneity algorithms introduce a novel reconstruction paradigm, where every state is represented by a lower number of particles, potentially just one, allowing the estimation of conformational landscapes representing the different structural states a biomolecule explores. In this work, we present a novel deep learning-based method called HetSIREN. HetSIREN can fully reconstruct or refine a CryoEM volume in real space based on the structural information summarized in a conformational latent space. The unique characteristics that set HetSIREN apart start with the definition of the approach as a real space-based only method, a fact that allows spatially focused analysis, but also the introduction of a novel network architecture specifically designed to make use of meta-sinusoidal activations, with proven high analytics capacities. Continuing with innovations, HetSIREN can also refine the pose parameters of the images at the same time that it conditions the network with prior information/constraints on the maps, such as Total Variation andL 1 denoising, ultimately yielding cleaner volumes with high-quality structural features. Finally, but very importantly, HetSIREN addresses one of the most confusing issues in heterogeneity analysis, as it is the fact that real structural heterogeneity estimation is entangled with pose estimation (and to a lesser extent with CTF estimation), in this way, HetSIREN introduces a novel encoding architecture able to decouple pose and CTF information from the conformational landscape, resulting in more accurate and interpretable conformational latent spaces. We present results on computer-simulated data, public data from EMPIAR, and data from experimental systems currently being studied in our laboratories. An important finding is the sensitivity of the structure and dynamics of the SARS-CoV-2 Spike protein on the storage temperature.
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Affiliation(s)
- D. Herreros
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, 28049, Cantoblanco, Madrid, Spain
| | - C.P. Mata
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, 28049, Cantoblanco, Madrid, Spain
| | - C. Noddings
- Altos Labs, 1300 Island Dr., Redwood City, CA 94065, United States
| | - D. Irene
- Institute of Biological Chemistry, Academia Sinica, Taipei 115, Taiwan
| | - J. Krieger
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, 28049, Cantoblanco, Madrid, Spain
| | - D.A. Agard
- Department of Biochemistry Biophysics, University of California, San Francisco, CA, USA
- Chan Zuckerberg Imaging Institute, Redwood City, CA, USA
| | - M.-D. Tsai
- Institute of Biological Chemistry, Academia Sinica, Taipei 115, Taiwan
| | - C.O.S. Sorzano
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, 28049, Cantoblanco, Madrid, Spain
| | - J.M. Carazo
- Centro Nacional de Biotecnologia-CSIC, C/ Darwin, 3, 28049, Cantoblanco, Madrid, Spain
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6
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Štěrbová P, Wang CH, Carillo KJD, Lou YC, Kato T, Namba K, Tzou DLM, Chang WH. Molecular Mechanism of pH-Induced Protrusion Configuration Switching in Piscine Betanodavirus Implies a Novel Antiviral Strategy. ACS Infect Dis 2024; 10:3304-3319. [PMID: 39087906 PMCID: PMC11406519 DOI: 10.1021/acsinfecdis.4c00407] [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] [Indexed: 08/02/2024]
Abstract
Many viruses contain surface spikes or protrusions that are essential for virus entry. These surface structures can thereby be targeted by antiviral drugs to treat viral infections. Nervous necrosis virus (NNV), a simple nonenveloped virus in the genus of betanodavirus, infects fish and damages aquaculture worldwide. NNV has 60 conspicuous surface protrusions, each comprising three protrusion domains (P-domain) of its capsid protein. NNV uses protrusions to bind to common receptors of sialic acids on the host cell surface to initiate its entry via the endocytic pathway. However, structural alterations of NNV in response to acidic conditions encountered during this pathway remain unknown, while detailed interactions of protrusions with receptors are unclear. Here, we used cryo-EM to discover that Grouper NNV protrusions undergo low-pH-induced compaction and resting. NMR and molecular dynamics (MD) simulations were employed to probe the atomic details. A solution structure of the P-domain at pH 7.0 revealed a long flexible loop (amino acids 311-330) and a pocket outlined by this loop. Molecular docking analysis showed that the N-terminal moiety of sialic acid inserted into this pocket to interact with conserved residues inside. MD simulations demonstrated that part of this loop converted to a β-strand under acidic conditions, allowing for P-domain trimerization and compaction. Additionally, a low-pH-favored conformation is attained for the linker connecting the P-domain to the NNV shell, conferring resting protrusions. Our findings uncover novel pH-dependent conformational switching mechanisms underlying NNV protrusion dynamics potentially utilized for facilitating NNV entry, providing new structural insights into complex NNV-host interactions with the identification of putative druggable hotspots on the protrusion.
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Affiliation(s)
- Petra Štěrbová
- Chemical Biology and Molecular Biophysics Program, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan
- College of Life Science, National Tsing Hua University, Hsinchu 30044, Taiwan
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | | | | | - Yuan-Chao Lou
- Biomedical Translation Research Center, Academia Sinica, Taipei 11529, Taiwan
| | - Takayuki Kato
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Keiichi Namba
- Graduate School of Frontier Biosciences, Osaka University, 1-3 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Der-Lii M Tzou
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
| | - Wei-Hau Chang
- Chemical Biology and Molecular Biophysics Program, Taiwan International Graduate Program, Academia Sinica, Taipei 11529, Taiwan
- Institute of Chemistry, Academia Sinica, Taipei 11529, Taiwan
- Genomics Research Center, Academia Sinica, Taipei 11529, Taiwan
- Institute of Physics, Academia Sinica, Taipei 11529, Taiwan
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7
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Mondal AK, Carrillo E, Jayaraman V, Twomey EC. Temperature Sensitive Glutamate Gating of AMPA-subtype iGluRs. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.05.611422. [PMID: 39282358 PMCID: PMC11398517 DOI: 10.1101/2024.09.05.611422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/21/2024]
Abstract
Ionotropic glutamate receptors (iGluRs) are tetrameric ligand-gated ion channels that mediate the majority of excitatory neurotransmission1. iGluRs are gated by glutamate, where upon glutamate binding, they open their ion channels to enable cation influx into post-synaptic neurons, initiating signal transduction2. The structural mechanism of iGluR gating by glutamate has been extensively studied in the context of positive allosteric modulators (PAMs)3-15. A fundamental question has remained - are the PAM activated states of iGluRs representative of glutamate gating in the absence of PAMs? Here, using the α-amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid subtype iGluR (AMPAR) we show that glutamate gating is unique from gating in the presence of PAMs. We demonstrate that glutamate gating is temperature sensitive, and through temperature-resolved cryo-electron microscopy (cryo-EM), capture all major glutamate gating states. Physiological temperatures augment channel activation and conductance. Activation by glutamate initiates ion channel opening that involves all ion channel helices hinging away from the pores axis in a motif that is conserved across all iGluRs. Desensitization occurs when the local dimer pairs decouple and enables closure of the ion channel below through restoring the channel hinges and refolding the channel gate. Our findings define how glutamate gates iGluRs, provide foundations for therapeutic design, and point to iGluR gating being temperature sensitive.
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Affiliation(s)
- Anish Kumar Mondal
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Elisa Carrillo
- Center for Membrane Biology, Department of Biochemistry and Molecular Biology, University of Texas Health Science Center at Houston, TX, USA
| | - Vasanthi Jayaraman
- Center for Membrane Biology, Department of Biochemistry and Molecular Biology, University of Texas Health Science Center at Houston, TX, USA
- MD Anderson Cancer Center UTHealth Graduate School of Biomedical Sciences, University of Texas Health Science Center at Houston, Houston, TX, 77030, USA
| | - Edward C. Twomey
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Solomon H. Snyder Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- The Beckman Center for Cryo-EM at Johns Hopkins, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
- Diana Helis Henry Medical Research Foundation, New Orleans, LA 70170, USA
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8
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McLeod MJ, Barwell SAE, Holyoak T, Thorne RE. A structural perspective on the temperature-dependent activity of enzymes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.23.609221. [PMID: 39229032 PMCID: PMC11370597 DOI: 10.1101/2024.08.23.609221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/05/2024]
Abstract
Enzymes are biomolecular catalysts whose activity varies with temperature. Unlike for small-molecule catalysts, the structural ensembles of enzymes can vary substantially with temperature, and it is in general unclear how this modulates the temperature dependence of activity. Here multi-temperature X-ray crystallography was used to record structural changes from -20°C to 40°C for a mesophilic enzyme in complex with inhibitors mimicking substrate-, intermediate-, and product-bound states, representative of major complexes underlying the kinetic constantk c a t . Both inhibitors, substrates and catalytically relevant loop motifs increasingly populate catalytically competent conformations as temperature increases. These changes occur even in temperature ranges where kinetic measurements show roughly linear Arrhenius/Eyring behavior where parameters characterizing the system are assumed to be temperature independent. Simple analysis shows that linear Arrhenius/Eyring behavior can still be observed when the underlying activation energy / enthalpy values vary with temperature, e.g., due to structural changes, and that the underlying thermodynamic parameters can be far from values derived from Arrhenius/Eyring model fits. Our results indicate a critical role for temperature-dependent atomic-resolution structural data in interpreting temperature-dependent kinetic data from enzymatic systems.
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Affiliation(s)
| | | | - Todd Holyoak
- University of Waterloo, Waterloo Ontario, Canada. Department of Biology
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9
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Klindt DA, Hyvärinen A, Levy A, Miolane N, Poitevin F. Towards interpretable Cryo-EM: disentangling latent spaces of molecular conformations. Front Mol Biosci 2024; 11:1393564. [PMID: 39044842 PMCID: PMC11263974 DOI: 10.3389/fmolb.2024.1393564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Accepted: 05/22/2024] [Indexed: 07/25/2024] Open
Abstract
Molecules are essential building blocks of life and their different conformations (i.e., shapes) crucially determine the functional role that they play in living organisms. Cryogenic Electron Microscopy (cryo-EM) allows for acquisition of large image datasets of individual molecules. Recent advances in computational cryo-EM have made it possible to learn latent variable models of conformation landscapes. However, interpreting these latent spaces remains a challenge as their individual dimensions are often arbitrary. The key message of our work is that this interpretation challenge can be viewed as an Independent Component Analysis (ICA) problem where we seek models that have the property of identifiability. That means, they have an essentially unique solution, representing a conformational latent space that separates the different degrees of freedom a molecule is equipped with in nature. Thus, we aim to advance the computational field of cryo-EM beyond visualizations as we connect it with the theoretical framework of (nonlinear) ICA and discuss the need for identifiable models, improved metrics, and benchmarks. Moving forward, we propose future directions for enhancing the disentanglement of latent spaces in cryo-EM, refining evaluation metrics and exploring techniques that leverage physics-based decoders of biomolecular systems. Moreover, we discuss how future technological developments in time-resolved single particle imaging may enable the application of nonlinear ICA models that can discover the true conformation changes of molecules in nature. The pursuit of interpretable conformational latent spaces will empower researchers to unravel complex biological processes and facilitate targeted interventions. This has significant implications for drug discovery and structural biology more broadly. More generally, latent variable models are deployed widely across many scientific disciplines. Thus, the argument we present in this work has much broader applications in AI for science if we want to move from impressive nonlinear neural network models to mathematically grounded methods that can help us learn something new about nature.
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Affiliation(s)
- David A. Klindt
- LCLS, SLAC National Accelerator Laboratory, Stanford University, Palo Alto, CA, United States
- Department of Electrical and Computer Engineering, University of California Santa Barbara (UCSB), Santa Barbara, CA, United States
| | - Aapo Hyvärinen
- Department of Computer Science, University of Helsinki, Helsinki, Finland
| | - Axel Levy
- LCLS, SLAC National Accelerator Laboratory, Stanford University, Palo Alto, CA, United States
- Department of Electrical Engineering, Stanford University, Palo Alto, CA, United States
| | - Nina Miolane
- Department of Electrical and Computer Engineering, University of California Santa Barbara (UCSB), Santa Barbara, CA, United States
| | - Frédéric Poitevin
- LCLS, SLAC National Accelerator Laboratory, Stanford University, Palo Alto, CA, United States
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10
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Klindt DA, Hyvärinen A, Levy A, Miolane N, Poitevin F. Towards Interpretable Cryo-EM: Disentangling Latent Spaces of Molecular Conformations. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.18.585544. [PMID: 38562740 PMCID: PMC10983934 DOI: 10.1101/2024.03.18.585544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Molecules are essential building blocks of life and their different conformations (i.e., shapes) crucially determine the functional role that they play in living organisms. Cryogenic Electron Microscopy (cryo-EM) allows for acquisition of large image datasets of individual molecules. Recent advances in computational cryo-EM have made it possible to learn latent variable models of conformation landscapes. However, interpreting these latent spaces remains a challenge as their individual dimensions are often arbitrary. The key message of our work is that this interpretation challenge can be viewed as an Independent Component Analysis (ICA) problem where we seek models that have the property of identifiability. That means, they have an essentially unique solution, representing a conformational latent space that separates the different degrees of freedom a molecule is equipped with in nature. Thus, we aim to advance the computational field of cryo-EM beyond visualizations as we connect it with the theoretical framework of (nonlinear) ICA and discuss the need for identifiable models, improved metrics, and benchmarks. Moving forward, we propose future directions for enhancing the disentanglement of latent spaces in cryo-EM, refining evaluation metrics and exploring techniques that leverage physics-based decoders of biomolecular systems. Moreover, we discuss how future technological developments in time-resolved single particle imaging may enable the application of nonlinear ICA models that can discover the true conformation changes of molecules in nature. The pursuit of interpretable conformational latent spaces will empower researchers to unravel complex biological processes and facilitate targeted interventions. This has significant implications for drug discovery and structural biology more broadly. More generally, latent variable models are deployed widely across many scientific disciplines. Thus, the argument we present in this work has much broader applications in AI for science if we want to move from impressive nonlinear neural network models to mathematically grounded methods that can help us learn something new about nature.
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11
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Maestre-Reyna M, Wang PH, Nango E, Hosokawa Y, Saft M, Furrer A, Yang CH, Gusti Ngurah Putu EP, Wu WJ, Emmerich HJ, Caramello N, Franz-Badur S, Yang C, Engilberge S, Wranik M, Glover HL, Weinert T, Wu HY, Lee CC, Huang WC, Huang KF, Chang YK, Liao JH, Weng JH, Gad W, Chang CW, Pang AH, Yang KC, Lin WT, Chang YC, Gashi D, Beale E, Ozerov D, Nass K, Knopp G, Johnson PJM, Cirelli C, Milne C, Bacellar C, Sugahara M, Owada S, Joti Y, Yamashita A, Tanaka R, Tanaka T, Luo F, Tono K, Zarzycka W, Müller P, Alahmad MA, Bezold F, Fuchs V, Gnau P, Kiontke S, Korf L, Reithofer V, Rosner CJ, Seiler EM, Watad M, Werel L, Spadaccini R, Yamamoto J, Iwata S, Zhong D, Standfuss J, Royant A, Bessho Y, Essen LO, Tsai MD. Visualizing the DNA repair process by a photolyase at atomic resolution. Science 2023; 382:eadd7795. [PMID: 38033054 DOI: 10.1126/science.add7795] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 10/05/2023] [Indexed: 12/02/2023]
Abstract
Photolyases, a ubiquitous class of flavoproteins, use blue light to repair DNA photolesions. In this work, we determined the structural mechanism of the photolyase-catalyzed repair of a cyclobutane pyrimidine dimer (CPD) lesion using time-resolved serial femtosecond crystallography (TR-SFX). We obtained 18 snapshots that show time-dependent changes in four reaction loci. We used these results to create a movie that depicts the repair of CPD lesions in the picosecond-to-nanosecond range, followed by the recovery of the enzymatic moieties involved in catalysis, completing the formation of the fully reduced enzyme-product complex at 500 nanoseconds. Finally, back-flip intermediates of the thymine bases to reanneal the DNA were captured at 25 to 200 microseconds. Our data cover the complete molecular mechanism of a photolyase and, importantly, its chemistry and enzymatic catalysis at work across a wide timescale and at atomic resolution.
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Affiliation(s)
- Manuel Maestre-Reyna
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
- Department of Chemistry, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
| | - Po-Hsun Wang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Eriko Nango
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Institute of Multidisciplinary Research for Advanced Materials, Tohoku University, 2-1-1 Katahira, Aoba-ku, Sendai 980-8577, Japan
| | - Yuhei Hosokawa
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
- Department of Chemistry, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
- Division of Chemistry, Graduate School of Engineering Science, Osaka University, 1-3 Machikaneyama, Toyonaka, Osaka 560-8531, Japan
| | - Martin Saft
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Antonia Furrer
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Cheng-Han Yang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | | | - Wen-Jin Wu
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Hans-Joachim Emmerich
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Nicolas Caramello
- European Synchrotron Radiation Facility, 38043 Grenoble, France
- Hamburg Centre for Ultrafast Imaging, Universität Hamburg, 22761 Hamburg, Germany
| | - Sophie Franz-Badur
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Chao Yang
- Department of Physics, The Ohio State University, Columbus, OH 43210, USA
| | - Sylvain Engilberge
- European Synchrotron Radiation Facility, 38043 Grenoble, France
- Université Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 38044 Grenoble, France
| | - Maximilian Wranik
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | | | - Tobias Weinert
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Hsiang-Yi Wu
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Cheng-Chung Lee
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Wei-Cheng Huang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Kai-Fa Huang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Yao-Kai Chang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Jiahn-Haur Liao
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Jui-Hung Weng
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Wael Gad
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Chiung-Wen Chang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Allan H Pang
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
| | - Kai-Chun Yang
- Department of Chemistry, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
| | - Wei-Ting Lin
- Department of Chemistry, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
| | - Yu-Chen Chang
- Department of Chemistry, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
| | - Dardan Gashi
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Emma Beale
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Dmitry Ozerov
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Karol Nass
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Gregor Knopp
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Philip J M Johnson
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Claudio Cirelli
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Chris Milne
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Camila Bacellar
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | | | - Shigeki Owada
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Hyogo 679-5198, Japan
| | - Yasumasa Joti
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Hyogo 679-5198, Japan
| | - Ayumi Yamashita
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Department of Cell Biology, Graduate School of Medicine, Kyoto University, Yoshidakonoe-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Rie Tanaka
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Department of Cell Biology, Graduate School of Medicine, Kyoto University, Yoshidakonoe-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Tomoyuki Tanaka
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Department of Cell Biology, Graduate School of Medicine, Kyoto University, Yoshidakonoe-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Fangjia Luo
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Hyogo 679-5198, Japan
| | - Kensuke Tono
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Japan Synchrotron Radiation Research Institute, 1-1-1 Kouto, Sayo, Hyogo 679-5198, Japan
| | - Wiktoria Zarzycka
- Université Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC), 91198 Gif-sur-Yvette, France
| | - Pavel Müller
- Université Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC), 91198 Gif-sur-Yvette, France
| | - Maisa Alkheder Alahmad
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Filipp Bezold
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Valerie Fuchs
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Petra Gnau
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Stephan Kiontke
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Lukas Korf
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Viktoria Reithofer
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Christian Joshua Rosner
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Elisa Marie Seiler
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Mohamed Watad
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Laura Werel
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Roberta Spadaccini
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
- Dipartimento di Scienze e tecnologie, Universita degli studi del Sannio, Benevento, Italy
| | - Junpei Yamamoto
- Division of Chemistry, Graduate School of Engineering Science, Osaka University, 1-3 Machikaneyama, Toyonaka, Osaka 560-8531, Japan
| | - So Iwata
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
- Department of Cell Biology, Graduate School of Medicine, Kyoto University, Yoshidakonoe-cho, Sakyo-ku, Kyoto 606-8501, Japan
| | - Dongping Zhong
- Department of Physics, The Ohio State University, Columbus, OH 43210, USA
- Department of Chemistry and Biochemistry, The Ohio State University, Columbus, OH 43210, USA
- Center for Ultrafast Science and Technology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jörg Standfuss
- Paul Scherrer Institute, Forschungstrasse 111, 5232 Villigen PSI, Switzerland
| | - Antoine Royant
- European Synchrotron Radiation Facility, 38043 Grenoble, France
- Université Grenoble Alpes, CNRS, CEA, Institut de Biologie Structurale (IBS), 38044 Grenoble, France
| | - Yoshitaka Bessho
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
- RIKEN SPring-8 Center, 1-1-1 Kouto, Sayo, Hyogo 679-5148, Japan
| | - Lars-Oliver Essen
- Department of Chemistry, Philipps University Marburg, Hans-Meerwein Strasse 4, Marburg 35032, Germany
| | - Ming-Daw Tsai
- Institute of Biological Chemistry, Academia Sinica, 128 Academia Rd. Sec. 2, Nankang, Taipei 115, Taiwan
- Institute of Biochemical Sciences, National Taiwan University, 1, Roosevelt Rd. Sec. 4, Taipei 106, Taiwan
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12
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Parkins A, Chen E, Rangel VM, Singh M, Xue L, Lisi GP, Pantouris G. Ligand-induced conformational changes enable intersubunit communications in D-dopachrome tautomerase. Biophys J 2023; 122:1268-1276. [PMID: 36804669 PMCID: PMC10111345 DOI: 10.1016/j.bpj.2023.02.019] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Revised: 02/11/2023] [Accepted: 02/15/2023] [Indexed: 02/18/2023] Open
Abstract
D-Dopachrome tautomerase (D-DT; or MIF-2) is a multifunctional protein with immunomodulatory properties and a documented pathogenic role in inflammation and cancer that is associated with activation of the cell surface receptor CD74. Alongside D-DT, macrophage migration inhibitory factor (MIF) is also known to activate CD74, promoting pathogenesis. While the role of the MIF/CD74 axis has been extensively studied in various disease models, the late discovery of the D-DT/CD74 axis has led to a poor investigation into the D-DT-induced activation mechanism of CD74. A previous study has identified 4-(3-carboxyphenyl)-2,5-pyridinedicarboxylic acid (4-CPPC) as the first selective and reversible inhibitor of D-DT and reported its potency to block the D-DT-induced activation of CD74 in a cell-based model. In this study, we employ molecular dynamics simulations and nuclear magnetic resonance experiments to study 4-CPPC-induced changes to the dynamic profile of D-DT. We found that binding of the inhibitor remarkably promotes the conformational flexibility of C-terminal without impacting the structural stability of the biological assembly. Consequently, long-range intrasubunit (>11 Å) and intersubunit (>30 Å) communications are enabled between distal regions. Communication across the three subunits is accomplished via 4-CPPC, which serves as a communication bridge after Val113 is displaced from its hydrophobic pocket. This previously unrecognized structural property of D-DT is not shared with its human homolog, MIF, which exhibits an impressive C-terminal rigidity even in the presence of an inhibitor. Considering the previously reported role of MIF's C-terminal in the activation of CD74, our results break new ground for understanding the functionality of D-DT in health and disease.
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Affiliation(s)
- Andrew Parkins
- Department of Chemistry, University of the Pacific, Stockton, California
| | - Emily Chen
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University, Providence, Rhode Island
| | - Vanessa M Rangel
- Department of Chemistry, University of the Pacific, Stockton, California
| | - Mandeep Singh
- Department of Chemistry, University of the Pacific, Stockton, California
| | - Liang Xue
- Department of Chemistry, University of the Pacific, Stockton, California
| | - George P Lisi
- Department of Molecular Biology, Cell Biology & Biochemistry, Brown University, Providence, Rhode Island
| | - Georgios Pantouris
- Department of Chemistry, University of the Pacific, Stockton, California.
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13
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Hands-Portman I, Bakker SE. Customising the plunge-freezing workflow for challenging conditions. Faraday Discuss 2022; 240:44-54. [PMID: 35913403 PMCID: PMC9641998 DOI: 10.1039/d2fd00060a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Grid freezing is a critical step for successful cryo-transmission electron microscopy, and optimising freezing conditions is a considerable bottleneck in many projects. To improve reproducibility in grid preparation, temperature- and humidity-controlled chambers were built into the second generation of plunge-freezers, including the ThermoFisherScientific Vitrobot and Leica GP. Since then, for most published structures, the proteins were plunge-frozen from a cold, humid environment. This provides two benefits: many proteins are more stable at 4 °C than room temperature, and both the low temperature and the humidity help control evaporation of the tiny drop of liquid. However, for optimal stability, certain samples may have different requirements. Here, we describe various (reversible) adaptations made to a Leica GP2 system to accommodate several samples with special handling requirements: a protein that is sensitive to both light and oxygen, a sample that needs to be kept at 37 °C throughout the plunge-freezing process, and a method to freeze a polymer that gels at 37 °C in its gelled state. While some of these methods are specific to these specimens, we hope sharing the ideas behind them will help people who are dealing with tricky protein samples.
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Affiliation(s)
- Ian Hands-Portman
- Advanced Bioimaging Research Technology Platform, University of WarwickGibbet Hill RoadCoventryCV4 7ALUK
| | - Saskia E. Bakker
- Advanced Bioimaging Research Technology Platform, University of WarwickGibbet Hill RoadCoventryCV4 7ALUK
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14
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Harder OF, Voss JM, Olshin PK, Drabbels M, Lorenz UJ. Microsecond melting and revitrification of cryo samples: protein structure and beam-induced motion. Acta Crystallogr D Struct Biol 2022; 78:883-889. [PMID: 35775987 PMCID: PMC9248841 DOI: 10.1107/s205979832200554x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 05/21/2022] [Indexed: 11/10/2022] Open
Abstract
A novel approach to time-resolved cryo-electron microscopy (cryo-EM) has recently been introduced that involves melting a cryo sample with a laser beam to allow protein dynamics to briefly occur in the liquid, before trapping the particles in their transient configurations by rapidly revitrifying the sample. With a time resolution of just a few microseconds, this approach is notably fast enough to study the domain motions that are typically associated with the activity of proteins but which have previously remained inaccessible. Here, crucial details are added to the characterization of the method. It is shown that single-particle reconstructions of apoferritin and Cowpea chlorotic mottle virus from revitrified samples are indistinguishable from those from conventional samples, demonstrating that melting and revitrification leaves the particles intact and that they do not undergo structural changes within the spatial resolution afforded by the instrument. How rapid revitrification affects the properties of the ice is also characterized, showing that revitrified samples exhibit comparable amounts of beam-induced motion. The results pave the way for microsecond time-resolved studies of the conformational dynamics of proteins and open up new avenues to study the vitrification process and to address beam-induced specimen movement.
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Affiliation(s)
- Oliver F. Harder
- Laboratory of Molecular Nanodynamics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Jonathan M. Voss
- Laboratory of Molecular Nanodynamics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Pavel K. Olshin
- Laboratory of Molecular Nanodynamics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Marcel Drabbels
- Laboratory of Molecular Nanodynamics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Ulrich J. Lorenz
- Laboratory of Molecular Nanodynamics, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
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15
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Abstract
Three-dimensional protein structural data at the molecular level are pivotal for successful precision medicine. Such data are crucial not only for discovering drugs that act to block the active site of the target mutant protein but also for clarifying to the patient and the clinician how the mutations harbored by the patient work. The relative paucity of structural data reflects their cost, challenges in their interpretation, and lack of clinical guidelines for their utilization. Rapid technological advancements in experimental high-resolution structural determination increasingly generate structures. Computationally, modeling algorithms, including molecular dynamics simulations, are becoming more powerful, as are compute-intensive hardware, particularly graphics processing units, overlapping with the inception of the exascale era. Accessible, freely available, and detailed structural and dynamical data can be merged with big data to powerfully transform personalized pharmacology. Here we review protein and emerging genome high-resolution data, along with means, applications, and examples underscoring their usefulness in precision medicine. Expected final online publication date for the Annual Review of Biomedical Data Science, Volume 5 is August 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Ruth Nussinov
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, Maryland, USA; .,Department of Human Molecular Genetics and Biochemistry, Sackler School of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Hyunbum Jang
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, Maryland, USA;
| | - Guy Nir
- Department of Biochemistry and Molecular Biology, Department of Neuroscience, Cell Biology and Anatomy, and Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, Texas, USA
| | - Chung-Jung Tsai
- Computational Structural Biology Section, Frederick National Laboratory for Cancer Research in the Laboratory of Cancer Immunometabolism, National Cancer Institute, Frederick, Maryland, USA;
| | - Feixiong Cheng
- Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, USA.,Department of Molecular Medicine, Cleveland Clinic Lerner College of Medicine, Case Western Reserve University, Cleveland, Ohio, USA.,Case Comprehensive Cancer Center, Case Western Reserve University School of Medicine, Cleveland, Ohio, USA
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16
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Abstract
Structure determination by cryo electron microscopy (cryo-EM) provides information on structural heterogeneity and ensembles at atomic resolution. To obtain cryo-EM images of macromolecules, the samples are first rapidly cooled down to cryogenic temperatures. To what extent the structural ensemble is perturbed during cooling is currently unknown. Here, to quantify the effects of cooling, we combined continuum model calculations of the temperature drop, molecular dynamics simulations of a ribosome complex before and during cooling with kinetic models. Our results suggest that three effects markedly contribute to the narrowing of the structural ensembles: thermal contraction, reduced thermal motion within local potential wells, and the equilibration into lower free-energy conformations by overcoming separating free-energy barriers. During cooling, barrier heights below 10 kJ/mol were found to be overcome, which is expected to reduce B-factors in ensembles imaged by cryo-EM. Our approach now enables the quantification of the heterogeneity of room-temperature ensembles from cryo-EM structures.
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Affiliation(s)
- Lars V Bock
- Theoretical and Computational Biophysics Department, Max Planck Institute for Multidisciplinary Sciences, Göttingen, Germany.
| | - Helmut Grubmüller
- Theoretical and Computational Biophysics Department, Max Planck Institute for Multidisciplinary Sciences, Göttingen, Germany
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17
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Annealing synchronizes the 70 S ribosome into a minimum-energy conformation. Proc Natl Acad Sci U S A 2022; 119:2111231119. [PMID: 35177473 PMCID: PMC8872765 DOI: 10.1073/pnas.2111231119] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/19/2022] [Indexed: 11/18/2022] Open
Abstract
Researchers commonly anneal metals, alloys, and semiconductors to repair defects and improve microstructures via recrystallization. Theoretical studies indicate that simulated annealing on biological macromolecules helps predict the final structures with minimum free energy. Experimental validation of this homogenizing effect and further exploration of its applications are fascinating scientific questions that remain elusive. Here, we chose the apo-state 70S ribosome from Escherichia coli as a model, wherein the 30S subunit undergoes a thermally driven intersubunit rotation and exhibits substantial structural flexibility as well as distinct free energy. We experimentally demonstrate that annealing at a fast cooling rate enhances the 70S ribosome homogeneity and improves local resolution on the 30S subunit. After annealing, the 70S ribosome is in a nonrotated state with respect to corresponding intermediate structures in unannealed or heated ribosomes. Manifold-based analysis further indicates that the annealed 70S ribosome takes a narrow conformational distribution and exhibits a minimum-energy state in the free-energy landscape. Our experimental results offer a facile yet robust approach to enhance protein stability, which is ideal for high-resolution cryogenic electron microscopy. Beyond structure determination, annealing shows great potential for synchronizing proteins on a single-molecule level and can be extended to study protein folding and explore conformational and energy landscapes.
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18
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Conformational ensembles of intrinsically disordered proteins and flexible multidomain proteins. Biochem Soc Trans 2022; 50:541-554. [PMID: 35129612 DOI: 10.1042/bst20210499] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 01/13/2022] [Accepted: 01/17/2022] [Indexed: 12/29/2022]
Abstract
Intrinsically disordered proteins (IDPs) and multidomain proteins with flexible linkers show a high level of structural heterogeneity and are best described by ensembles consisting of multiple conformations with associated thermodynamic weights. Determining conformational ensembles usually involves the integration of biophysical experiments and computational models. In this review, we discuss current approaches to determine conformational ensembles of IDPs and multidomain proteins, including the choice of biophysical experiments, computational models used to sample protein conformations, models to calculate experimental observables from protein structure, and methods to refine ensembles against experimental data. We also provide examples of recent applications of integrative conformational ensemble determination to study IDPs and multidomain proteins and suggest future directions for research in the field.
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19
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Zhao L, Zhang J, Zhang Y, Ye S, Zhang G, Chen X, Jiang B, Jiang J. Accurate Machine Learning Prediction of Protein Circular Dichroism Spectra with Embedded Density Descriptors. JACS AU 2021; 1:2377-2384. [PMID: 34977905 PMCID: PMC8715543 DOI: 10.1021/jacsau.1c00449] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/08/2021] [Indexed: 05/08/2023]
Abstract
A data-driven approach to simulate circular dichroism (CD) spectra is appealing for fast protein secondary structure determination, yet the challenge of predicting electric and magnetic transition dipole moments poses a substantial barrier for the goal. To address this problem, we designed a new machine learning (ML) protocol in which ordinary pure geometry-based descriptors are replaced with alternative embedded density descriptors and electric and magnetic transition dipole moments are successfully predicted with an accuracy comparable to first-principle calculation. The ML model is able to not only simulate protein CD spectra nearly 4 orders of magnitude faster than conventional first-principle simulation but also obtain CD spectra in good agreement with experiments. Finally, we predicted a series of CD spectra of the Trp-cage protein associated with continuous changes of protein configuration along its folding path, showing the potential of our ML model for supporting real-time CD spectroscopy study of protein dynamics.
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Affiliation(s)
- Luyuan Zhao
- Hefei
National Laboratory for Physical Sciences at the Microscale, Collaborative
Innovation Center of Chemistry for Energy Materials, School of Chemistry
and Materials Science, University of Science
and Technology of China, Hefei, Anhui 230026, P. R. China
| | - Jinxiao Zhang
- Guangxi
Key Laboratory of Electrochemical and Magneto-chemical Functional
Materials, College of Chemistry and Bioengineering, Guilin University of Technology, Guilin 541006, P. R. China
| | - Yaolong Zhang
- Hefei
National Laboratory for Physical Sciences at the Microscale, Collaborative
Innovation Center of Chemistry for Energy Materials, School of Chemistry
and Materials Science, University of Science
and Technology of China, Hefei, Anhui 230026, P. R. China
| | - Sheng Ye
- School
of Artificial Intelligence, Anhui University, Hefei, Anhui 230601, P. R. China
| | - Guozhen Zhang
- Hefei
National Laboratory for Physical Sciences at the Microscale, Collaborative
Innovation Center of Chemistry for Energy Materials, School of Chemistry
and Materials Science, University of Science
and Technology of China, Hefei, Anhui 230026, P. R. China
| | - Xin Chen
- Gusu
Laboratory of Materials, Suzhou, Jiangsu 215123, P. R. China
| | - Bin Jiang
- Hefei
National Laboratory for Physical Sciences at the Microscale, Collaborative
Innovation Center of Chemistry for Energy Materials, School of Chemistry
and Materials Science, University of Science
and Technology of China, Hefei, Anhui 230026, P. R. China
| | - Jun Jiang
- Hefei
National Laboratory for Physical Sciences at the Microscale, Collaborative
Innovation Center of Chemistry for Energy Materials, School of Chemistry
and Materials Science, University of Science
and Technology of China, Hefei, Anhui 230026, P. R. China
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20
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Abstract
Cryogenic electron microscopy (cryo-EM) has revolutionized the field of structural biology, particularly in solving the structures of large protein complexes or cellular machineries that play important biological functions. This review focuses on the contribution and future potential of cryo-EM in related emerging applications-enzymatic mechanisms and dynamic processes. Work on these subjects can benefit greatly from the capability of cryo-EM to solve the structures of specific protein complexes in multiple conditions, including variations in the buffer condition, ligands, and temperature, and to capture multiple conformational states, conformational change intermediates, and reaction intermediates. These studies can expand the structural landscape of specific proteins or protein complexes in multiple dimensions and drive new advances in the fields of enzymology and dynamic processes. The advantages and complementarity of cryo-EM relative to X-ray crystallography and nuclear magnetic resonance with regard to these applications are also addressed. Expected final online publication date for the Annual Review of Biophysics, Volume 51 is May 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Ming-Daw Tsai
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan; .,Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
| | - Wen-Jin Wu
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan;
| | - Meng-Chiao Ho
- Institute of Biological Chemistry, Academia Sinica, Taipei, Taiwan; .,Institute of Biochemical Sciences, National Taiwan University, Taipei, Taiwan
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21
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Chang WH, Huang SH, Lin HH, Chung SC, Tu IP. Cryo-EM Analyses Permit Visualization of Structural Polymorphism of Biological Macromolecules. FRONTIERS IN BIOINFORMATICS 2021; 1:788308. [PMID: 36303748 PMCID: PMC9580929 DOI: 10.3389/fbinf.2021.788308] [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: 10/02/2021] [Accepted: 11/16/2021] [Indexed: 11/13/2022] Open
Abstract
The functions of biological macromolecules are often associated with conformational malleability of the structures. This phenomenon of chemically identical molecules with different structures is coined structural polymorphism. Conventionally, structural polymorphism is observed directly by structural determination at the density map level from X-ray crystal diffraction. Although crystallography approach can report the conformation of a macromolecule with the position of each atom accurately defined in it, the exploration of structural polymorphism and interpreting biological function in terms of crystal structures is largely constrained by the crystal packing. An alternative approach to studying the macromolecule of interest in solution is thus desirable. With the advancement of instrumentation and computational methods for image analysis and reconstruction, cryo-electron microscope (cryo-EM) has been transformed to be able to produce “in solution” structures of macromolecules routinely with resolutions comparable to crystallography but without the need of crystals. Since the sample preparation of single-particle cryo-EM allows for all forms co-existing in solution to be simultaneously frozen, the image data contain rich information as to structural polymorphism. The ensemble of structure information can be subsequently disentangled through three-dimensional (3D) classification analyses. In this review, we highlight important examples of protein structural polymorphism in relation to allostery, subunit cooperativity and function plasticity recently revealed by cryo-EM analyses, and review recent developments in 3D classification algorithms including neural network/deep learning approaches that would enable cryo-EM analyese in this regard. Finally, we brief the frontier of cryo-EM structure determination of RNA molecules where resolving the structural polymorphism is at dawn.
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Affiliation(s)
- Wei-Hau Chang
- Institute of Chemistry, Academia Sinica, Taipei, Taiwan
- *Correspondence: Wei-Hau Chang,
| | | | - Hsin-Hung Lin
- Institute of Chemistry, Academia Sinica, Taipei, Taiwan
| | - Szu-Chi Chung
- Department of Applied Mathematics, National Sun Yat-sen University, Kaohsiung, Taiwan
| | - I-Ping Tu
- Institute of Statistical Science, Academia Sinica, Taipei, Taiwan
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22
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Lemaire ON, Müller MC, Kahnt J, Wagner T. Structural Rearrangements of a Dodecameric Ketol-Acid Reductoisomerase Isolated from a Marine Thermophilic Methanogen. Biomolecules 2021; 11:1679. [PMID: 34827677 PMCID: PMC8615647 DOI: 10.3390/biom11111679] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Revised: 11/05/2021] [Accepted: 11/08/2021] [Indexed: 11/30/2022] Open
Abstract
Ketol-acid reductoisomerase (KARI) orchestrates the biosynthesis of branched-chain amino acids, an elementary reaction in prototrophic organisms as well as a valuable process in biotechnology. Bacterial KARIs belonging to class I organise as dimers or dodecamers and were intensively studied to understand their remarkable specificity towards NADH or NADPH, but also to develop antibiotics. Here, we present the first structural study on a KARI natively isolated from a methanogenic archaea. The dodecameric structure of 0.44-MDa was obtained in two different conformations, an open and close state refined to a resolution of 2.2-Å and 2.1-Å, respectively. These structures illustrate the conformational movement required for substrate and coenzyme binding. While the close state presents the complete NADP bound in front of a partially occupied Mg2+-site, the Mg2+-free open state contains a tartrate at the nicotinamide location and a bound NADP with the adenine-nicotinamide protruding out of the active site. Structural comparisons show a very high conservation of the active site environment and detailed analyses point towards few specific residues required for the dodecamerisation. These residues are not conserved in other dodecameric KARIs that stabilise their trimeric interface differently, suggesting that dodecamerisation, the cellular role of which is still unknown, might have occurred several times in the evolution of KARIs.
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Affiliation(s)
- Olivier Nicolas Lemaire
- Microbial Metabolism Research Group, Max Planck Institute for Marine Microbiology, Celsiusstraße 1, 28359 Bremen, Germany; (O.N.L.); (M.-C.M.)
| | - Marie-Caroline Müller
- Microbial Metabolism Research Group, Max Planck Institute for Marine Microbiology, Celsiusstraße 1, 28359 Bremen, Germany; (O.N.L.); (M.-C.M.)
| | - Jörg Kahnt
- Core Facility for Mass Spectrometry & Proteomics, Max Planck Institute for Terrestrial Microbiology, Karl-von-Frisch-Straße 10, 35043 Marburg, Germany;
| | - Tristan Wagner
- Microbial Metabolism Research Group, Max Planck Institute for Marine Microbiology, Celsiusstraße 1, 28359 Bremen, Germany; (O.N.L.); (M.-C.M.)
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23
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Zhuang YC, Ye DS, Weng SU, Tsai HHG. Double Proton Transfer during a Novel Tertiary α-Ketol Rearrangement in Ketol-Acid Reductoisomerase: A Water-Mediated, Metal-Catalyzed, Base-Induced Mechanism. J Phys Chem B 2021; 125:11893-11906. [PMID: 34618450 DOI: 10.1021/acs.jpcb.1c07137] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
(KARI) catalyzes the conversion of (S)-2-acetolactate or (S)-2-aceto-2-hydroxybutyrate to 2,3-dihydroxy-3-alkylbutyrate, the second step in the biosynthesis of branched chain amino acids (BCAAs). Because the BCAA biosynthetic pathway is present in bacteria, plants, and fungi, but absent in animals, it is an excellent target for the development of new-generation antibiotics and herbicides. Nevertheless, the mechanism of the KARI-catalyzed reaction has not yet been fully solved. In this study, we used iterative molecular dynamics (MD) flexible fitting-Rosetta techniques to optimize the three-dimensional solution structure of archaea KARI from Sulfolobus solfataricus (Sso-KARI) determined from cryo-electron microscopy. On the basis of the structure of the Sso-KARI/2Mg2+/NADH/(S)-2-acetolactate complex, we deciphered the catalytic mechanism of the KARI-mediated reaction through hybrid quantum mechanics/molecular mechanics MD simulations in conjunction with umbrella sampling. With an activation energy of only 6.06 kcal/mol, a water-mediated, metal-catalyzed, base-induced (WMMCBI) mechanism was preferred for deprotonation of the tertiary OH group of (S)-2-acetolactate in Sso-KARI. The WMMCBI mechanism for double proton transfer occurred within a proton wire route with two steps involving the formation of hydroxide: (i) Glu233 served as a general base to deprotonate the Mg2+-bound water, forming a hydroxide-coordinated Mg2+ ion; (ii) this hydroxide ion acted as a strong base that rapidly deprotonated the ternary OH group of the substrate. In contrast, the direct deprotonation of the substrate by Glu233 was kinetically unfavorable. This mechanism suggests a novel approach for designing catalysts for deprotonation and provides clues for the development of new-generation antibiotics and herbicides.
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Affiliation(s)
- Yi-Chuan Zhuang
- Department of Chemistry, National Central University, No. 300, Zhongda Rd., Zhongli District, Taoyuan City 32001, Taiwan
| | - Dong-Sheng Ye
- Department of Chemistry, National Central University, No. 300, Zhongda Rd., Zhongli District, Taoyuan City 32001, Taiwan
| | - Sheng-Uei Weng
- Department of Chemistry, National Central University, No. 300, Zhongda Rd., Zhongli District, Taoyuan City 32001, Taiwan
| | - Hui-Hsu Gavin Tsai
- Department of Chemistry, National Central University, No. 300, Zhongda Rd., Zhongli District, Taoyuan City 32001, Taiwan.,Research Center of New-Generation Light-Driven Photovoltaic Modules, National Central University, No. 300, Zhongda Rd., Zhongli District, Taoyuan City 32001, Taiwan
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24
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The six steps of the complete F 1-ATPase rotary catalytic cycle. Nat Commun 2021; 12:4690. [PMID: 34344897 DOI: 10.1038/s41467-021-25029-0] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 07/19/2021] [Indexed: 11/09/2022] Open
Abstract
F1Fo ATP synthase interchanges phosphate transfer energy and proton motive force via a rotary catalysis mechanism. Isolated F1-ATPase catalytic cores can hydrolyze ATP, passing through six intermediate conformational states to generate rotation of their central γ-subunit. Although previous structural studies have contributed greatly to understanding rotary catalysis in the F1-ATPase, the structure of an important conformational state (the binding-dwell) has remained elusive. Here, we exploit temperature and time-resolved cryo-electron microscopy to determine the structure of the binding- and catalytic-dwell states of Bacillus PS3 F1-ATPase. Each state shows three catalytic β-subunits in different conformations, establishing the complete set of six states taken up during the catalytic cycle and providing molecular details for both the ATP binding and hydrolysis strokes. We also identify a potential phosphate-release tunnel that indicates how ADP and phosphate binding are coordinated during synthesis. Overall these findings provide a structural basis for the entire F1-ATPase catalytic cycle.
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25
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Bansia H, Catalano C, Melville Z, Guo Y, Marks AR, des Georges A. Investigating gating mechanisms of ion channels using temperature-resolved cryoEM. MICROSCOPY AND MICROANALYSIS : THE OFFICIAL JOURNAL OF MICROSCOPY SOCIETY OF AMERICA, MICROBEAM ANALYSIS SOCIETY, MICROSCOPICAL SOCIETY OF CANADA 2021; 27:1690-1694. [PMID: 37644957 PMCID: PMC10464605 DOI: 10.1017/s1431927621006206] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Affiliation(s)
- Harsh Bansia
- CUNY Advanced Science Research Center, New York, United States
| | - Claudio Catalano
- Virginia Commonwealth University, Richmond, Virginia, United States
| | - Zephan Melville
- Columbia University Vagelos College of Physicians and Surgeons, New York, New York, United States
| | - Youzhong Guo
- Virginia Commonwealth University, Richmond, Virginia, United States
| | - Andrew R Marks
- Columbia University Vagelos College of Physicians and Surgeons, New York, New York, United States
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26
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Arcus VL, van der Kamp MW, Pudney CR, Mulholland AJ. Enzyme evolution and the temperature dependence of enzyme catalysis. Curr Opin Struct Biol 2020; 65:96-101. [DOI: 10.1016/j.sbi.2020.06.001] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Revised: 05/25/2020] [Accepted: 06/04/2020] [Indexed: 10/23/2022]
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27
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Lin X, Kong M, Wu N, Gu Y, Qiu X, Chen X, Li Z, Feng W, Li F. Measurement of Temperature Distribution at the Nanoscale with Luminescent Probes Based on Lanthanide Nanoparticles and Quantum Dots. ACS APPLIED MATERIALS & INTERFACES 2020; 12:52393-52401. [PMID: 33170616 DOI: 10.1021/acsami.0c15697] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
It is very challenging to probe the temperature in a nanoscale because of the lack of detection technique. Temperature-sensitive luminescent probes at a nanoscale provide the possibility to solve this problem. Herein, we fabricated a model, which combined two kinds of temperature sensitive nanoprobes and gold nanoparticle heater within mesoporous silica nanoparticles. Upconverting nanoparticles and quantum dots located at different positions inside 110 nm nanoparticles reported different temperatures when the gold nanoparticles generated heat by 532 nm laser irradiation. The temperature difference between two probes with an average distance of 55 nm can reach about 30 °C. Our results prove that the temperature distribution at a nanoscale can be measured, and it will be noteworthy if a nano-heater is applied.
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Affiliation(s)
- Xue Lin
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Mengya Kong
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Na Wu
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Yuyang Gu
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Xiaochen Qiu
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Xinyu Chen
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Zhanxian Li
- Green Catalysis Center and College of Chemistry, Zhengzhou University, Zhengzhou 450001, P.R. China
| | - Wei Feng
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
| | - Fuyou Li
- Department of Chemistry & State Key Laboratory of Molecular Engineering of Polymers & Collaborative Innovation Center of Chemistry for Energy Materials, Fudan University, 2005 Songhu Road, Shanghai 200438, P.R. China
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28
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Vinothkumar KR, Arya CK, Ramanathan G, Subramanian R. Comparison of CryoEM and X-ray structures of dimethylformamidase. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2020; 160:66-78. [PMID: 32735943 DOI: 10.1016/j.pbiomolbio.2020.06.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Revised: 06/10/2020] [Accepted: 06/29/2020] [Indexed: 11/15/2022]
Abstract
Dimethylformamidase (DMFase) catalyzes the hydrolysis of dimethylformamide, an industrial solvent, introduced into the environment by humans. Recently, we determined the structures of dimethylformamidase by electron cryo microscopy and X-ray crystallography revealing a tetrameric enzyme with a mononuclear iron at the active site. DMFase from Paracoccus sp. isolated from a waste water treatment plant around the city of Kanpur in India shows maximal activity at 54 °C and is halotolerant. The structures determined by both techniques are mostly identical and the largest difference is in a loop near the active site. This loop could play a role in co-operativity between the monomers. A number of non-protein densities are observed in the EM map, which are modelled as water molecules. Comparison of the structures determined by the two methods reveals conserved water molecules that could play a structural role. The higher stability, unusual active site and negligible activity at low temperature makes this a very good model to study enzyme mechanism by cryoEM.
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Affiliation(s)
| | - Chetan Kumar Arya
- Institute for Stem Cell Science and Regenerative Medicine, GKVK Post, Bengaluru, India
| | | | - Ramaswamy Subramanian
- Institute for Stem Cell Science and Regenerative Medicine, GKVK Post, Bengaluru, India; Department of Biological Sciences and Weldon School of Biomedical Engineering, Purdue University, West Lafayette, IN, USA.
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29
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Mäeots ME, Lee B, Nans A, Jeong SG, Esfahani MMN, Ding S, Smith DJ, Lee CS, Lee SS, Peter M, Enchev RI. Modular microfluidics enables kinetic insight from time-resolved cryo-EM. Nat Commun 2020; 11:3465. [PMID: 32651368 PMCID: PMC7351747 DOI: 10.1038/s41467-020-17230-4] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2020] [Accepted: 06/18/2020] [Indexed: 11/09/2022] Open
Abstract
Mechanistic understanding of biochemical reactions requires structural and kinetic characterization of the underlying chemical processes. However, no single experimental technique can provide this information in a broadly applicable manner and thus structural studies of static macromolecules are often complemented by biophysical analysis. Moreover, the common strategy of utilizing mutants or crosslinking probes to stabilize intermediates is prone to trapping off-pathway artefacts and precludes determining the order of molecular events. Here we report a time-resolved sample preparation method for cryo-electron microscopy (trEM) using a modular microfluidic device, featuring a 3D-mixing unit and variable delay lines that enables automated, fast, and blot-free sample vitrification. This approach not only preserves high-resolution structural detail but also substantially improves sample integrity and protein distribution across the vitreous ice. We validate the method by visualising reaction intermediates of early RecA filament growth across three orders of magnitude on sub-second timescales. The trEM method reported here is versatile, reproducible, and readily adaptable to a broad spectrum of fundamental questions in biology.
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Affiliation(s)
- Märt-Erik Mäeots
- Institute of Biochemistry, Department of Biology, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland
- The Visual Biochemistry Laboratory, The Francis Crick Institute, 1 Midland Road, NW1 1AT, London, UK
| | - Byungjin Lee
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Yuseong-Gu, Daejeon, 305-764, Republic of Korea
| | - Andrea Nans
- Structural Biology Scientific Technology Platform, The Francis Crick Institute, 1 Midland Road, NW1 1AT, London, UK
| | - Seung-Geun Jeong
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Yuseong-Gu, Daejeon, 305-764, Republic of Korea
| | - Mohammad M N Esfahani
- The Visual Biochemistry Laboratory, The Francis Crick Institute, 1 Midland Road, NW1 1AT, London, UK
| | - Shan Ding
- The Visual Biochemistry Laboratory, The Francis Crick Institute, 1 Midland Road, NW1 1AT, London, UK
| | - Daniel J Smith
- Institute of Biochemistry, Department of Biology, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland
- Scientific Center for Optical and Electron Microscopy, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland
| | - Chang-Soo Lee
- Department of Chemical Engineering and Applied Chemistry, Chungnam National University, Yuseong-Gu, Daejeon, 305-764, Republic of Korea.
| | - Sung Sik Lee
- Institute of Biochemistry, Department of Biology, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland.
- Scientific Center for Optical and Electron Microscopy, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland.
| | - Matthias Peter
- Institute of Biochemistry, Department of Biology, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland.
| | - Radoslav I Enchev
- Institute of Biochemistry, Department of Biology, ETH Zurich, Otto-Stern-Weg 3, 8093, Zurich, Switzerland.
- The Visual Biochemistry Laboratory, The Francis Crick Institute, 1 Midland Road, NW1 1AT, London, UK.
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30
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Thompson MC, Yeates TO, Rodriguez JA. Advances in methods for atomic resolution macromolecular structure determination. F1000Res 2020; 9:F1000 Faculty Rev-667. [PMID: 32676184 PMCID: PMC7333361 DOI: 10.12688/f1000research.25097.1] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/25/2020] [Indexed: 12/13/2022] Open
Abstract
Recent technical advances have dramatically increased the power and scope of structural biology. New developments in high-resolution cryo-electron microscopy, serial X-ray crystallography, and electron diffraction have been especially transformative. Here we highlight some of the latest advances and current challenges at the frontiers of atomic resolution methods for elucidating the structures and dynamical properties of macromolecules and their complexes.
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Affiliation(s)
- Michael C. Thompson
- Department of Chemistry and Chemical Biology, University of California, Merced, CA, USA
| | - Todd O. Yeates
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, CA, USA
- UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, CA, USA
| | - Jose A. Rodriguez
- Department of Chemistry and Biochemistry, University of California Los Angeles, Los Angeles, CA, USA
- UCLA-DOE Institute for Genomics and Proteomics, Los Angeles, CA, USA
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31
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Fraser JS, Lindorff-Larsen K, Bonomi M. What Will Computational Modeling Approaches Have to Say in the Era of Atomistic Cryo-EM Data? J Chem Inf Model 2020; 60:2410-2412. [PMID: 32090567 DOI: 10.1021/acs.jcim.0c00123] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Affiliation(s)
- James S Fraser
- Department of Bioengineering and Therapeutic Sciences, University of California San Francisco, San Francisco, California 94107, United States
| | - Kresten Lindorff-Larsen
- Structural Biology and NMR Laboratory, Linderstrøm-Lang Centre for Protein Science, Department of Biology, University of Copenhagen, DK-2200 Copenhagen, Denmark
| | - Massimiliano Bonomi
- Structural Bioinformatics Unit, Department of Structural Biology and Chemistry; CNRS UMR 3528; C3BI, CNRS USR 3756; Institut Pasteur, 75015 Paris, France
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