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Ruma YN, Nannenga BL, Gonen T. Unraveling atomic complexity from frozen samples. STRUCTURAL DYNAMICS (MELVILLE, N.Y.) 2025; 12:020901. [PMID: 40255534 PMCID: PMC12009148 DOI: 10.1063/4.0000303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/24/2025] [Accepted: 03/26/2025] [Indexed: 04/22/2025]
Abstract
Cryo-electron microscopy (cryo-EM) is a significant driver of recent advances in structural biology. Cryo-EM is comprised of several distinct and complementary methods, which include single particle analysis, cryo-electron tomography, and microcrystal electron diffraction. In this Perspective, we will briefly discuss the different branches of cryo-EM in structural biology and the current challenges in these areas.
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Affiliation(s)
| | | | - Tamir Gonen
- Author to whom correspondence should be addressed:
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Vlahakis NW, Flowers CW, Liu M, Agdanowski M, Johnson S, Summers JA, Keyser C, Russell P, Rose S, Orlans J, Adhami N, Chen Y, Sawaya MR, Basu S, de Sanctis D, Wakatsuki S, Nelson HM, Loo JA, Tang Y, Rodriguez JA. Combining MicroED and native mass spectrometry for structural discovery of enzyme-biosynthetic inhibitor complexes. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2025.02.20.638743. [PMID: 40060639 PMCID: PMC11888187 DOI: 10.1101/2025.02.20.638743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 03/18/2025]
Abstract
With the goal of accelerating the discovery of small molecule-protein complexes, we leverage fast, low-dose, event based electron counting microcrystal electron diffraction (MicroED) data collection and native mass spectrometry. This approach resolves structures of the epoxide-based cysteine protease inhibitor, and natural product, E-64, and its biosynthetic analogs bound to the model cysteine protease, papain. The combined structural power of MicroED and the analytical capabilities of native mass spectrometry (ED-MS) allows assignment of papain structures bound to E-64-like ligands with data obtained from crystal slurries soaked with mixtures of known inhibitors, and crude biosynthetic reactions. ED-MS further discriminates the highest-affinity ligand soaked into microcrystals from a broad inhibitor cocktail, and identifies multiple similarly high-affinity ligands soaked into microcrystals simultaneously. This extends to libraries of printed ligands dispensed directly onto TEM grids and later soaked with papain microcrystal slurries. ED-MS identifies papain binding to its preferred natural products, by showing that two analogues of E-64 outcompete others in binding to papain crystals, and by detecting papain bound to E-64 and an analogue from crude biosynthetic reactions, without purification. This illustrates the utility of ED-MS for natural product ligand discovery and for structure-based screening of small molecule binders to macromolecular targets.
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Affiliation(s)
- Niko W. Vlahakis
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Cameron W. Flowers
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Mengting Liu
- Department of Chemical and Biomolecular Engineering; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Matthew Agdanowski
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Samuel Johnson
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California, 91125, USA
| | - Jacob A. Summers
- Department of Structural Biology, Stanford University School of Medicine; Stanford, CA 94304, USA
- Biological Sciences Division, SLAC National Accelerator Laboratory, Menlo Park, CA 94025, USA
| | - Catherine Keyser
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Phoebe Russell
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Samuel Rose
- ESRF – The European Synchrotron, 71 Avenue des Martyrs, Grenoble, France
| | - Julien Orlans
- ESRF – The European Synchrotron, 71 Avenue des Martyrs, Grenoble, France
| | - Nima Adhami
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Yu Chen
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Michael R. Sawaya
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Shibom Basu
- European Molecular Biology Laboratory, 71 Avenue des Martyrs, Grenoble, France
| | - Daniele de Sanctis
- ESRF – The European Synchrotron, 71 Avenue des Martyrs, Grenoble, France
| | - Soichi Wakatsuki
- Department of Structural Biology, Stanford University School of Medicine; Stanford, CA 94304, USA
- Biological Sciences Division, SLAC National Accelerator Laboratory, Menlo Park, CA 94025, USA
| | - Hosea M. Nelson
- Division of Chemistry and Chemical Engineering, California Institute of Technology, Pasadena, California, 91125, USA
| | - Joseph A. Loo
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Yi Tang
- Department of Chemical and Biomolecular Engineering; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
| | - Jose A. Rodriguez
- Department of Chemistry and Biochemistry; UCLA-DOE Institute for Genomics and Proteomics; STROBE, NSF Science and Technology Center; University of California, Los Angeles (UCLA); Los Angeles, CA 90095, USA
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Clark LJ, Bu G, Nannenga BL, Gonen T. MicroED for the study of protein–ligand interactions and the potential for drug discovery. Nat Rev Chem 2021; 5:853-858. [PMID: 37117388 DOI: 10.1038/s41570-021-00332-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/16/2021] [Indexed: 12/18/2022]
Abstract
Microcrystal electron diffraction (MicroED) is an electron cryo-microscopy (cryo-EM) technique used to determine molecular structures with crystals that are a millionth the size needed for traditional single-crystal X-ray crystallography. An exciting use of MicroED is in drug discovery and development, where it can be applied to the study of proteins and small molecule interactions, and for structure determination of natural products. The structures are then used for rational drug design and optimization. In this Perspective, we discuss the current applications of MicroED for structure determination of protein-ligand complexes and potential future applications in drug discovery.
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Ghosh R, Bu G, Nannenga BL, Sumner LW. Recent Developments Toward Integrated Metabolomics Technologies (UHPLC-MS-SPE-NMR and MicroED) for Higher-Throughput Confident Metabolite Identifications. Front Mol Biosci 2021; 8:720955. [PMID: 34540897 PMCID: PMC8445028 DOI: 10.3389/fmolb.2021.720955] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2021] [Accepted: 08/17/2021] [Indexed: 02/03/2023] Open
Abstract
Metabolomics has emerged as a powerful discipline to study complex biological systems from a small molecule perspective. The success of metabolomics hinges upon reliable annotations of spectral features obtained from MS and/or NMR. In spite of tremendous progress with regards to analytical instrumentation and computational tools, < 20% of spectral features are confidently identified in most untargeted metabolomics experiments. This article explores the integration of multiple analytical instruments such as UHPLC-MS/MS-SPE-NMR and the cryo-EM method MicroED to achieve large-scale and confident metabolite identifications in a higher-throughput manner. UHPLC-MS/MS-SPE allows for the simultaneous automated purification of metabolites followed by offline structure elucidation and structure validation by NMR and MicroED. Large-scale study of complex metabolomes such as that of the model plant legume Medicago truncatula can be achieved using an integrated UHPLC-MS/MS-SPE-NMR metabolomics platform. Additionally, recent developments in MicroED to study structures of small organic molecules have enabled faster, easier and precise structure determinations of metabolites. A MicroED small molecule structure elucidation workflow (e.g., crystal screening, sample preparation, data collection and data processing/structure determination) has been described. Ongoing MicroED methods development and its future scope related to structure elucidation of specialized metabolites and metabolomics are highlighted. The incorporation of MicroED with a UHPLC-MS/MS-SPE-NMR instrumental ensemble offers the potential to accelerate and achieve higher rates of metabolite identification.
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Affiliation(s)
- Rajarshi Ghosh
- Division of Biochemistry, University of Missouri, Columbia, MO, United States
- MU Metabolomics Center, University of Missouri, Columbia, MO, United States
- Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, SC, United States
- Interdisciplinary Plant Group, University of Missouri, Columbia, SC, United States
| | - Guanhong Bu
- Chemical Engineering, School for Engineering of Matter, Transport & Energy, Arizona State University, Tempe, AZ, United States
- Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, AZ, United States
| | - Brent L. Nannenga
- Chemical Engineering, School for Engineering of Matter, Transport & Energy, Arizona State University, Tempe, AZ, United States
- Center for Applied Structural Discovery, The Biodesign Institute, Arizona State University, Tempe, AZ, United States
| | - Lloyd W. Sumner
- Division of Biochemistry, University of Missouri, Columbia, MO, United States
- MU Metabolomics Center, University of Missouri, Columbia, MO, United States
- Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, SC, United States
- Interdisciplinary Plant Group, University of Missouri, Columbia, SC, United States
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