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Adolf-Bryfogle J, Labonte JW, Kraft JC, Shapovalov M, Raemisch S, Lütteke T, DiMaio F, Bahl CD, Pallesen J, King NP, Gray JJ, Kulp DW, Schief WR. Growing Glycans in Rosetta: Accurate de novo glycan modeling, density fitting, and rational sequon design. PLoS Comput Biol 2024; 20:e1011895. [PMID: 38913746 DOI: 10.1371/journal.pcbi.1011895] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 02/06/2024] [Indexed: 06/26/2024] Open
Abstract
Carbohydrates and glycoproteins modulate key biological functions. However, experimental structure determination of sugar polymers is notoriously difficult. Computational approaches can aid in carbohydrate structure prediction, structure determination, and design. In this work, we developed a glycan-modeling algorithm, GlycanTreeModeler, that computationally builds glycans layer-by-layer, using adaptive kernel density estimates (KDE) of common glycan conformations derived from data in the Protein Data Bank (PDB) and from quantum mechanics (QM) calculations. GlycanTreeModeler was benchmarked on a test set of glycan structures of varying lengths, or "trees". Structures predicted by GlycanTreeModeler agreed with native structures at high accuracy for both de novo modeling and experimental density-guided building. We employed these tools to design de novo glycan trees into a protein nanoparticle vaccine to shield regions of the scaffold from antibody recognition, and experimentally verified shielding. This work will inform glycoprotein model prediction, glycan masking, and further aid computational methods in experimental structure determination and refinement.
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Affiliation(s)
- Jared Adolf-Bryfogle
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, California, United States of America
- IAVI Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
- Institute for Protein Innovation, Boston, Massachusetts, United States of America
- Division of Hematology-Oncology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Jason W Labonte
- Department of Chemistry & Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - John C Kraft
- Department of Biochemistry, University of Washington, Seattle, Washington, United States of America
- Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Maxim Shapovalov
- Fox Chase Cancer Center, Philadelphia, Pennsylvania, United States of America
| | - Sebastian Raemisch
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, California, United States of America
- IAVI Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
| | - Thomas Lütteke
- Institute of Veterinary Physiology and Biochemistry, Justus-Liebig-University Giessen, Giessen, Germany
| | - Frank DiMaio
- Department of Biochemistry, University of Washington, Seattle, Washington, United States of America
- Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Christopher D Bahl
- Institute for Protein Innovation, Boston, Massachusetts, United States of America
- Division of Hematology-Oncology, Boston Children's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Jesper Pallesen
- Department of Molecular and Cellular Biochemistry, Indiana University, Bloomington, Indiana, United States of America
- Vaccine and Immunotherapy Center, The Wistar Institute, Philadelphia, Pennsylvania, United States of America
| | - Neil P King
- Department of Biochemistry, University of Washington, Seattle, Washington, United States of America
- Institute for Protein Design, University of Washington, Seattle, Washington, United States of America
| | - Jeffrey J Gray
- Department of Chemistry & Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Daniel W Kulp
- Vaccine and Immunotherapy Center, The Wistar Institute, Philadelphia, Pennsylvania, United States of America
| | - William R Schief
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, California, United States of America
- IAVI Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
- Moderna, Boston, Cambridge, Massachusetts, United States of America
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Fittolani G, Tyrikos-Ergas T, Poveda A, Yu Y, Yadav N, Seeberger PH, Jiménez-Barbero J, Delbianco M. Synthesis of a glycan hairpin. Nat Chem 2023; 15:1461-1469. [PMID: 37400598 PMCID: PMC10533408 DOI: 10.1038/s41557-023-01255-5] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 05/26/2023] [Indexed: 07/05/2023]
Abstract
The primary sequence of a biopolymer encodes the essential information for folding, permitting to carry out sophisticated functions. Inspired by natural biopolymers, peptide and nucleic acid sequences have been designed to adopt particular three-dimensional (3D) shapes and programmed to exert specific functions. In contrast, synthetic glycans capable of autonomously folding into defined 3D conformations have so far not been explored owing to their structural complexity and lack of design rules. Here we generate a glycan that adopts a stable secondary structure not present in nature, a glycan hairpin, by combining natural glycan motifs, stabilized by a non-conventional hydrogen bond and hydrophobic interactions. Automated glycan assembly enabled rapid access to synthetic analogues, including site-specific 13C-labelled ones, for nuclear magnetic resonance conformational analysis. Long-range inter-residue nuclear Overhauser effects unequivocally confirmed the folded conformation of the synthetic glycan hairpin. The capacity to control the 3D shape across the pool of available monosaccharides has the potential to afford more foldamer scaffolds with programmable properties and functions.
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Affiliation(s)
- Giulio Fittolani
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Chemistry and Biochemistry, Freie Universität Berlin, Berlin, Germany
- Department of Chemistry, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Theodore Tyrikos-Ergas
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Chemistry and Biochemistry, Freie Universität Berlin, Berlin, Germany
- Department of Chemistry, University of Illinois, Urbana, IL, USA
| | - Ana Poveda
- CICbioGUNE, Basque Research and Technology Alliance, Derio, Spain
| | - Yang Yu
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Chemistry and Biochemistry, Freie Universität Berlin, Berlin, Germany
- Simpson Querrey Institute, Northwestern University, Evanston, IL, USA
| | - Nishu Yadav
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Chemistry and Biochemistry, Freie Universität Berlin, Berlin, Germany
| | - Peter H Seeberger
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Chemistry and Biochemistry, Freie Universität Berlin, Berlin, Germany
| | - Jesús Jiménez-Barbero
- CICbioGUNE, Basque Research and Technology Alliance, Derio, Spain
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain
- Department of Organic Chemistry II, Faculty of Science and Technology, University of the Basque Country, Leioa, Spain
- Centro de Investigación Biomedica en Red de Enfermedades Respiratorias, Madrid, Spain
| | - Martina Delbianco
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany.
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Theillet FX, Luchinat E. In-cell NMR: Why and how? PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2022; 132-133:1-112. [PMID: 36496255 DOI: 10.1016/j.pnmrs.2022.04.002] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 04/19/2022] [Accepted: 04/27/2022] [Indexed: 06/17/2023]
Abstract
NMR spectroscopy has been applied to cells and tissues analysis since its beginnings, as early as 1950. We have attempted to gather here in a didactic fashion the broad diversity of data and ideas that emerged from NMR investigations on living cells. Covering a large proportion of the periodic table, NMR spectroscopy permits scrutiny of a great variety of atomic nuclei in all living organisms non-invasively. It has thus provided quantitative information on cellular atoms and their chemical environment, dynamics, or interactions. We will show that NMR studies have generated valuable knowledge on a vast array of cellular molecules and events, from water, salts, metabolites, cell walls, proteins, nucleic acids, drugs and drug targets, to pH, redox equilibria and chemical reactions. The characterization of such a multitude of objects at the atomic scale has thus shaped our mental representation of cellular life at multiple levels, together with major techniques like mass-spectrometry or microscopies. NMR studies on cells has accompanied the developments of MRI and metabolomics, and various subfields have flourished, coined with appealing names: fluxomics, foodomics, MRI and MRS (i.e. imaging and localized spectroscopy of living tissues, respectively), whole-cell NMR, on-cell ligand-based NMR, systems NMR, cellular structural biology, in-cell NMR… All these have not grown separately, but rather by reinforcing each other like a braided trunk. Hence, we try here to provide an analytical account of a large ensemble of intricately linked approaches, whose integration has been and will be key to their success. We present extensive overviews, firstly on the various types of information provided by NMR in a cellular environment (the "why", oriented towards a broad readership), and secondly on the employed NMR techniques and setups (the "how", where we discuss the past, current and future methods). Each subsection is constructed as a historical anthology, showing how the intrinsic properties of NMR spectroscopy and its developments structured the accessible knowledge on cellular phenomena. Using this systematic approach, we sought i) to make this review accessible to the broadest audience and ii) to highlight some early techniques that may find renewed interest. Finally, we present a brief discussion on what may be potential and desirable developments in the context of integrative studies in biology.
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Affiliation(s)
- Francois-Xavier Theillet
- Université Paris-Saclay, CEA, CNRS, Institute for Integrative Biology of the Cell (I2BC), 91198 Gif-sur-Yvette, France.
| | - Enrico Luchinat
- Dipartimento di Scienze e Tecnologie Agro-Alimentari, Alma Mater Studiorum - Università di Bologna, Piazza Goidanich 60, 47521 Cesena, Italy; CERM - Magnetic Resonance Center, and Neurofarba Department, Università degli Studi di Firenze, 50019 Sesto Fiorentino, Italy
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