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Mukundan S, Deshpande G, Madhusudhan MS. High-affinity biomolecular interactions are modulated by low-affinity binders. NPJ Syst Biol Appl 2024; 10:85. [PMID: 39127695 DOI: 10.1038/s41540-024-00410-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Accepted: 07/12/2024] [Indexed: 08/12/2024] Open
Abstract
The strength of molecular interactions is characterized by their dissociation constants (KD). Only high-affinity interactions (KD ≤ 10-8 M) are extensively investigated and support binary on/off switches. However, such analyses have discounted the presence of low-affinity binders (KD > 10-5 M) in the cellular environment. We assess the potential influence of low-affinity binders on high-affinity interactions. By employing Gillespie stochastic simulations and continuous methods, we demonstrate that the presence of low-affinity binders can alter the kinetics and the steady state of high-affinity interactions. We refer to this effect as 'herd regulation' and have evaluated its possible impact in two different contexts including sex determination in Drosophila melanogaster and in signalling systems that employ molecular thresholds. We have also suggested experiments to validate herd regulation in vitro. We speculate that low-affinity binders are prevalent in biological contexts where the outcomes depend on molecular thresholds impacting homoeostatic regulation.
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Affiliation(s)
- S Mukundan
- Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pune, 411008, India
| | - Girish Deshpande
- Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pune, 411008, India.
- Department of Molecular Biology, Princeton University, Princeton, NJ, USA.
| | - M S Madhusudhan
- Indian Institute of Science Education and Research, Dr. Homi Bhabha Road, Pune, 411008, India.
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2
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Segireddy RR, Belda H, Yang ASP, Dundas K, Knoeckel J, Galaway F, Wood L, Quinkert D, Knuepfer E, Treeck M, Wright GJ, Douglas AD. A screen for Plasmodium falciparum sporozoite surface protein binding to human hepatocyte surface receptors identifies novel host-pathogen interactions. Malar J 2024; 23:151. [PMID: 38755636 PMCID: PMC11098746 DOI: 10.1186/s12936-024-04913-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Accepted: 03/20/2024] [Indexed: 05/18/2024] Open
Abstract
BACKGROUND Sporozoite invasion of hepatocytes is an essential step in the Plasmodium life-cycle and has similarities, at the cellular level, to merozoite invasion of erythrocytes. In the case of the Plasmodium blood-stage, efforts to identify host-pathogen protein-protein interactions have yielded important insights including vaccine candidates. In the case of sporozoite-hepatocyte invasion, the host-pathogen protein-protein interactions involved are poorly understood. METHODS To gain a better understanding of the protein-protein interaction between the sporozoite ligands and host receptors, a systematic screen was performed. The previous Plasmodium falciparum and human surface protein ectodomain libraries were substantially extended, resulting in the creation of new libraries comprising 88 P. falciparum sporozoite protein coding sequences and 182 sequences encoding human hepatocyte surface proteins. Having expressed recombinant proteins from these sequences, a plate-based assay was used, capable of detecting low affinity interactions between recombinant proteins, modified for enhanced throughput, to screen the proteins for interactions. The novel interactions identified in the screen were characterized biochemically, and their essential role in parasite invasion was further elucidated using antibodies and genetically manipulated Plasmodium parasites. RESULTS A total of 7540 sporozoite-hepatocyte protein pairs were tested under conditions capable of detecting interactions of at least 1.2 µM KD. An interaction between the human fibroblast growth factor receptor 4 (FGFR4) and the P. falciparum protein Pf34 is identified and reported here, characterizing its affinity and demonstrating the blockade of the interaction by reagents, including a monoclonal antibody. Furthermore, further interactions between Pf34 and a second P. falciparum rhoptry neck protein, PfRON6, and between human low-density lipoprotein receptor (LDLR) and the P. falciparum protein PIESP15 are identified. Conditional genetic deletion confirmed the essentiality of PfRON6 in the blood-stage, consistent with the important role of this protein in parasite lifecycle. Pf34 was refractory to attempted genetic modification. Antibodies to Pf34 abrogated the interaction and had a modest effect upon sporozoite invasion into primary human hepatocytes. CONCLUSION Pf34 and PfRON6 may be members of a functionally important invasion complex which could be a target for future interventions. The modified interaction screening assay, protein expression libraries and P. falciparum mutant parasites reported here may be a useful tool for protein interaction discovery and antigen candidate screening which could be of wider value to the scientific community.
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Affiliation(s)
- Rameswara R Segireddy
- Jenner Institute, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford, OX3 7DQ, UK.
| | - Hugo Belda
- Signalling in Apicomplexan Parasites Laboratory, The Francis Crick Institute, Midland Road, London, NW1 1AT, UK
| | - Annie S P Yang
- Research Center for Infectious Diseases, Department of Medical Microbiology, Radboud University Medical Center, Geert Grooteplein Zuid 10, 6525 GA, Nijmegen, The Netherlands
| | - Kirsten Dundas
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Julia Knoeckel
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Francis Galaway
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Laura Wood
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
| | - Doris Quinkert
- Department of Biochemistry, University of Oxford, South Parks Rd, Oxford, OX1 3QU, UK
| | - Ellen Knuepfer
- The Royal Veterinary College, North Mymms, Hawkshead Lane, Hatfield, Hertfordshire, AL9 7TA, UK
| | - Moritz Treeck
- Signalling in Apicomplexan Parasites Laboratory, The Francis Crick Institute, Midland Road, London, NW1 1AT, UK
| | - Gavin J Wright
- Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, CB10 1SA, UK
- Department of Biology, Hull York Medical School, York Biomedical Research Institute, University of York, Wentworth Way, York, YO10 5DD, UK
| | - Alexander D Douglas
- Jenner Institute, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford, OX3 7DQ, UK.
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O'Sullivan JJ, Lee VJ, Heffern MC. Copper-mediated oxidation of imidazopyrazinones inhibits marine luciferase activity. LUMINESCENCE 2023; 38:216-220. [PMID: 36409206 DOI: 10.1002/bio.4415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 11/16/2022] [Accepted: 11/17/2022] [Indexed: 11/23/2022]
Abstract
The development of bioluminescence-based tools has seen steady growth in the field of chemical biology over the past few decades ranging in uses from reporter genes to assay development and targeted imaging. More recently, coelenterazine-utilizing luciferases such as Gaussia, Renilla, and the engineered nano-luciferases have been utilized due to their intense luminescence relative to firefly luciferin/luciferase. The emerging importance of these systems warrants investigations into the components that affect their light production. Previous work has reported that one marine luciferase, Gaussia, is potently inhibited by copper salt. The mechanism for inhibition was not elucidated but was hypothesized to occur via binding to the enzyme. In this study, we provide the first report of a group of nonhomologous marine luciferases also exhibiting marked decreases in light emission in the presence of copper (II). We investigate the mechanism of action behind this inhibition and demonstrate that the observed copper inhibition does not stem from a luciferase interaction but rather the chemical oxidation of imidazopyrazinone luciferins generating inert, dehydrated luciferins.
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Affiliation(s)
- Justin J O'Sullivan
- Department of Chemistry, UC Davis, One Shields Avenue, Davis, CA, United States
| | - Vanessa J Lee
- Department of Chemistry, UC Davis, One Shields Avenue, Davis, CA, United States
| | - Marie C Heffern
- Department of Chemistry, UC Davis, One Shields Avenue, Davis, CA, United States
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Müller M, Gräbnitz F, Barandun N, Shen Y, Wendt F, Steiner SN, Severin Y, Vetterli SU, Mondal M, Prudent JR, Hofmann R, van Oostrum M, Sarott RC, Nesvizhskii AI, Carreira EM, Bode JW, Snijder B, Robinson JA, Loessner MJ, Oxenius A, Wollscheid B. Light-mediated discovery of surfaceome nanoscale organization and intercellular receptor interaction networks. Nat Commun 2021; 12:7036. [PMID: 34857745 PMCID: PMC8639842 DOI: 10.1038/s41467-021-27280-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Accepted: 11/09/2021] [Indexed: 12/18/2022] Open
Abstract
The molecular nanoscale organization of the surfaceome is a fundamental regulator of cellular signaling in health and disease. Technologies for mapping the spatial relationships of cell surface receptors and their extracellular signaling synapses would unlock theranostic opportunities to target protein communities and the possibility to engineer extracellular signaling. Here, we develop an optoproteomic technology termed LUX-MS that enables the targeted elucidation of acute protein interactions on and in between living cells using light-controlled singlet oxygen generators (SOG). By using SOG-coupled antibodies, small molecule drugs, biologics and intact viral particles, we demonstrate the ability of LUX-MS to decode ligand receptor interactions across organisms and to discover surfaceome receptor nanoscale organization with direct implications for drug action. Furthermore, by coupling SOG to antigens we achieved light-controlled molecular mapping of intercellular signaling within functional immune synapses between antigen-presenting cells and CD8+ T cells providing insights into T cell activation with spatiotemporal specificity. LUX-MS based decoding of surfaceome signaling architectures thereby provides a molecular framework for the rational development of theranostic strategies. The spatial organization of cell surface receptors is critical for cell signaling and drug action. Here, the authors develop an optoproteomic method for mapping surface protein interactions, revealing cellular responses to antibodies, drugs and viral particles as well as immunosynapse signaling events.
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Affiliation(s)
- Maik Müller
- Department of Health Sciences and Technology (D-HEST), ETH Zurich, Institute of Translational Medicine (ITM), Zurich, Switzerland.,Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Fabienne Gräbnitz
- Department of Biology, ETH Zurich, Institute of Microbiology, Zurich, Switzerland
| | - Niculò Barandun
- Department of Biology, ETH Zurich, Institute of Microbiology, Zurich, Switzerland
| | - Yang Shen
- Institute of Food Nutrition and Health, Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland
| | - Fabian Wendt
- Department of Health Sciences and Technology (D-HEST), ETH Zurich, Institute of Translational Medicine (ITM), Zurich, Switzerland.,Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Sebastian N Steiner
- Department of Health Sciences and Technology (D-HEST), ETH Zurich, Institute of Translational Medicine (ITM), Zurich, Switzerland.,Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Yannik Severin
- Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, Switzerland
| | | | - Milon Mondal
- Chemistry Department, University of Zurich, Zurich, Switzerland
| | | | - Raphael Hofmann
- Laboratory of Organic Chemistry, Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich, Switzerland
| | - Marc van Oostrum
- Department of Health Sciences and Technology (D-HEST), ETH Zurich, Institute of Translational Medicine (ITM), Zurich, Switzerland.,Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland
| | - Roman C Sarott
- Laboratory of Organic Chemistry, Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich, Switzerland
| | - Alexey I Nesvizhskii
- Department of Pathology, University of Michigan, Ann Arbor, MI, USA.,Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, USA
| | - Erick M Carreira
- Laboratory of Organic Chemistry, Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich, Switzerland
| | - Jeffrey W Bode
- Laboratory of Organic Chemistry, Department of Chemistry and Applied Biosciences, ETH Zurich, Zurich, Switzerland
| | - Berend Snijder
- Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland.,Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, Switzerland
| | - John A Robinson
- Chemistry Department, University of Zurich, Zurich, Switzerland
| | - Martin J Loessner
- Institute of Food Nutrition and Health, Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland
| | - Annette Oxenius
- Department of Biology, ETH Zurich, Institute of Microbiology, Zurich, Switzerland
| | - Bernd Wollscheid
- Department of Health Sciences and Technology (D-HEST), ETH Zurich, Institute of Translational Medicine (ITM), Zurich, Switzerland. .,Swiss Institute of Bioinformatics (SIB), Lausanne, Switzerland.
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Anisul M, Shilts J, Schwartzentruber J, Hayhurst J, Buniello A, Shaikho Elhaj Mohammed E, Zheng J, Holmes M, Ochoa D, Carmona M, Maranville J, Gaunt TR, Emilsson V, Gudnason V, McDonagh EM, Wright GJ, Ghoussaini M, Dunham I. A proteome-wide genetic investigation identifies several SARS-CoV-2-exploited host targets of clinical relevance. eLife 2021; 10:e69719. [PMID: 34402426 PMCID: PMC8457835 DOI: 10.7554/elife.69719] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 08/07/2021] [Indexed: 12/16/2022] Open
Abstract
Background The virus SARS-CoV-2 can exploit biological vulnerabilities (e.g. host proteins) in susceptible hosts that predispose to the development of severe COVID-19. Methods To identify host proteins that may contribute to the risk of severe COVID-19, we undertook proteome-wide genetic colocalisation tests, and polygenic (pan) and cis-Mendelian randomisation analyses leveraging publicly available protein and COVID-19 datasets. Results Our analytic approach identified several known targets (e.g. ABO, OAS1), but also nominated new proteins such as soluble Fas (colocalisation probability >0.9, p=1 × 10-4), implicating Fas-mediated apoptosis as a potential target for COVID-19 risk. The polygenic (pan) and cis-Mendelian randomisation analyses showed consistent associations of genetically predicted ABO protein with several COVID-19 phenotypes. The ABO signal is highly pleiotropic, and a look-up of proteins associated with the ABO signal revealed that the strongest association was with soluble CD209. We demonstrated experimentally that CD209 directly interacts with the spike protein of SARS-CoV-2, suggesting a mechanism that could explain the ABO association with COVID-19. Conclusions Our work provides a prioritised list of host targets potentially exploited by SARS-CoV-2 and is a precursor for further research on CD209 and FAS as therapeutically tractable targets for COVID-19. Funding MAK, JSc, JH, AB, DO, MC, EMM, MG, ID were funded by Open Targets. J.Z. and T.R.G were funded by the UK Medical Research Council Integrative Epidemiology Unit (MC_UU_00011/4). JSh and GJW were funded by the Wellcome Trust Grant 206194. This research was funded in part by the Wellcome Trust [Grant 206194]. For the purpose of open access, the author has applied a CC BY public copyright licence to any Author Accepted Manuscript version arising from this submission.
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Affiliation(s)
- Mohd Anisul
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
| | - Jarrod Shilts
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
| | - Jeremy Schwartzentruber
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
| | - James Hayhurst
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
| | - Annalisa Buniello
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
| | | | - Jie Zheng
- Medical Research Council (MRC) Integrative Epidemiology Unit, Department of Population Health Sciences, University of BristolBristolUnited Kingdom
| | - Michael Holmes
- Clinical Trial Service Unit and Epidemiological Studies Unit (CTSU), Nuffield Department of Population Health, University of OxfordOxfordUnited Kingdom
- Medical Research Council Population Health Research Unit (MRC PHRU), Nuffield Department of Population Health, University of OxfordOxfordUnited Kingdom
| | - David Ochoa
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
| | - Miguel Carmona
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
| | | | - Tom R Gaunt
- Medical Research Council (MRC) Integrative Epidemiology Unit, Department of Population Health Sciences, University of BristolBristolUnited Kingdom
| | - Valur Emilsson
- Icelandic Heart AssociationKopavogurIceland
- Faculty of Medicine, University of IcelandReykjavikIceland
| | - Vilmundur Gudnason
- Icelandic Heart AssociationKopavogurIceland
- Faculty of Medicine, University of IcelandReykjavikIceland
| | - Ellen M McDonagh
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
| | - Gavin J Wright
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
- Department of Biology, York Biomedical Research Institute, Hull York Medical School, University of YorkYorkUnited Kingdom
| | - Maya Ghoussaini
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
| | - Ian Dunham
- Wellcome Sanger Institute, Wellcome Genome CampusCambridgeUnited Kingdom
- Open Targets, Wellcome Genome CampusHinxtonUnited Kingdom
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome CampusCambridgeUnited Kingdom
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Abstract
The cellular surfaceome and its residing extracellularly exposed proteins are involved in a multitude of molecular signaling processes across the viral infection cycle. Successful viral propagation, including viral entry, immune evasion, virion release and viral spread rely on dynamic molecular interactions with the surfaceome. Decoding of these viral-host surfaceome interactions using advanced technologies enabled the discovery of fundamental new functional insights into cellular and viral biology. In this review, we highlight recently developed experimental strategies, with a focus on spatial proteotyping technologies, aiding in the rational design of theranostic strategies to combat viral infections.
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