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Li G, Liu C, Qiu S, Wei L, Cao L, Wang K, Wang X, Lin H, Sui J. From non-affinity to high-affinity: Rapid preparation of nanobodies utilizing high-precision alphafold and structural-interaction analysis for detection of enrofloxacin in marine fish. JOURNAL OF HAZARDOUS MATERIALS 2025; 488:137394. [PMID: 39889601 DOI: 10.1016/j.jhazmat.2025.137394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/04/2024] [Revised: 01/13/2025] [Accepted: 01/24/2025] [Indexed: 02/03/2025]
Abstract
Traditional antibody preparation methods rely on animal immunization and experimental screening, often requiring 3-6 months, which cannot meet the urgent demands for antibodies in environmental emergencies or contamination events. Herein, a rapid antibody preparation method was proposed to transform anti-macromolecule nanobodies into high-affinity anti-small molecule (enrofloxacin) nanobodies, based on the high-precision predictive capabilities of AlphaFold, integrated with structural and interaction analysis. The high-precision prediction capability of AlphaFold ensured the accuracy of nanobody structural analysis and targeted modification. Binding structure design enabled the antigen and antibody to adopt an optimal binding conformation. Interaction analysis provided guidance for targeted modifications and served as a tool for evaluating the results. Molecular docking results revealed that the template nanobodies, which initially couldn't dock with enrofloxacin, formed 3-5 noncovalent bonds after modification. Bio-layer interferometry (BLI) assays demonstrated that the equilibrium dissociation constant (KD) of the modified nanobodies ranged from 5.56 ± 0.34 nM to 94.73 ± 4.35 nM, with half-maximal inhibitory concentration (IC50) between 231.9 and 3293.6 ng/mL. Based on the modified nanobodies and BLI platform, the detection of enrofloxacin in marine fish was achieved with a limit of detection (LOD) as low as 59.97 μg/kg. In summary, this study provided a novel perspective for the rapid nanobody preparation, showing significant potential in food safety and environmental monitoring.
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Affiliation(s)
- Guoqiang Li
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Chang Liu
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Shuo Qiu
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Lin Wei
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Limin Cao
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Kaiqiang Wang
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Xiudan Wang
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Hong Lin
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China
| | - Jianxin Sui
- State Key Laboratory of Marine Food Processing & Safety Control, College of Food Science and Engineering, Ocean University of China, Qingdao, Shandong 266100, China.
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Anraku Y, Kita S, Onodera T, Sato A, Tadokoro T, Ito S, Adachi Y, Kotaki R, Suzuki T, Sasaki J, Shiwa-Sudo N, Iwata-Yoshikawa N, Nagata N, Kobayashi S, Kazuki Y, Oshimura M, Nomura T, Sasaki M, Orba Y, Suzuki T, Sawa H, Hashiguchi T, Fukuhara H, Takahashi Y, Maenaka K. Structural and virological identification of neutralizing antibody footprint provides insights into therapeutic antibody design against SARS-CoV-2 variants. Commun Biol 2025; 8:483. [PMID: 40121330 PMCID: PMC11929858 DOI: 10.1038/s42003-025-07827-0] [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: 04/03/2024] [Accepted: 02/26/2025] [Indexed: 03/25/2025] Open
Abstract
Medical treatments using potent neutralizing SARS-CoV-2 antibodies have achieved remarkable improvements in clinical symptoms, changing the situation for the severity of COVID-19 patients. We previously reported an antibody, NT-108 with potent neutralizing activity. However, the structural and functional basis for the neutralizing activity of NT-108 has not yet been understood. Here, we demonstrated the therapeutic effects of NT-108 in a hamster model and its protective effects at low doses. Furthermore, we determined the cryo-EM structure of NT-108 in complex with SARS-CoV-2 spike. The single-chain Fv construction of NT-108 improved the cryo-EM maps because of the prevention of preferred orientations induced by Fab orientation. The footprints of NT-108 illuminated how escape mutations such as E484K evade from class 2 antibody recognition without ACE2 affinity attenuation. The functional and structural basis for the potent neutralizing activity of NT-108 provides insights into the rational design of therapeutic antibodies.
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Affiliation(s)
- Yuki Anraku
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
| | - Shunsuke Kita
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan.
| | - Taishi Onodera
- Research Center for Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan
| | - Akihiko Sato
- Laboratory for Drug Discovery & Disease Research, Shionogi & Co., Ltd., Osaka, Japan
- Division of Molecular Pathobiology, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan
| | - Takashi Tadokoro
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
| | - Shiori Ito
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
| | - Yu Adachi
- Research Center for Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan
| | - Ryutaro Kotaki
- Research Center for Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan
| | - Tateki Suzuki
- Laboratory of Medical Virology, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Jiei Sasaki
- Laboratory of Medical Virology, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
| | - Nozomi Shiwa-Sudo
- Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | | | - Noriyo Nagata
- Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Souta Kobayashi
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
| | - Yasuhiro Kazuki
- Chromosome Engineering Research Center, Tottori University, Tottori, Japan
- Department of Chromosome Biomedical Engineering, School of Life Science, Faculty of Medicine, Tottori University, Tottori, Japan
| | | | - Takao Nomura
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
| | - Michihito Sasaki
- Division of Molecular Pathobiology, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan
| | - Yasuko Orba
- Division of Molecular Pathobiology, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan
- One Health Research Center, Hokkaido University, Sapporo, Japan
- International Collaboration Unit, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
| | - Tadaki Suzuki
- Department of Pathology, National Institute of Infectious Diseases, Tokyo, Japan
| | - Hirofumi Sawa
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan
- One Health Research Center, Hokkaido University, Sapporo, Japan
- International Collaboration Unit, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
- Global Virus Network, Baltimore, MD, USA
| | - Takao Hashiguchi
- Laboratory of Medical Virology, Institute for Life and Medical Sciences, Kyoto University, Kyoto, Japan
- CREST, Japan Science and Technology Agency, Kawaguchi, Japan
- Kyoto University Immunomonitoring Center, Kyoto University, Kyoto, Japan
| | - Hideo Fukuhara
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan
- Division of Pathogen Structure, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan
| | - Yoshimasa Takahashi
- Research Center for Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan.
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan.
| | - Katsumi Maenaka
- Laboratory of Biomolecular Science, and Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical Sciences, Hokkaido University, Sapporo, Japan.
- Institute for Vaccine Research and Development (HU-IVReD), Hokkaido University, Sapporo, Japan.
- One Health Research Center, Hokkaido University, Sapporo, Japan.
- Division of Pathogen Structure, International Institute for Zoonosis Control, Hokkaido University, Sapporo, Japan.
- Global Station for Biosurfaces and Drug Discovery, Hokkaido University, Sapporo, Japan.
- Faculty of Pharmaceutical Sciences, Kyushu University, Fukuoka, Japan.
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3
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Tadokoro T, Tsuboi H, Nakamura K, Hayakawa T, Ohmura R, Kato I, Inoue M, Tsunoda S, Niizuma S, Okada Y, Otsuguro S, Maenaka K. Thermostability and binding properties of single-chained Fv fragments derived from therapeutic antibodies. Protein Sci 2024; 33:e5084. [PMID: 38923711 PMCID: PMC11201803 DOI: 10.1002/pro.5084] [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: 02/10/2024] [Revised: 05/15/2024] [Accepted: 06/04/2024] [Indexed: 06/28/2024]
Abstract
Small antibody fragments have recently been used as alternatives to full-length monoclonal antibodies in therapeutic applications. One of the most popular fragment antibodies is single-chain fragment variables (scFvs), consisting of variable heavy (VH) and variable light (VL) domains linked by a flexible peptide linker. scFvs have small molecular sizes, which enables good tissue penetration and low immunogenicity. Despite these advantages, the use of scFvs, especially for therapeutic purpose, is still limited because of the difficulty to regulate the binding activity and conformational stability. In this study, we constructed and analyzed 10 scFv fragments derived from 10 representatives of FDA-approved mAbs to evaluate their physicochemical properties. Differential scanning calorimetry analysis showed that scFvs exhibited relatively high but varied thermostability, from 50 to 70°C of melting temperatures, and different unfolding cooperativity. Surface plasmon resonance analysis revealed that scFvs fragments that exhibit high stability and cooperative unfolding likely tend to maintain antigen binding. This study demonstrated the comprehensive physicochemical properties of scFvs derived from FDA-approved antibodies, providing insights into antibody design and development.
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Affiliation(s)
- Takashi Tadokoro
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Harumi Tsuboi
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Kota Nakamura
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Tetsushi Hayakawa
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Reo Ohmura
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Izumi Kato
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Masaki Inoue
- Laboratory of Cellular and Molecular Physiology, The Faculty of Pharmaceutical SciencesKobe Gakuin UniversityKobeJapan
| | - Shin‐ichi Tsunoda
- Laboratory of Cellular and Molecular Physiology, The Faculty of Pharmaceutical SciencesKobe Gakuin UniversityKobeJapan
| | - Sayaka Niizuma
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Yukari Okada
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Satoko Otsuguro
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
| | - Katsumi Maenaka
- Laboratory of Biomolecular Science, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
- Center for Research and Education on Drug Discovery, Faculty of Pharmaceutical SciencesHokkaido UniversitySapporoJapan
- Institute for Vaccine Research and Development (HU‐IVReD)Hokkaido UniversitySapporoJapan
- Global Station for Biosurfaces and Drug DiscoveryHokkaido UniversitySapporoJapan
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4
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Paul R, Kasahara K, Sasaki J, Pérez JF, Matsunaga R, Hashiguchi T, Kuroda D, Tsumoto K. Unveiling the affinity-stability relationship in anti-measles virus antibodies: a computational approach for hotspots prediction. Front Mol Biosci 2024; 10:1302737. [PMID: 38495738 PMCID: PMC10941800 DOI: 10.3389/fmolb.2023.1302737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Accepted: 12/11/2023] [Indexed: 03/19/2024] Open
Abstract
Recent years have seen an uptick in the use of computational applications in antibody engineering. These tools have enhanced our ability to predict interactions with antigens and immunogenicity, facilitate humanization, and serve other critical functions. However, several studies highlight the concern of potential trade-offs between antibody affinity and stability in antibody engineering. In this study, we analyzed anti-measles virus antibodies as a case study, to examine the relationship between binding affinity and stability, upon identifying the binding hotspots. We leverage in silico tools like Rosetta and FoldX, along with molecular dynamics (MD) simulations, offering a cost-effective alternative to traditional in vitro mutagenesis. We introduced a pattern in identifying key residues in pairs, shedding light on hotspots identification. Experimental physicochemical analysis validated the predicted key residues by confirming significant decrease in binding affinity for the high-affinity antibodies to measles virus hemagglutinin. Through the nature of the identified pairs, which represented the relative hydropathy of amino acid side chain, a connection was proposed between affinity and stability. The findings of the study enhance our understanding of the interactions between antibody and measles virus hemagglutinin. Moreover, the implications of the observed correlation between binding affinity and stability extend beyond the field of anti-measles virus antibodies, thereby opening doors for advancements in antibody research.
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Affiliation(s)
- Rimpa Paul
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
- Research Center of Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan
| | - Keisuke Kasahara
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Jiei Sasaki
- Institute for Life and Medical Sciences, Kyoto University, Sakyo-ku, Kyoto, Japan
| | - Jorge Fernández Pérez
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Ryo Matsunaga
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Takao Hashiguchi
- Institute for Life and Medical Sciences, Kyoto University, Sakyo-ku, Kyoto, Japan
| | - Daisuke Kuroda
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
- Research Center of Drug and Vaccine Development, National Institute of Infectious Diseases, Tokyo, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Tokyo, Japan
| | - Kouhei Tsumoto
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan
- Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Tokyo, Japan
- The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
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5
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Hashimoto K, Hosoya M. Advances in Antiviral Therapy for Subacute Sclerosing Panencephalitis. Molecules 2021; 26:molecules26020427. [PMID: 33467470 PMCID: PMC7830519 DOI: 10.3390/molecules26020427] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2020] [Revised: 01/09/2021] [Accepted: 01/12/2021] [Indexed: 12/17/2022] Open
Abstract
Subacute sclerosing panencephalitis (SSPE) is a late-onset, intractable, and fatal viral disease caused by persistent infection of the central nervous system by a mutant strain of the measles virus. Ribavirin intracerebroventricular therapy has already been administered to several SSPE patients in Japan based on fundamental and clinical research findings from our group, with positive therapeutic effects reported in some patients. However, the efficacy of this treatment approach has not been unequivocally established. Hence, development of more effective therapeutic methods using new antiviral agents is urgently needed. This review describes the current status of SSPE treatment and research, highlighting promising approaches to the development of more effective therapeutic methods.
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Ahangarzadeh S, Payandeh Z, Arezumand R, Shahzamani K, Yarian F, Alibakhshi A. An update on antiviral antibody-based biopharmaceuticals. Int Immunopharmacol 2020; 86:106760. [PMID: 32645633 PMCID: PMC7336121 DOI: 10.1016/j.intimp.2020.106760] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 06/15/2020] [Accepted: 06/26/2020] [Indexed: 02/08/2023]
Abstract
Due to the vastness of the science virology, it is no longer an offshoot solely of the microbiology. Viruses have become as the causative agents of major epidemics throughout history. Many therapeutic strategies have been used for these microorganisms, and in this way the recognizing of potential targets of viruses is of particular importance for success. For decades, antibodies and antibody fragments have occupied a significant body of the treatment approaches against infectious diseases. Because of their high affinity, they can be designed and engineered against a variety of purposes, mainly since antibody fragments such as scFv, nanobody, diabody, and bispecific antibody have emerged owing to their small size and interesting properties. In this review, we have discussed the antibody discovery and molecular and biological design of antibody fragments as inspiring therapeutic and diagnostic agents against viral targets.
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Affiliation(s)
- Shahrzad Ahangarzadeh
- Infectious Diseases and Tropical Medicine Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Zahra Payandeh
- Immunology Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Roghaye Arezumand
- Department of Medical Biotechnology and Molecular Science, North Khorasan University of Medical Science, Bojnurd, Iran
| | - Kiana Shahzamani
- Isfahan Gastroenterology and Hepatology Research Center (IGHRC), Isfahan University of Medical Sciences, Isfahan, Iran
| | - Fatemeh Yarian
- Cellular and Molecular Biology Research Center, Shahid Beheshti University of Medical Sciences, Tehran, Iran; Department of Biotechnology, School of Advanced Technologies in Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
| | - Abbas Alibakhshi
- Department of Biotechnology, School of Advanced Technologies in Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran.
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Ferren M, Horvat B, Mathieu C. Measles Encephalitis: Towards New Therapeutics. Viruses 2019; 11:E1017. [PMID: 31684034 PMCID: PMC6893791 DOI: 10.3390/v11111017] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 10/25/2019] [Accepted: 10/31/2019] [Indexed: 12/20/2022] Open
Abstract
Measles remains a major cause of morbidity and mortality worldwide among vaccine preventable diseases. Recent decline in vaccination coverage resulted in re-emergence of measles outbreaks. Measles virus (MeV) infection causes an acute systemic disease, associated in certain cases with central nervous system (CNS) infection leading to lethal neurological disease. Early following MeV infection some patients develop acute post-infectious measles encephalitis (APME), which is not associated with direct infection of the brain. MeV can also infect the CNS and cause sub-acute sclerosing panencephalitis (SSPE) in immunocompetent people or measles inclusion-body encephalitis (MIBE) in immunocompromised patients. To date, cellular and molecular mechanisms governing CNS invasion are still poorly understood. Moreover, the known MeV entry receptors are not expressed in the CNS and how MeV enters and spreads in the brain is not fully understood. Different antiviral treatments have been tested and validated in vitro, ex vivo and in vivo, mainly in small animal models. Most treatments have high efficacy at preventing infection but their effectiveness after CNS manifestations remains to be evaluated. This review describes MeV neural infection and current most advanced therapeutic approaches potentially applicable to treat MeV CNS infection.
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Affiliation(s)
- Marion Ferren
- CIRI, International Center for Infectiology Research, INSERM U1111, University of Lyon, University Claude Bernard Lyon 1, CNRS, UMR5308, Ecole Normale Supérieure de Lyon, France.
| | - Branka Horvat
- CIRI, International Center for Infectiology Research, INSERM U1111, University of Lyon, University Claude Bernard Lyon 1, CNRS, UMR5308, Ecole Normale Supérieure de Lyon, France.
| | - Cyrille Mathieu
- CIRI, International Center for Infectiology Research, INSERM U1111, University of Lyon, University Claude Bernard Lyon 1, CNRS, UMR5308, Ecole Normale Supérieure de Lyon, France.
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