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Noriega HA, Wang Q, Yu D, Wang XS. Structural studies of Parvoviridae capsid assembly and evolution: implications for novel AAV vector design. Front Artif Intell 2025; 8:1559461. [PMID: 40242328 PMCID: PMC12000042 DOI: 10.3389/frai.2025.1559461] [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: 01/12/2025] [Accepted: 03/20/2025] [Indexed: 04/18/2025] Open
Abstract
Adeno-associated virus (AAV) vectors have emerged as powerful tools in gene therapy, potentially treating various genetic disorders. Engineering the AAV capsids through computational methods enables the customization of these vectors to enhance their effectiveness and safety. This engineering allows for the development of gene therapies that are not only more efficient but also personalized to unique genetic profiles. When developing, it is essential to understand the structural biology and the vast techniques used to guide vector designs. This review covers the fundamental biology of the Parvoviridae capsids, focusing on modern structural study techniques, including (a) Cryo-electron microscopy and X-ray Crystallography studies and (b) Comparative analysis of capsid structures across different Parvoviridae species. Along with the structure and evolution of the Parvoviridae capsids, computational methods have provided significant insights into the design of novel AAV vector techniques, which include (a) Structure-guided design of AAV capsids with improved properties, (b) Directed Evolution of AAV capsids for specific applications, and (c) Computational prediction of AAV capsid-receptor interactions. Further discussion addressed the ongoing challenges in the AAV vector design and proposed future directions for exploring enhanced computational tools, such as artificial intelligence/machine learning and deep learning.
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Affiliation(s)
- Heather A. Noriega
- Department of Pharmaceutical Sciences, Artificial Intelligence and Drug Discovery Core Laboratory for District of Columbia Center for AIDS Research (DC CFAR), College of Pharmacy, Howard University, Washington, DC, United States
| | - Qizhao Wang
- AAVnerGene Inc., Rockville, MD, United States
| | - Daozhan Yu
- AAVnerGene Inc., Rockville, MD, United States
| | - Xiang Simon Wang
- Department of Pharmaceutical Sciences, Artificial Intelligence and Drug Discovery Core Laboratory for District of Columbia Center for AIDS Research (DC CFAR), College of Pharmacy, Howard University, Washington, DC, United States
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Impact of virus filter pore size / morphology on virus retention behavior. J Memb Sci 2022. [DOI: 10.1016/j.memsci.2022.121335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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3
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Leisi R, Rostami I, Laughhunn A, Bieri J, Roth NJ, Widmer E, Ros C. Visualizing protein fouling and its impact on parvovirus retention within distinct filter membrane morphologies. J Memb Sci 2022. [DOI: 10.1016/j.memsci.2022.120791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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Exploiting Complex Fluorophore Interactions to Monitor Virus Capsid Disassembly. Molecules 2021; 26:molecules26195750. [PMID: 34641294 PMCID: PMC8510433 DOI: 10.3390/molecules26195750] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2021] [Revised: 09/14/2021] [Accepted: 09/16/2021] [Indexed: 02/06/2023] Open
Abstract
Supramolecular protein complexes are the corner stone of biological processes; they are essential for many biological functions. Unraveling the interactions responsible for the (dis)assembly of these complexes is required to understand nature and to exploit such systems in future applications. Virus capsids are well-defined assemblies of hundreds of proteins and form the outer shell of non-enveloped viruses. Due to their potential as a drug carriers or nano-reactors and the need for virus inactivation strategies, assessing the intactness of virus capsids is of great interest. Current methods to evaluate the (dis)assembly of these protein assemblies are experimentally demanding in terms of instrumentation, expertise and time. Here we investigate a new strategy to monitor the disassembly of fluorescently labeled virus capsids. To monitor surfactant-induced capsid disassembly, we exploit the complex photophysical interplay between multiple fluorophores conjugated to capsid proteins. The disassembly of the capsid changes the photophysical interactions between the fluorophores, and this can be spectrally monitored. The presented data show that this low complexity method can be used to study and monitor the disassembly of supramolecular protein complexes like virus capsids. However, the range of labeling densities that is suitable for this assay is surprisingly narrow.
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Billups M, Minervini M, Holstein M, Feroz H, Ranjan S, Hung J, Bao H, Ghose S, Li ZJ, Zydney AL. Antibody retention by virus filtration membranes: Polarization and sieving effects. J Memb Sci 2021. [DOI: 10.1016/j.memsci.2020.118884] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Ayano M, Sawamura Y, Hongo-Hirasaki T, Nishizaka T. Direct visualization of virus removal process in hollow fiber membrane using an optical microscope. Sci Rep 2021; 11:1095. [PMID: 33441582 PMCID: PMC7806983 DOI: 10.1038/s41598-020-78637-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 11/23/2020] [Indexed: 11/18/2022] Open
Abstract
Virus removal filters developed for the decontamination of small viruses from biotherapeutic products are widely used in basic research and critical step for drug production due to their long-established quality and robust performance. A variety of imaging techniques have been employed to elucidate the mechanism(s) by which viruses are effectively captured by filter membranes, but they are limited to ‘static’ imaging. Here, we propose a novel method for detailed monitoring of ‘dynamic process’ of virus capture; specifically, direct examination of biomolecules during filtration under an ultra-stable optical microscope. Samples were fluorescently labeled and infused into a single hollow fiber membrane comprising cuprammonium regenerated-cellulose (Planova 20N). While proteins were able to pass through the membrane, virus-like particles (VLP) accumulated stably in a defined region of the membrane. After injecting the small amount of sample into the fiber membrane, the real-time process of trapping VLP in the membrane was quantified beyond the diffraction limit. The method presented here serves as a preliminary basis for determining optimum filtration conditions, and provides new insights into the structure of novel fiber membranes.
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Affiliation(s)
- Miku Ayano
- Department of Physics, Gakushuin University, 1-5-1 Mejiro, Toshima-ku, Tokyo, 171-8588, Japan
| | - Yoshiyuki Sawamura
- Global Marketing Department, Bioprocess Division, Asahi Kasei Medical Co., Ltd., Chiyoda-ku, Tokyo, 101-8101, Japan.
| | - Tomoko Hongo-Hirasaki
- Global Marketing Department, Bioprocess Division, Asahi Kasei Medical Co., Ltd., Chiyoda-ku, Tokyo, 101-8101, Japan
| | - Takayuki Nishizaka
- Department of Physics, Gakushuin University, 1-5-1 Mejiro, Toshima-ku, Tokyo, 171-8588, Japan.
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Jazie AA, Albaaji AJ, Abed SA. A review on recent trends of antiviral nanoparticles and airborne filters: special insight on COVID-19 virus. AIR QUALITY, ATMOSPHERE, & HEALTH 2021; 14:1811-1824. [PMID: 34178182 PMCID: PMC8211456 DOI: 10.1007/s11869-021-01055-1] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 06/01/2021] [Indexed: 05/10/2023]
Abstract
Novel corona virus (COVID-19) pandemic in the last 4 months stimulates the international scientific community to search for vaccine of antiviral agents suitable for in activating the virus inside and outside the human body. More than 4 million people globally are infected by the virus and about 300,000 dead cases until this moment. The ventilation and airborne filters are also investigated aiming to develop an efficient antiviral filtration technology. Human secretion of the infected person as nasal or saliva droplets goes as airborne and distributes the virus everywhere around the person. N95 and N98 filters are the must use filters for capturing particles of sizes around 300 nm. The average size of the novel corona virus (COVID-19) is 100 nm and there is no standard or special filter suitable for this virus. The nanoparticle-coated airborne filter is a suitable technique in this regard. While the efficiency of this type of filters still needs to be enhanced, new developed nanofiber filters are proposed. Most recently, the charged nanofiber filters of sizes below 100 nm are developed and provide an efficient viral filtration and inactivation. The efficiency of filter must be kept at accepted level without increasing the pressure drop. The present review outlines the most efficient antiviral nanoparticles including the recent functional nanoparticles. The filtration theory, filtration modeling, filter testing, and different types of filter with special concentration on the charged nanofiber filter were discussed. The charged nanofiber filter able to capture novel corona virus (COVID-19) with 94% efficiency and a pressure drop less than 20 MPa.
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Affiliation(s)
- Ali A. Jazie
- Chemical Engineering Department, Engineering College, University of Al-Qadisiyah, Al-Diwaniyah, Iraq
| | - Amar J. Albaaji
- Materials Engineering Department, Engineering College, University of Al-Qadisiyah, Al-Diwaniyah, Iraq
| | - Suhad A. Abed
- Department of Biology, College of Education, University of Al-Qadisiyah, Al-Diwaniyah, Iraq
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Bărdacă Urducea C, Nechifor AC, Dimulescu IA, Oprea O, Nechifor G, Totu EE, Isildak I, Albu PC, Bungău SG. Control of Nanostructured Polysulfone Membrane Preparation by Phase Inversion Method. NANOMATERIALS 2020; 10:nano10122349. [PMID: 33256125 PMCID: PMC7760602 DOI: 10.3390/nano10122349] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/08/2020] [Revised: 11/21/2020] [Accepted: 11/23/2020] [Indexed: 12/04/2022]
Abstract
The preparation of membranes from polymer solutions by the phase inversion method, the immersion—precipitation technique has proved since the beginning of obtaining technological membranes the most versatile and simple possibility to create polymeric membrane nanostructures. Classically, the phase inversion technique involves four essential steps: Preparation of a polymer solution in the desired solvent, the formation of the polymer solution film on a flat support, the immersion of the film in a coagulation bath containing polymer solvents, and membrane conditioning. All phase inversion stages are important for the prepared membrane’s nanostructure and have been studied in detail for more than six decades. In this paper, we explored, through an electrochemical technique, the influence of the contact time with the polymer film’s environment until the introduction into the coagulation bath. The system chosen for membrane preparation is polysulfone-dimethylformamide-aqueous ethanol solution (PSf-DMF-EW). The obtained nanostructured membranes were characterized morphologically and structurally by scanning electron microscopy (SEM) and thermal analysis (TA), and in terms of process performance through water permeation and bovine serum albumin retention (BSA). The membrane characteristics were correlated with the polymeric film exposure time to the environment until the contact with the coagulation bath, following the diagram of the electrochemical parameters provided by the electrochemical technique.
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Affiliation(s)
- Cristina Bărdacă Urducea
- Analytical Chemistry and Environmental Engineering Department, University Politehnica of Bucharest, 011061 Bucharest, Romania; (C.B.U.); (I.A.D.); (G.N.)
| | - Aurelia Cristina Nechifor
- Analytical Chemistry and Environmental Engineering Department, University Politehnica of Bucharest, 011061 Bucharest, Romania; (C.B.U.); (I.A.D.); (G.N.)
- Correspondence: (A.C.N.); (E.E.T.)
| | - Ioana Alina Dimulescu
- Analytical Chemistry and Environmental Engineering Department, University Politehnica of Bucharest, 011061 Bucharest, Romania; (C.B.U.); (I.A.D.); (G.N.)
| | - Ovidiu Oprea
- Department of Inorganic Chemistry, Physical Chemistry and Electrochemistry, University Politehnica of Bucharest, 011061 Bucharest, Romania;
| | - Gheorghe Nechifor
- Analytical Chemistry and Environmental Engineering Department, University Politehnica of Bucharest, 011061 Bucharest, Romania; (C.B.U.); (I.A.D.); (G.N.)
| | - Eugenia Eftimie Totu
- Analytical Chemistry and Environmental Engineering Department, University Politehnica of Bucharest, 011061 Bucharest, Romania; (C.B.U.); (I.A.D.); (G.N.)
- Correspondence: (A.C.N.); (E.E.T.)
| | - Ibrahim Isildak
- Department of Bioengineering, Faculty of Chemical and Metallurgical Engineering, Yildiz Technical University, 34210 Esenler-Istanbul, Turkey;
| | - Paul Constantin Albu
- IFIN Horia Hulubei, Radioisotopes & Radiat Metrol Dept DRMR, 30 Reactorului Str, 023465 Magurele, Romania;
| | - Simona Gabriela Bungău
- Faculty of Medicine and Pharmacy, University of Oradea, 1 Universităţii Str., Oradea, 410087 Bihor, Romania;
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Leisi R, Wolfisberg R, Nowak T, Caliaro O, Hemmerle A, Roth NJ, Ros C. Impact of the isoelectric point of model parvoviruses on viral retention in anion-exchange chromatography. Biotechnol Bioeng 2020; 118:116-129. [PMID: 32886351 DOI: 10.1002/bit.27555] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 08/14/2020] [Accepted: 08/31/2020] [Indexed: 01/03/2023]
Abstract
Anion-exchange chromatography (AEX) is used in the downstream purification of monoclonal antibodies to remove impurities and potential viral contamination based on electrostatic interactions. Although the isoelectric point (pI) of viruses is considered a key factor predicting the virus adsorption to the resin, the precise molecular mechanisms involved remain unclear. To address this question, we compared structurally homologous parvoviruses that only differ in their surface charge distribution. A single charged amino acid substitution on the capsid surface of minute virus of mice (MVM) provoked an increased apparent pI (pIapp ) 6.2 compared to wild-type MVM (pIapp = 4.5), as determined by chromatofocusing. Despite their radically different pIapp , both viruses displayed the same interaction profile in Mono Q AEX at different pH conditions. In contrast, the closely related canine parvovirus (pIapp = 5.3) displayed a significantly different interaction at pH 5. The detailed structural analysis of the intricate three-dimensional structure of the capsids suggests that the charge distribution is critical, and more relevant than the pI, in controlling the interaction of a virus with the chromatographic resin. This study contributes to a better understanding of the molecular mechanisms governing virus clearance by AEX, which is crucial to enable robust process design and maximize safety.
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Affiliation(s)
- Remo Leisi
- Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland
| | - Raphael Wolfisberg
- Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland
| | | | - Oliver Caliaro
- Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland
| | - Andreas Hemmerle
- Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland
| | | | - Carlos Ros
- Department of Chemistry and Biochemistry, University of Bern, Bern, Switzerland
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