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Buff M, Goyon A, Elger C, Ruppert R, Haindl M, Zhang K, Guillarme D. Systematic comparison of wide pore size exclusion chromatography columns for the characterization of gene therapy products. J Chromatogr A 2025; 1752:465972. [PMID: 40273568 DOI: 10.1016/j.chroma.2025.465972] [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: 03/13/2025] [Revised: 04/15/2025] [Accepted: 04/16/2025] [Indexed: 04/26/2025]
Abstract
A new generation of wide pore SEC columns was systematically evaluated for the determination of size variants for mRNAs ranging from 1000 to 5000 nucleotides and for multiple recombinant adeno-associated viruses (rAAVs) serotypes. Among the six SEC columns (450 to 700 Å) employed for rAAV analysis, the DNACore AAV-SEC column shows the highest efficiency (11,000 plates), probably due to its monodisperse 3 µm silica particles, while the SRT SEC-500 column showed the lowest efficiency (< 1000 plates) attributed to its 5 µm particle packing. Optimal selectivity for rAAVs was observed with columns having larger pore sizes (550 - 700 Å). However, the final resolution for different rAAV serotypes was highly sample-dependent, and no single column consistently provided the best separation of size variants. Additionally, the six columns were suitable to study the degradation trends of rAAVs subjected to accelerated stress conditions. Among the five SEC columns (700 - 1000 Å) evaluated for mRNA analysis, the Biozen dSEC-7 LC column (700 Å) column systematically achieved the highest efficiency, and was particularly well suited for analyzing small mRNA (∼ 1000 nts). However, columns with larger pore sizes such as AdvanceBio SEC 1000A were more appropriate for larger mRNA (> 1000 nt). Despite these findings, the separation of low molecular weight species (LMWS) and high molecular weight species (HMWS) of mRNA remains limited across all tested columns, making integration challenging and the quantification of LMWS and HMWS less accurate. However, comparable (but not strictly identical) quantitative performance was obtained among the columns, with only a few exceptions.
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Affiliation(s)
- Mathias Buff
- School of Pharmaceutical Sciences, University of Geneva, CMU - Rue Michel Servet 1, 1211 Geneva 4, Switzerland; Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, CMU - Rue Michel Servet 1, 1211 Geneva 4, Switzerland
| | - Alexandre Goyon
- Synthetic Molecule Analytical Chemistry, Genentech Inc., 1 DNA Way, South San Francisco, CA 94080, USA
| | - Carsten Elger
- Gene Therapy Technical Research & Development, Roche Diagnostics GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Raphael Ruppert
- Gene Therapy Technical Research & Development, Roche Diagnostics GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Markus Haindl
- Gene Therapy Technical Research & Development, Roche Diagnostics GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Kelly Zhang
- Synthetic Molecule Analytical Chemistry, Genentech Inc., 1 DNA Way, South San Francisco, CA 94080, USA
| | - Davy Guillarme
- School of Pharmaceutical Sciences, University of Geneva, CMU - Rue Michel Servet 1, 1211 Geneva 4, Switzerland; Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, CMU - Rue Michel Servet 1, 1211 Geneva 4, Switzerland.
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2
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Mulagapati SHR, Parupudi A, Witkos T, Bond N, Chen X, Linke T, Xi G, Schmelzer AE, Xu W. Size-exclusion chromatography as a multi-attribute method for process and product characterization of adeno-associated virus. Mol Ther Methods Clin Dev 2024; 32:101382. [PMID: 39687733 PMCID: PMC11647602 DOI: 10.1016/j.omtm.2024.101382] [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: 09/01/2024] [Accepted: 11/14/2024] [Indexed: 12/18/2024]
Abstract
Adeno-associated viruses (AAVs) have recently emerged as a leading platform for gene therapy. Due to the complex manufacturing process and structural features of AAVs, extensive process and product characterization studies are required to better understand product quality and batch-to-batch variability. It is, therefore, critical to develop a fast and reliable analytical method to monitor different product quality attributes (PQAs) of AAVs. In this study, we developed a multiple-attribute monitoring (MAM) method for the characterization of AAV PQAs. The MAM method was developed using the separation capability of size-exclusion chromatography (SEC) in connection with multiple in-line detectors: ultraviolet (UV), fluorescence (FLD), multi-angle light scattering (MALS), and refractive index (RI). We demonstrate that our SEC-based MAM method can be used to measure different PQAs, including genome and capsid titer, purity, aggregation, and full/empty capsid ratios in a single assay. Our SEC-based MAM method achieves similar results when compared side by side with orthogonal, individual assays such as quantitative polymerase chain reaction (qPCR), enzyme-linked immunosorbent assay (ELISA), and anion-exchange chromatography (AEX). Moreover, here we demonstrate that a simple, label-free, cost-effective, minimum sample requirement, and a high-throughput method can be applied to support process development, product characterization, release, and stability testing.
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Affiliation(s)
- Sri Hari Raju Mulagapati
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Arun Parupudi
- Drug Product and Formulation Sciences, GSK Vaccines, Rockville, MD 20850, USA
| | - Tomasz Witkos
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Nick Bond
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Xiaoyu Chen
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Thomas Linke
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Guoling Xi
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
| | - Albert Ethan Schmelzer
- Viral Vector Product Development, Process Development and Clinical Supply, Alexion, Boston, MA, USA
| | - Wei Xu
- Process and Analytical Sciences, BioPharmaceuticals Development (BPD), R&D, AstraZeneca, Gaithersburg, MD, USA
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3
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Ma G, Xu Z, Li C, Zhou F, Hu B, Guo J, Ke C, Chen L, Zhang G, Lau H, Pan H, Chen X, Li R, Liu L. Induction of neutralizing antibody responses by AAV5-based vaccine for respiratory syncytial virus in mice. Front Immunol 2024; 15:1451433. [PMID: 39469716 PMCID: PMC11513327 DOI: 10.3389/fimmu.2024.1451433] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 09/25/2024] [Indexed: 10/30/2024] Open
Abstract
Introduction Respiratory Syncytial Virus (RSV) is a significant cause of respiratory illnesses worldwide, particularly in infants and elderly individuals. Despite the burden RSV imposes, effective preventive measures are limited. The research application of adeno-associated virus (AAV) in vaccine platforms has been expanding, and its potential in prevention and treatment has garnered much attention. Methods In this study, we explored the potential application of a recombinant adeno-associated virus 5 (rAAV5) vector-based RSV vaccine, focusing on the expression of the pre-fusion (Pre-F) protein structure. Through intramuscular immunization in mice. The immunogenicity of the vaccine was evaluated in Balb/c mice immunized intramuscularly and intranasal, respectively. Results The rAAV5-RSV-Fm vaccine demonstrated positive humoral and induced antibody titers against RSV strains A and B for up to 120 days post-immunization. Notably, intranasal administration also elicited protective antibodies. Characterization studies confirmed the ability of the vac-cine to express the Pre-F protein and its superior immunogenicity compared to that of full-length F protein. Conclusion These findings underscore the potential application of rAAV5 vector platforms in RSV vaccine development and further investigation into their protective efficacy is warranted.
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Affiliation(s)
- Gangyuan Ma
- Guangzhou National Laboratory, Guangzhou, China
- Guangzhou Medical University, Guangzhou, China
| | - Zeping Xu
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Chinyu Li
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Feng Zhou
- Guangzhou National Laboratory, Guangzhou, China
| | - Bobo Hu
- Guangzhou National Laboratory, Guangzhou, China
| | - Junwei Guo
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Changwen Ke
- Guangdong Provincial Center for Disease Control and Prevention, Guangzhou, China
| | - Liqing Chen
- Guangzhou National Laboratory, Guangzhou, China
| | - Guilin Zhang
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Hungyan Lau
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Hudan Pan
- State Key Laboratory of Traditional Chinese Medicine Syndrome, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, China
- Chinese Medicine Guangdong Laboratory, Hengqin, China
| | - Xixin Chen
- Guangdong Keguanda Pharmaceutical Technology Co., Ltd, Guangzhou, China
| | - Runze Li
- State Key Laboratory of Traditional Chinese Medicine Syndrome, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, China
- Chinese Medicine Guangdong Laboratory, Hengqin, China
| | - Liang Liu
- Guangzhou National Laboratory, Guangzhou, China
- State Key Laboratory of Traditional Chinese Medicine Syndrome, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine (Guangdong Provincial Hospital of Chinese Medicine), Guangzhou, China
- Chinese Medicine Guangdong Laboratory, Hengqin, China
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4
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Schrecke S, McManus K, Moshfegh C, Stone J, Nguyen TU, Rivas G, Muhamed I, Mitchell DAJ. An improved high-resolution method for quantitative separation of empty and filled AAV8 capsids by strong anion exchange HPLC. Front Bioeng Biotechnol 2024; 12:1436857. [PMID: 39411057 PMCID: PMC11473411 DOI: 10.3389/fbioe.2024.1436857] [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: 05/22/2024] [Accepted: 09/06/2024] [Indexed: 10/19/2024] Open
Abstract
Cell and gene therapy (CGT) is a field of therapeutic medicine that aims to treat, prevent, and cure diseases using engineered cells (stem cells, immune cells, and differentiated adult or fetal cells), vectors [Adeno Associated Virus (AAV), Adeno Virus (AV), Herpes Simplex Virus (HSV), Baculo Virus (BV), Lenti Virus (LV), Retro Virus (RV), etc.], and other carriers [non-viral vectors, virus-like particles (VLP), Lipid Nano-Particles (LNP), etc.]. Among viral CGT vectors, adeno-associated viruses and lentiviruses (AAV and LV) are the most widely applied vector platforms. The presence of non-functional (empty or non-infectious) vectors that carry null or partial genes in the final drug product is classified as an impurity by the FDA. These impurities impair dosage accuracy and induce non-specific immunogenicity and variability in drug efficacy. These non-functional viral vectors in the drug product need to be elucidated following International Conference on Harmonization (ICH) guidelines for clinical manufacturing of the final drug product. This article showcases an ion-exchange chromatography (IEX) high-resolution method supporting ICH guidelines using commercially available AAV8 filled and empty capsids as reference standards. Our method successfully separated empty to full capsids with a resolution of 15 and sustained a linearity greater than 0.98 even under a wide range of empty or full viral particle concentrations (E+9 to E+13 vp/mL), which is an upgrade to other IEX capsid separation methods. The medium-throughput capacity and shorter sample processing time improve testing efficiency and save costs while delivering quality as value. The discussed method is a reliable and reproducible platform to precisely evaluate the presence of non-functional viral particles in AAV8 samples. Aligned with other orthogonal results, the method is a powerful tool to improve the quality of rAAV analytics.
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5
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Heldt CL, Skinner MA, Anand GS. Structural Changes Likely Cause Chemical Differences between Empty and Full AAV Capsids. Biomedicines 2024; 12:2128. [PMID: 39335640 PMCID: PMC11430463 DOI: 10.3390/biomedicines12092128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2024] [Revised: 09/13/2024] [Accepted: 09/16/2024] [Indexed: 09/30/2024] Open
Abstract
Due to the success of adeno associated viruses (AAVs) in treating single-gene diseases, improved manufacturing technology is now needed to meet their demand. The largest challenge is creating a process to separate empty and full capsids. Patients received larger capsid doses than necessary due to the presence of empty capsids. By enabling the better separation of empty and full capsids, patients would receive the greatest therapeutic benefit with the least amount of virus capsids, thus limiting potential side effects from empty capsids. The two most common empty/full separation methods used in downstream processing are ultracentrifugation and anion exchange chromatography. Both processes have limitations, leading to a need for the identification of other structural differences that can be exploited to separate empty and full capsids. Here, we describe four possible theories of the structural changes that occur when AAV capsids envelop a genome. These theories include conformational changes occurring due to either the expansion or contraction of the capsid in the presence of nucleic acids, the constraining of the N-terminus into the five-fold pore when the genome is present, and the increased number of VP3 proteins in full capsids. These theories may reveal structural differences that can be exploited to separate full and empty capsids during manufacturing.
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Affiliation(s)
- Caryn L Heldt
- Department of Chemical Engineering, Michigan Technological University, Houghton, MI 49931, USA
- Health Research Institute, Michigan Technological University, Houghton, MI 49931, USA
| | - Molly A Skinner
- Department of Chemical Engineering, Michigan Technological University, Houghton, MI 49931, USA
| | - Ganesh S Anand
- Department of Chemistry, Pennsylvania State University, University Park, PA 16802, USA
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6
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Soth S, Takakura M, Suekawa M, Onishi T, Hirohata K, Hashimoto T, Maruno T, Fukuhara M, Tsunaka Y, Torisu T, Uchiyama S. Quantification of full and empty particles of adeno-associated virus vectors via a novel dual fluorescence-linked immunosorbent assay. Mol Ther Methods Clin Dev 2024; 32:101291. [PMID: 39070291 PMCID: PMC11283060 DOI: 10.1016/j.omtm.2024.101291] [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: 01/04/2024] [Accepted: 06/21/2024] [Indexed: 07/30/2024]
Abstract
The adeno-associated virus (AAV) vector is one of the most advanced platforms for gene therapy because of its low immunogenicity and non-pathogenicity. The concentrations of both AAV vector empty particles, which do not contain DNA and do not show any efficacy, and AAV vector full particles (FPs), which contain DNA, are important quality attributes. In this study, a dual fluorescence-linked immunosorbent assay (dFLISA), which uses two fluorescent dyes to quantify capsid and genome titers in a single analysis, was established. In dFLISA, capture of AAV particles, detection of capsid proteins, and release and detection of the viral genome are performed in the same well. We demonstrated that the capsid and genomic titers determined by dFLISA were comparable with those of analytical ultracentrifugation. The FP ratios determined by dFLISA were in good agreement with the expected values. In addition, we showed that dFLISA can quantify the genomic and capsid titers of crude samples. dFLISA can be easily modified for measuring other AAV vector serotypes and AAV vectors with different genome lengths. These features make dFLISA a valuable tool for the future development of AAV-based gene therapies.
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Affiliation(s)
- Sereirath Soth
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Mikako Takakura
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Masahiro Suekawa
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Takayuki Onishi
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Kiichi Hirohata
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Tamami Hashimoto
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Takahiro Maruno
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Mitsuko Fukuhara
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Yasuo Tsunaka
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Tetsuo Torisu
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Susumu Uchiyama
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
- Exploratory Research Center on Life and Living Systems, National Institutes of Natural Sciences, 5-1 Higashiyama, Myodaiji, Okazaki, Aichi 444-8787, Japan
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7
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Kontogiannis T, Braybrook J, McElroy C, Foy C, Whale AS, Quaglia M, Smales CM. Characterization of AAV vectors: A review of analytical techniques and critical quality attributes. Mol Ther Methods Clin Dev 2024; 32:101309. [PMID: 39234444 PMCID: PMC11372808 DOI: 10.1016/j.omtm.2024.101309] [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] [Indexed: 09/06/2024]
Abstract
Standardized evaluation of adeno-associated virus (AAV) vector products for biotherapeutic application is essential to ensure the safety and efficacy of gene therapies. This includes analyzing the critical quality attributes of the product. However, many of the current analytical techniques used to assess these attributes have limitations, including low throughput, large sample requirements, poorly understood measurement variability, and lack of comparability between methods. To address these challenges, it is essential to establish higher-order reference methods that can be used for comparability measurements, optimization of current assays, and development of reference materials. Highly precise methods are necessary for measuring the empty/partial/full capsid ratios and the titer of AAV vectors. Additionally, it is important to develop methods for the measurement of less-established critical quality attributes, including post-translational modifications, capsid stoichiometry, and methylation profiles. By doing so, we can gain a better understanding of the influence of these attributes on the quality of the product. Moreover, quantification of impurities, such as host-cell proteins and DNA contaminants, is crucial for obtaining regulatory approval. The development and application of refined methodologies will be essential to thoroughly characterize AAV vectors by informing process development and facilitating the generation of reference materials for assay validation and calibration.
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Affiliation(s)
- Theodoros Kontogiannis
- School of Biosciences, Division of Natural Sciences, University of Kent, Canterbury, Kent CT2 7NJ, UK
- National Measurement Laboratory at LGC, Teddington, Middlesex TW11 0LY, UK
| | - Julian Braybrook
- National Measurement Laboratory at LGC, Teddington, Middlesex TW11 0LY, UK
| | | | - Carole Foy
- National Measurement Laboratory at LGC, Teddington, Middlesex TW11 0LY, UK
| | - Alexandra S Whale
- National Measurement Laboratory at LGC, Teddington, Middlesex TW11 0LY, UK
| | - Milena Quaglia
- Reading Scientific Services Ltd, Reading Science Centre, Whiteknights Campus, Pepper Lane, Reading Berkshire RG6 6LA, UK
| | - C Mark Smales
- School of Biosciences, Division of Natural Sciences, University of Kent, Canterbury, Kent CT2 7NJ, UK
- National Institute for Bioprocessing Research and Training, Blackrock, Co, Foster Avenue, A94 X099 Mount Merrion, Dublin, Ireland
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8
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Liu X, Jean-Gilles R, Baginski J, Cai C, Yan R, Zhang L, Lance K, van der Loo JC, Davidson BL. Evaluation of a rapid multi-attribute combinatorial high-throughput UV-Vis/DLS/SLS analytical platform for rAAV quantification and characterization. Mol Ther Methods Clin Dev 2024; 32:101298. [PMID: 39170800 PMCID: PMC11338085 DOI: 10.1016/j.omtm.2024.101298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 07/12/2024] [Indexed: 08/23/2024]
Abstract
Recombinant adeno-associated virus (rAAV)-based gene therapies are expanding in their application. Despite progress in manufacturing, current analytical methods for product quantification and characterization remain largely unchanged. Although critical for product and process development, in-process testing, and batch release, current analytical methods are labor-intensive, costly, and hampered by extended turnaround times and low throughput. The field requires more efficient, cost-effective analytical techniques capable of handling large sample quantities to accelerate product and process development. Here, we evaluated Stunner from Unchained Labs for quantifying and characterizing rAAVs and compared it with established analytical methods. Stunner is a combinatorial analytic technology platform that interpolates ultraviolet-visible (UV-Vis) absorption with static and dynamic light scattering (SLS/DLS) analysis to determine capsid and genomic titer, empty and full capsid ratio, and assess vector size and polydispersity. The platform offers empirical measurements with minimal sample requirements. Upon testing hundreds of rAAV vectors, comprising various serotypes and transgenes, the data show a strong correlation with established analytical methods and exhibit high reproducibility and repeatability. Some analyses can be applied to in-process samples from different purification stages and processes, fulfilling the demand for rapid, high-throughput analysis during development. In sum, the pipeline presented streamlines small- and large-batch analytics.
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Affiliation(s)
- Xueyuan Liu
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- School of Biomedical Engineering, Science and Health Systems, Drexel University, Philadelphia, PA 19104, USA
| | | | - Julia Baginski
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Christina Cai
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Ruilan Yan
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Lili Zhang
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Johannes C.M. van der Loo
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Beverly L. Davidson
- Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
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9
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Sripada SA, Hosseini M, Ramesh S, Wang J, Ritola K, Menegatti S, Daniele MA. Advances and opportunities in process analytical technologies for viral vector manufacturing. Biotechnol Adv 2024; 74:108391. [PMID: 38848795 DOI: 10.1016/j.biotechadv.2024.108391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2023] [Revised: 03/14/2024] [Accepted: 05/29/2024] [Indexed: 06/09/2024]
Abstract
Viral vectors are an emerging, exciting class of biologics whose application in vaccines, oncology, and gene therapy has grown exponentially in recent years. Following first regulatory approval, this class of therapeutics has been vigorously pursued to treat monogenic disorders including orphan diseases, entering hundreds of new products into pipelines. Viral vector manufacturing supporting clinical efforts has spurred the introduction of a broad swath of analytical techniques dedicated to assessing the diverse and evolving panel of Critical Quality Attributes (CQAs) of these products. Herein, we provide an overview of the current state of analytics enabling measurement of CQAs such as capsid and vector identities, product titer, transduction efficiency, impurity clearance etc. We highlight orthogonal methods and discuss the advantages and limitations of these techniques while evaluating their adaptation as process analytical technologies. Finally, we identify gaps and propose opportunities in enabling existing technologies for real-time monitoring from hardware, software, and data analysis viewpoints for technology development within viral vector biomanufacturing.
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Affiliation(s)
- Sobhana A Sripada
- Department of Chemical and Biomolecular Engineering, North Carolina State University, 911 Partners Way, Raleigh, NC, 27695, USA
| | - Mahshid Hosseini
- Joint Department of Biomedical Engineering, North Carolina State University, and University of North Carolina, Chapel Hill, 911 Oval Dr., Raleigh, NC 27695, USA
| | - Srivatsan Ramesh
- Department of Chemical and Biomolecular Engineering, North Carolina State University, 911 Partners Way, Raleigh, NC, 27695, USA
| | - Junhyeong Wang
- Joint Department of Biomedical Engineering, North Carolina State University, and University of North Carolina, Chapel Hill, 911 Oval Dr., Raleigh, NC 27695, USA
| | - Kimberly Ritola
- North Carolina Viral Vector Initiative in Research and Learning (NC-VVIRAL), North Carolina State University, 890 Oval Dr, Raleigh, NC 27695, USA; Neuroscience Center, Brain Initiative Neurotools Vector Core, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Stefano Menegatti
- Department of Chemical and Biomolecular Engineering, North Carolina State University, 911 Partners Way, Raleigh, NC, 27695, USA; North Carolina Viral Vector Initiative in Research and Learning (NC-VVIRAL), North Carolina State University, 890 Oval Dr, Raleigh, NC 27695, USA; Biomanufacturing Training and Education Center, North Carolina State University, 890 Main Campus Dr, Raleigh, NC 27695, USA.
| | - Michael A Daniele
- Joint Department of Biomedical Engineering, North Carolina State University, and University of North Carolina, Chapel Hill, 911 Oval Dr., Raleigh, NC 27695, USA; North Carolina Viral Vector Initiative in Research and Learning (NC-VVIRAL), North Carolina State University, 890 Oval Dr, Raleigh, NC 27695, USA; Department of Electrical and Computer Engineering, North Carolina State University, 890 Oval Dr, Raleigh, NC 27695, USA.
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10
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Matsuzaka Y, Yashiro R. Therapeutic Application and Structural Features of Adeno-Associated Virus Vector. Curr Issues Mol Biol 2024; 46:8464-8498. [PMID: 39194716 DOI: 10.3390/cimb46080499] [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: 06/10/2024] [Revised: 07/02/2024] [Accepted: 07/12/2024] [Indexed: 08/29/2024] Open
Abstract
Adeno-associated virus (AAV) is characterized by non-pathogenicity, long-term infection, and broad tropism and is actively developed as a vector virus for gene therapy products. AAV is classified into more than 100 serotypes based on differences in the amino acid sequence of the capsid protein. Endocytosis involves the uptake of viral particles by AAV and accessory receptors during AAV infection. After entry into the cell, they are transported to the nucleus through the nuclear pore complex. AAVs mainly use proteoglycans as receptors to enter cells, but the types of sugar chains in proteoglycans that have binding ability are different. Therefore, it is necessary to properly evaluate the primary structure of receptor proteins, such as amino acid sequences and post-translational modifications, including glycosylation, and the higher-order structure of proteins, such as the folding of the entire capsid structure and the three-dimensional (3D) structure of functional domains, to ensure the efficacy and safety of biopharmaceuticals. To further enhance safety, it is necessary to further improve the efficiency of gene transfer into target cells, reduce the amount of vector administered, and prevent infection of non-target cells.
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Affiliation(s)
- Yasunari Matsuzaka
- Division of Molecular and Medical Genetics, Center for Gene and Cell Therapy, The Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 108-8639, Japan
- Administrative Section of Radiation Protection, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Kodaira 187-8551, Japan
| | - Ryu Yashiro
- Administrative Section of Radiation Protection, National Institute of Neuroscience, National Center of Neurology and Psychiatry, Kodaira 187-8551, Japan
- Department of Mycobacteriology, Leprosy Research Center, National Institute of Infectious Diseases, Tokyo 162-8640, Japan
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11
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Janc M, Zevnik K, Dolinar A, Jakomin T, Štalekar M, Bačnik K, Kutnjak D, Žnidarič MT, Zentilin L, Fedorov D, Dobnik D. In-Depth Comparison of Adeno-Associated Virus Containing Fractions after CsCl Ultracentrifugation Gradient Separation. Viruses 2024; 16:1235. [PMID: 39205208 PMCID: PMC11360810 DOI: 10.3390/v16081235] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 07/24/2024] [Accepted: 07/25/2024] [Indexed: 09/04/2024] Open
Abstract
Recombinant adeno-associated viruses (rAAVs) play a pivotal role in the treatment of genetic diseases. However, current production and purification processes yield AAV-based preparations that often contain unwanted empty, partially filled or damaged viral particles and impurities, including residual host cell DNA and proteins, plasmid DNA, and viral aggregates. To precisely understand the composition of AAV preparations, we systematically compared four different single-stranded AAV (ssAAV) and self-complementary (scAAV) fractions extracted from the CsCl ultracentrifugation gradient using established methods (transduction efficiency, analytical ultracentrifugation (AUC), quantitative and digital droplet PCR (qPCR and ddPCR), transmission electron microscopy (TEM) and enzyme-linked immunosorbent assay (ELISA)) alongside newer techniques (multiplex ddPCR, multi-angle light-scattering coupled to size-exclusion chromatography (SEC-MALS), multi-angle dynamic light scattering (MADLS), and high-throughput sequencing (HTS)). Suboptimal particle separation within the fractions resulted in unexpectedly similar infectivity levels. No single technique could simultaneously provide comprehensive insights in the presence of both bioactive particles and contaminants. Notably, multiplex ddPCR revealed distinct vector genome fragmentation patterns, differing between ssAAV and scAAV. This highlights the urgent need for innovative analytical and production approaches to optimize AAV vector production and enhance therapeutic outcomes.
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Affiliation(s)
- Mojca Janc
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
- Jožef Stefan International Postgraduate School, Jamova cesta 39, 1000 Ljubljana, Slovenia
| | - Kaja Zevnik
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | - Ana Dolinar
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | - Tjaša Jakomin
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | - Maja Štalekar
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | - Katarina Bačnik
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | - Denis Kutnjak
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
| | | | - Lorena Zentilin
- International Center for Genetic Engineering and Biotechnology, Area Science Park, Padriciano 99, 34149 Trieste, Italy
| | - Dmitrii Fedorov
- Department of Bioproducts and Biosystems, Aalto University, P.O. Box 16100, 00076 Aalto, Finland
- Center of Excellence in Life-Inspired Hybrid Materials (LIBER) Aalto University, P.O. Box 16100, 00076 Aalto, Finland
| | - David Dobnik
- National Institute of Biology, Večna pot 121, 1000 Ljubljana, Slovenia (D.D.)
- Niba Labs d.o.o., Litostrojska cesta 52, 1000 Ljubljana, Slovenia
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12
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Duran T, Naik S, Sharifi L, DiLuzio WR, Chanda A, Chaudhuri B. Studying the ssDNA loaded adeno-associated virus aggregation using coarse-grained molecular dynamics simulations. Int J Pharm 2024; 655:123985. [PMID: 38484860 DOI: 10.1016/j.ijpharm.2024.123985] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2023] [Revised: 03/05/2024] [Accepted: 03/07/2024] [Indexed: 03/19/2024]
Abstract
The aggregation of adeno-associated viral (AAV) capsids in an aqueous environment was investigated via coarse-grained molecular dynamics (CG-MD) simulations. The primary driving force and mechanism of the aggregation were investigated with or without single-strand DNA (ssDNA) loaded at various process temperatures. Capsid aggregation appeared to involve multiple residue interactions (i.e., hydrophobic, polar and charged residues) leading to complex protein aggregation. In addition, two aggregation mechanisms (i.e., the fivefold face-to-face contact and the edge-to-edge contact) were identified from this study. The ssDNA with its asymmetric structure could be the reason for destabilizing protein subunits and enhancing the interaction between the charged residues, and further result in the non-reversible face-to-face contact. At higher temperature, the capsid structure was found to be unstable with the significant size expansion of the loaded ssDNA which could be attributed to reduced number of intramolecular hydrogen bonds, the increased conformational deviations of protein subunits and the higher residue fluctuations. The CG-MD model was further validated with previous experimental and simulation data, including the full capsid size measurement and the capsid internal pressure. Thus, a good understanding of AAV capsid aggregation, instability and the role of ssDNA were revealed by applying the developed computational model.
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Affiliation(s)
- Tibo Duran
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, CT 06269, USA
| | - Shivangi Naik
- Technical Operations, Sarepta Therapeutics, Cambridge, MA 02142, USA
| | - Leila Sharifi
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, CT 06269, USA
| | - Willow R DiLuzio
- Technical Operations, Sarepta Therapeutics, Cambridge, MA 02142, USA
| | - Arani Chanda
- Technical Operations, Sarepta Therapeutics, Cambridge, MA 02142, USA
| | - Bodhisattwa Chaudhuri
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Connecticut, Storrs, CT 06269, USA; Department of Chemical & Biomolecular Engineering, University of Connecticut, Storrs, CT 06269, USA; Institute of Material Sciences (IMS), University of Connecticut, Storrs, CT, USA.
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13
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Lehman SE, Vreeland WN, Blaszczyk AJ, Adams-Hall S, Ahuja S, Arnaout A, Balduf H, Budyak IL, Carbonell RG, Charlebois T, Cleveland TE, Deng JZ, Doyle BL, Duewer DL, Elger C, Fagan JA, Guo T, Haller J, Hilgenfeld LD, Hoang VM, Huldin AJL, Hyatt M, Jacques J, Kar S, Kedia SB, Kokona B, Liu A, Ma L, McCarthy D, Noble E, Oettl V, Pla A, Powers TW, Richardson J, Ripple DC, Runnels HA, Ruppert R, Semmelmann F, Sims CM, Singh S, Vogt A, Wenzel S, Whitaker N, Yang Z, Zhuang B. Interlaboratory Measurement of Adeno-Associated Virus: Comparative Quantification of Full and Empty Capsids. Hum Gene Ther 2024; 36:36-44. [PMID: 39723438 DOI: 10.1089/hum.2024.124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2024] Open
Abstract
Recombinant adeno-associated virus (AAV) is one of the main viral vector-based gene therapy platforms. AAV is a virus consisting of a ≈25 nm diameter capsid with a ≈4.7 kb cargo capacity. Therapeutic safety and efficacy depend on the correct encapsidation of the DNA in individual virus particles, which is often characterized by the single scalar value of the ratio of full capsids with complete viral genomes to the total viral capsid number [the full-to-total (FTT) ratio]. This study reports on the interlaboratory and intertechnique variations of measurement methods for FTT among a cohort of organizations. The analytical methods used were sedimentation velocity analytical ultracentrifugation (SV-AUC) with UV/Vis and/or Rayleigh interference optics, size exclusion chromatography (SEC) with multi-angle light scattering (MALS), and tandem UV/Vis and/or refractive index, cryogenic electron microscopy, dual-wavelength ultraviolet spectrophotometry, and ELISA coupled with quantitative PCR (qPCR, dPCR, or ddPCR). FTT measurements for both AAV5 and AAV8 serotypes were similar, except for PCR-ELISA. The optical techniques (UV spectroscopy/SEC-MALS) showed <10% SD between laboratories, likely from the uniformity of existing industry protocols. AUC, while demonstrating good repeatability, had ≈25% SD interlaboratory, suggesting the need for standardized methods. PCR and ELISA had poor reproducibility due to variations in both PCR and ELISA protocols and instrumentation. The discussion presents intended future efforts to improve and harmonize these measurements to increase both the repeatability and reproducibility of AAV viral particle critical quality attributes such as FTT.
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Affiliation(s)
- Sean E Lehman
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | - Wyatt N Vreeland
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | | | | | | | | | - Hunter Balduf
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Ivan L Budyak
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Ruben G Carbonell
- NIIMBL (National Institute for Innovation in Manufacturing Biopharmaceuticals), Newark, Delaware, USA
| | - Tim Charlebois
- NIIMBL (National Institute for Innovation in Manufacturing Biopharmaceuticals), Newark, Delaware, USA
| | - Thomas E Cleveland
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | | | - Brandon L Doyle
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - David L Duewer
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | | | - Jeffrey A Fagan
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | - Tim Guo
- United States Pharmacopeia, Rockville, Maryland, USA
| | | | | | - Van M Hoang
- Spark Therapeutics, Philadelphia, Pennsylvania, USA
| | - Allison J L Huldin
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | - Matthew Hyatt
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | | | - Sambit Kar
- Spark Therapeutics, Philadelphia, Pennsylvania, USA
| | - Sandeep B Kedia
- NIIMBL (National Institute for Innovation in Manufacturing Biopharmaceuticals), Newark, Delaware, USA
| | | | - Amy Liu
- United States Pharmacopeia, Rockville, Maryland, USA
| | - Li Ma
- United States Pharmacopeia, Rockville, Maryland, USA
| | | | | | | | - Andrew Pla
- Prevail Therapeutics, New York, New York, USA
| | | | | | - Dean C Ripple
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | | | | | | | - Christopher M Sims
- National Institute of Standards and Technology, Gaithersburg, Maryland, USA
| | | | - Austin Vogt
- Spark Therapeutics, Philadelphia, Pennsylvania, USA
| | - Sabine Wenzel
- Lilly Research Laboratories, Eli Lilly and Company, Indianapolis, Indiana, USA
| | | | - Zhiwen Yang
- United States Pharmacopeia, Rockville, Maryland, USA
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14
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Yoshida K, Tsunekawa Y, Kurihara K, Watanabe K, Makino-Manabe Y, Wada M, Tanaka T, Ide T, Okada T. Engineering a highly durable adeno-associated virus receptor for analytical applications. Mol Ther Methods Clin Dev 2023; 31:101157. [PMID: 38152699 PMCID: PMC10751509 DOI: 10.1016/j.omtm.2023.101157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 11/10/2023] [Indexed: 12/29/2023]
Abstract
Adeno-associated virus (AAV) is a major viral vector used in gene therapy. There are multiple AAV serotypes, and many engineered AAV serotypes are developed to alter their tissue tropisms with capsid modification. The universal AAV receptor (AAVR) is an essential receptor for multiple AAV serotypes. Since most AAV serotypes used in gene therapy infect cells via interaction with AAVR, the quantification of the vector-binding ability of AAV to AAVR could be an important quality check for therapeutic AAV vectors. To enable a steady evaluation of the AAV-AAVR interaction, we created an engineered AAVR through mutagenesis. Engineered AAVR showed high durability against acid while retaining its AAV-binding activity. An affinity chromatography column with the engineered AAVR was also developed. This column enabled repeated binding and acid dissociation measurements of AAVR with various AAV serotypes. Our data showed that the binding affinities of AAV2 to AAVR were diverse among serotypes, providing insight into the relationship with the infection efficiency of AAV vectors. Thus, this affinity column can be used in process development for quality checks, quantitating capsid titers, and affinity purification of AAV vectors. Furthermore, this column may serve as a useful tool in novel AAV vector capsid engineering.
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Affiliation(s)
- Kouhei Yoshida
- Division of Molecular and Medical Genetics, Center for Gene and Cell Therapy, The Institute of Medical Science, The University of Tokyo, 4-6-1, Shirokanedai, Minato-ku, Tokyo 108-8639, Japan
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Yuji Tsunekawa
- Division of Molecular and Medical Genetics, Center for Gene and Cell Therapy, The Institute of Medical Science, The University of Tokyo, 4-6-1, Shirokanedai, Minato-ku, Tokyo 108-8639, Japan
| | - Kento Kurihara
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Kazuya Watanabe
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Yuriko Makino-Manabe
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Mikako Wada
- Division of Molecular and Medical Genetics, Center for Gene and Cell Therapy, The Institute of Medical Science, The University of Tokyo, 4-6-1, Shirokanedai, Minato-ku, Tokyo 108-8639, Japan
| | - Toru Tanaka
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Teruhiko Ide
- Tosoh Corporation, Life Science Research Laboratory, 2743-1, Hayakawa, Ayase, Kanagawa 252-1123, Japan
| | - Takashi Okada
- Division of Molecular and Medical Genetics, Center for Gene and Cell Therapy, The Institute of Medical Science, The University of Tokyo, 4-6-1, Shirokanedai, Minato-ku, Tokyo 108-8639, Japan
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15
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Kurinomaru T, Takeda K, Onaka M, Kuruma Y, Takahata K, Takahashi K, Sakurai H, Sasaki A, Noda N, Honda S, Shibuya R, Ikeda T, Okada R, Torisu T, Uchiyama S. Optimization of Flow Imaging Microscopy Setting Using Spherical Beads with Optical Properties Similar to Those of Biopharmaceuticals. J Pharm Sci 2023; 112:3248-3255. [PMID: 37813302 DOI: 10.1016/j.xphs.2023.10.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2023] [Revised: 10/03/2023] [Accepted: 10/03/2023] [Indexed: 10/11/2023]
Abstract
Flow imaging microscopy (FIM) is widely used to characterize biopharmaceutical subvisible particles (SVPs). The segmentation threshold, which defines the boundary between the particle and the background based on pixel intensity, should be properly set for accurate SVP quantification. However, segmentation thresholds are often subjectively and empirically set, potentially leading to variations in measurements across instruments and operators. In the present study, we developed an objective method to optimize the FIM segmentation threshold using poly(methyl methacrylate) (PMMA) beads with a refractive index similar to that of biomolecules. Among several candidate particles that were evaluated, 2.5-µm PMMA beads were the most reliable in size and number, suggesting that the PMMA bead size analyzed by FIM could objectively be used to determine the segmentation threshold for SVP measurements. The PMMA bead concentrations measured by FIM were highly consistent with the indicative concentrations, whereas the PMMA bead size analyzed by FIM decreased with increasing segmentation threshold. The optimal segmentation threshold where the analyzed size was closest to the indicative size differed between an instrument with a black-and-white camera and that with a color camera. Inter-instrument differences in SVP concentrations in acid-stressed recombinant adeno-associated virus (AAV) and protein aggregates were successfully minimized by setting an optimized segmentation threshold specific to the instrument. These results reveal that PMMA beads can aid in determining a more appropriate segmentation threshold to evaluate biopharmaceutical SVPs using FIM.
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Affiliation(s)
| | | | - Megumi Onaka
- U-Medico Inc., 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Yuki Kuruma
- National Metrology Institute of Japan, National Institute of Advanced Industrial Science and Technology, 1-1-1 Umezono, Tsukuba, Ibaraki 305-8563, Japan
| | - Keiji Takahata
- National Metrology Institute of Japan, National Institute of Advanced Industrial Science and Technology, 1-1-1 Umezono, Tsukuba, Ibaraki 305-8563, Japan
| | - Kayori Takahashi
- National Metrology Institute of Japan, National Institute of Advanced Industrial Science and Technology, 1-1-1 Umezono, Tsukuba, Ibaraki 305-8563, Japan
| | - Hiromu Sakurai
- National Metrology Institute of Japan, National Institute of Advanced Industrial Science and Technology, 1-1-1 Umezono, Tsukuba, Ibaraki 305-8563, Japan
| | - Akira Sasaki
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology, 1-1-1 Higashi, Tsukuba, Ibaraki 305-8566, Japan
| | - Naohiro Noda
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology, 1-1-1 Higashi, Tsukuba, Ibaraki 305-8566, Japan
| | - Shinya Honda
- Biomedical Research Institute, National Institute of Advanced Industrial Science and Technology, 1-1-1 Higashi, Tsukuba, Ibaraki 305-8566, Japan
| | - Risa Shibuya
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Tomohiko Ikeda
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Rio Okada
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Tetsuo Torisu
- Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan
| | - Susumu Uchiyama
- U-Medico Inc., 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan; Department of Biotechnology, Graduate School of Engineering, Osaka University, 2-1 Yamadaoka, Suita, Osaka 565-0871, Japan.
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16
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Xie Y, Butler M. Multi-attribute analysis of adeno-associated virus by size exclusion chromatography with fluorescence and triple-wavelength UV detection. Anal Biochem 2023; 680:115311. [PMID: 37666384 DOI: 10.1016/j.ab.2023.115311] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 09/01/2023] [Accepted: 09/01/2023] [Indexed: 09/06/2023]
Abstract
Adeno-associated virus (AAV) is the leading platform for in vivo gene therapy to treat numerous genetic diseases. Comprehensive analysis of the AAV particles is essential to ensure desired safety and efficacy. An array of techniques is required to evaluate their critical quality attributes. However, many of these techniques are expensive, time-consuming, labour-intensive, and varying in accuracy. Size exclusion chromatography coupled with fluorescence and triple-wavelength ultraviolet detection (SEC-FLD-TWUV) and incorporating an aromatic amino acid of tryptophan as an internal standard offers a simple, rapid, and reliable approach for simultaneous multi-attribute analysis of AAVs. In the current study, we demonstrate its capability for AAV characterization and quantification, that includes capsid concentration, empty to full capsid ratio, vector genome concentration, and the presence of aggregates or fragments. All were performed in 20-min chromatographic runs with minimal sample handling. Data analysis involves the assessment of intrinsic fluorescence and UV absorbance of samples at three wavelengths that can be utilised to determine the content of the capsid protein and genome copy number. The separation efficiency using SEC columns with different pore sizes, and elution buffers of varying compositions, ionic strength, and pH values was also evaluated. This SEC-FLD-TWUV method may serve as a powerful yet cost-effective tool for responsive quality evaluation of AAVs. This may enhance performance, robustness, and safety of bioprocessing for AAV vectors to be used in gene therapy.
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Affiliation(s)
- Yongjing Xie
- National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland
| | - Michael Butler
- National Institute for Bioprocessing Research and Training, Foster Avenue, Mount Merrion, Blackrock, Co. Dublin, A94 X099, Ireland; School of Chemical and Bioprocess Engineering, University College Dublin (UCD), Belfield, Dublin 4, D04 V1W8, Ireland.
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17
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Kilgore R, Minzoni A, Shastry S, Smith W, Barbieri E, Wu Y, LeBarre JP, Chu W, O'Brien J, Menegatti S. The downstream bioprocess toolbox for therapeutic viral vectors. J Chromatogr A 2023; 1709:464337. [PMID: 37722177 DOI: 10.1016/j.chroma.2023.464337] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2023] [Revised: 08/24/2023] [Accepted: 08/27/2023] [Indexed: 09/20/2023]
Abstract
Viral vectors are poised to acquire a prominent position in modern medicine and biotechnology owing to their role as delivery agents for gene therapies, oncolytic agents, vaccine platforms, and a gateway to engineer cell therapies as well as plants and animals for sustainable agriculture. The success of viral vectors will critically depend on the availability of flexible and affordable biomanufacturing strategies that can meet the growing demand by clinics and biotech companies worldwide. In this context, a key role will be played by downstream process technology: while initially adapted from protein purification media, the purification toolbox for viral vectors is currently undergoing a rapid expansion to fit the unique biomolecular characteristics of these products. Innovation efforts are articulated on two fronts, namely (i) the discovery of affinity ligands that target adeno-associated virus, lentivirus, adenovirus, etc.; (ii) the development of adsorbents with innovative morphologies, such as membranes and 3D printed monoliths, that fit the size of viral vectors. Complementing these efforts are the design of novel process layouts that capitalize on novel ligands and adsorbents to ensure high yield and purity of the product while safeguarding its therapeutic efficacy and safety; and a growing panel of analytical methods that monitor the complex array of critical quality attributes of viral vectors and correlate them to the purification strategies. To help explore this complex and evolving environment, this study presents a comprehensive overview of the downstream bioprocess toolbox for viral vectors established in the last decade, and discusses present efforts and future directions contributing to the success of this promising class of biological medicines.
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Affiliation(s)
- Ryan Kilgore
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States.
| | - Arianna Minzoni
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Shriarjun Shastry
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States; Biomanufacturing Training and Education Center (BTEC), North Carolina State University, Raleigh, NC 27695, United States
| | - Will Smith
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Eduardo Barbieri
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Yuxuan Wu
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Jacob P LeBarre
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Wenning Chu
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States
| | - Juliana O'Brien
- Department of Chemistry, North Carolina State University, Raleigh, NC 27695, United States
| | - Stefano Menegatti
- Department of Chemical and Biomolecular Engineering, North Carolina State University, Raleigh, NC 27695, United States; Biomanufacturing Training and Education Center (BTEC), North Carolina State University, Raleigh, NC 27695, United States; North Carolina Viral Vector Initiative in Research and Learning, North Carolina State University, Raleigh, NC 27695, United States
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18
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Lavoie RA, Zugates JT, Cheeseman AT, Teten MA, Ramesh S, Freeman JM, Swango S, Fitzpatrick J, Joshi A, Hollers B, Debebe Z, Lindgren TK, Kozak AN, Kondeti VK, Bright MK, Yearley EJ, Tracy A, Irwin JA, Guerrero M. Enrichment of adeno-associated virus serotype 5 full capsids by anion exchange chromatography with dual salt elution gradients. Biotechnol Bioeng 2023; 120:2953-2968. [PMID: 37256741 DOI: 10.1002/bit.28453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Revised: 05/03/2023] [Accepted: 05/18/2023] [Indexed: 06/02/2023]
Abstract
Adeno-associated virus-based gene therapies have demonstrated substantial therapeutic benefit for the treatment of genetic disorders. In manufacturing processes, viral capsids are produced with and without the encapsidated gene of interest. Capsids devoid of the gene of interest, or "empty" capsids, represent a product-related impurity. As a result, a robust and scalable method to enrich full capsids is crucial to provide patients with as much potentially active product as possible. Anion exchange chromatography has emerged as a highly utilized method for full capsid enrichment across many serotypes due to its ease of use, robustness, and scalability. However, achieving sufficient resolution between the full and empty capsids is not trivial. In this work, anion exchange chromatography was used to achieve empty and full capsid resolution for adeno-associated virus serotype 5. A salt gradient screen of multiple salts with varied valency and Hofmeister series properties was performed to determine optimal peak resolution and aggregate reduction. Dual salt effects were evaluated on the same product and process attributes to identify any synergies with the use of mixed ion gradients. The modified process provided as high as ≥75% AAV5 full capsids (≥3-fold enrichment based on the percent full in the feed stream) with near baseline separation of empty capsids and achieved an overall vector genome step yield of >65%.
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Affiliation(s)
| | | | | | - Matt A Teten
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | | | | | - Summer Swango
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | | | - Amod Joshi
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | | | | | | | - Amber N Kozak
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | | | - Mary K Bright
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | - Eric J Yearley
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
| | | | - Jacob A Irwin
- BridgeBio Gene Therapy LLC, Raleigh, North Carolina, USA
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19
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Kumar P, Wang M, Kumru OS, Hickey JM, Sanmiguel J, Zabaleta N, Vandenberghe LH, Joshi SB, Volkin DB. Correlating physicochemical and biological properties to define critical quality attributes of a rAAV vaccine candidate. Mol Ther Methods Clin Dev 2023; 30:103-121. [PMID: 37746246 PMCID: PMC10512015 DOI: 10.1016/j.omtm.2023.06.004] [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: 03/23/2023] [Accepted: 06/08/2023] [Indexed: 09/26/2023]
Abstract
Recombinant adeno-associated viruses (rAAVs) are a preferred vector system in clinical gene transfer. A fundamental challenge to formulate and deliver rAAVs as stable and efficacious vaccines is to elucidate interrelationships between the vector's physicochemical properties and biological potency. To this end, we evaluated an rAAV-based coronavirus disease 2019 (COVID-19) vaccine candidate that encodes the Spike antigen (AC3) and is produced by a commercially viable process. First, state-of-the-art analytical techniques were employed to determine key structural attributes of AC3, including primary and higher-order structures, particle size, empty/full capsid ratios, aggregates, and multi-step thermal degradation pathway analysis. Next, several quantitative potency measures for AC3 were implemented, and data were correlated with the physicochemical analyses on thermally stressed and control samples. Results demonstrate links between decreasing AC3 physical stability profiles, in vitro transduction efficiency in a cell-based assay, and, importantly, in vivo immunogenicity in a mouse model. These findings are discussed in the general context of future development of rAAV-based vaccine candidates as well as specifically for the rAAV vaccine application under study.
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Affiliation(s)
- Prashant Kumar
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
| | - Michael Wang
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
| | - Ozan S. Kumru
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
| | - John M. Hickey
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
| | - Julio Sanmiguel
- Grousbeck Gene Therapy Center, Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
| | - Nerea Zabaleta
- Grousbeck Gene Therapy Center, Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
| | - Luk H. Vandenberghe
- Grousbeck Gene Therapy Center, Mass Eye and Ear, Harvard Medical School, Boston, MA 02114, USA
| | - Sangeeta B. Joshi
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
| | - David B. Volkin
- Department of Pharmaceutical Chemistry, Vaccine Analytics and Formulation Center, University of Kansas, Lawrence, KS 66047, USA
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20
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Richter K, Wurm C, Strasser K, Bauer J, Bakou M, VerHeul R, Sternisha S, Hawe A, Salomon M, Menzen T, Bhattacharya A. Purity and DNA content of AAV capsids assessed by analytical ultracentrifugation and orthogonal biophysical techniques. Eur J Pharm Biopharm 2023; 189:68-83. [PMID: 37196871 DOI: 10.1016/j.ejpb.2023.05.011] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Revised: 04/21/2023] [Accepted: 05/11/2023] [Indexed: 05/19/2023]
Abstract
Development and manufacturing adeno-associated virus (AAV)-based vectors for gene therapy requires suitable analytical methods to assess the quality of the formulations during development, as well as the quality of different batches and the consistency of the processes. Here, we compare biophysical methods to characterize purity and DNA content of viral capsids from five different serotypes (AAV2, AAV5, AAV6, AAV8, and AAV9). For this purpose, we apply multiwavelength sedimentation velocity analytical ultracentrifugation (SV-AUC) to obtain the species' contents and to derive the wavelength-specific correction factors for the respective insert-size. In an orthogonal manner we perform anion exchange chromatography (AEX) and UV-spectroscopy and the three methods yield comparable results on empty/filled capsid contents with these correction factors. Whereas AEX and UV-spectroscopy can quantify empty and filled AAVs, only SV-AUC could identify the low amounts of partially filled capsids present in the samples used in this study. Finally, we employ negative-staining transmission electron microscopy and mass photometry to support the empty/filled ratios with methods that classify individual capsids. The obtained ratios are consistent throughout the orthogonal approaches as long as no other impurities and aggregates are present. Our results show that the combination of selected orthogonal methods can deliver consistent empty/filled contents on non-standard genome sizes, as well as information on other relevant critical quality attributes, such as AAV capsid concentration, genome concentration, insert size length and sample purity to characterize and compare AAV preparations.
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Affiliation(s)
- Klaus Richter
- Coriolis Pharma Research GmbH, Fraunhoferstr. 18 b, 82152 Martinsried, Germany.
| | - Christine Wurm
- Coriolis Pharma Research GmbH, Fraunhoferstr. 18 b, 82152 Martinsried, Germany
| | - Kim Strasser
- Sirion Biotech GmbH, am Haag 6, 82166 Gräfelfing, Germany
| | - Jana Bauer
- Sirion Biotech GmbH, am Haag 6, 82166 Gräfelfing, Germany
| | - Maria Bakou
- Coriolis Pharma Research GmbH, Fraunhoferstr. 18 b, 82152 Martinsried, Germany
| | - Ross VerHeul
- Beckman Coulter Life Sciences, 5350 Lakeview Pkwy S Dr, Indianapolis, IN 46268, USA
| | - Shawn Sternisha
- Beckman Coulter Life Sciences, 5350 Lakeview Pkwy S Dr, Indianapolis, IN 46268, USA
| | - Andrea Hawe
- Coriolis Pharma Research GmbH, Fraunhoferstr. 18 b, 82152 Martinsried, Germany
| | | | - Tim Menzen
- Coriolis Pharma Research GmbH, Fraunhoferstr. 18 b, 82152 Martinsried, Germany
| | - Akash Bhattacharya
- Beckman Coulter Life Sciences, 5350 Lakeview Pkwy S Dr, Indianapolis, IN 46268, USA.
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21
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Hiemenz C, Pacios-Michelena A, Helbig C, Vezočnik V, Strebl M, Nikels F, Hawe A, Garidel P, Menzen T. Characterization of Virus Particles and Submicron-Sized Particulate Impurities in Recombinant Adeno-Associated Virus Drug Product. J Pharm Sci 2023; 112:2190-2202. [PMID: 37211315 DOI: 10.1016/j.xphs.2023.05.009] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Revised: 05/15/2023] [Accepted: 05/15/2023] [Indexed: 05/23/2023]
Abstract
Characterization of particulate impurities such as aggregates is necessary to develop safe and efficacious adeno-associated virus (AAV) drug products. Although aggregation of AAVs can reduce the bioavailability of the virus, only a limited number of studies focus on the analysis of aggregates. We explored three technologies for their capability to characterize AAV monomers and aggregates in the submicron (<1 µm) size range: (i) mass photometry (MP), (ii) asymmetric flow field flow fractionation coupled to a UV-detector (AF4-UV/Vis) and (iii) microfluidic resistive pulse sensing (MRPS). Although low counts for aggregates impeded a quantitative analysis, MP was affirmed as an accurate and rapid method for quantifying the genome content of empty/filled/double-filled capsids, consistent with sedimentation velocity analytical ultracentrifugation results. MRPS and AF4-UV/Vis enabled the detection and quantification of aggregate content. The developed AF4-UV/Vis method separated AAV monomers from smaller aggregates, thereby enabling a quantification of aggregates <200 nm. MRPS was experienced as a straightforward method to determine the particle concentration and size distribution between 250-2000 nm, provided that the samples do not block the microfluidic cartridge. Overall, within this study we explored the benefits and limitations of the complementary technologies for assessing aggregate content in AAV samples.
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Affiliation(s)
| | | | | | | | - Michael Strebl
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Innovation Unit, Germany
| | - Felix Nikels
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Innovation Unit, Germany.
| | - Andrea Hawe
- Coriolis Pharma Research GmbH, Martinsried, Germany
| | - Patrick Garidel
- Boehringer Ingelheim Pharma GmbH & Co. KG, Biberach an der Riß, Innovation Unit, Germany
| | - Tim Menzen
- Coriolis Pharma Research GmbH, Martinsried, Germany.
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22
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Yarawsky AE, Zai-Rose V, Cunningham HM, Burgner JW, DeLion MT, Paul LN. AAV analysis by sedimentation velocity analytical ultracentrifugation: beyond empty and full capsids. EUROPEAN BIOPHYSICS JOURNAL : EBJ 2023; 52:353-366. [PMID: 37037926 DOI: 10.1007/s00249-023-01646-z] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2022] [Revised: 03/13/2023] [Accepted: 03/22/2023] [Indexed: 04/12/2023]
Abstract
The recent surge of therapeutic interest in recombinant adeno-associated viral (AAV) vectors for targeted DNA delivery has brought analytical ultracentrifugation (AUC) into the spotlight. A major concern during formulation of AAV therapeutics is purity of the active species (DNA-containing capsid, or "filled capsids"). Insertion of DNA into AAV is not a highly efficient process; thus, a significant amount of empty and partial/intermediate AAV molecules may exist. Recent guidance from the FDA includes limiting the presence of empty AAV capsids and other impurities to reduce immunotoxicity. While chromatographic techniques (SEC, SEC-MALS, AEX) are often used for empty and full capsid quantitation due to the ease of accessibility and familiarity among most biochemists, the resolution and sensitivity attained by sedimentation velocity (SV-AUC) in the formulation buffer and purification buffers is unmatched. Approaches for using SV-AUC to determine the empty-to-full capsid ratio have already been discussed by others; however, in this report, we focus on the importance of characterizing other impurities, such as free DNA, partially filled capsids, and aggregates that are recognized as species of concern for immunotoxicity. We also demonstrate the usefulness of applying multiple analyses (e.g., c(s), g(s*), WDA) in confirming the presence of and determining the hydrodynamic parameters of these various species.
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Affiliation(s)
| | - Valeria Zai-Rose
- BioAnalysis, LLC, 3401 I Street Suite 206, Philadelphia, PA, 19134, USA
| | | | - John W Burgner
- BioAnalysis, LLC, 3401 I Street Suite 206, Philadelphia, PA, 19134, USA
- Department of Medicinal Chemistry, School of Pharmacy, Virginia Commonwealth University, 800 East Leigh Street, Richmond, VA, 23298, USA
| | - Michael T DeLion
- BioAnalysis, LLC, 3401 I Street Suite 206, Philadelphia, PA, 19134, USA
| | - Lake N Paul
- BioAnalysis, LLC, 3401 I Street Suite 206, Philadelphia, PA, 19134, USA.
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23
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Takatsuka S, Kubota T, Kurashina Y, Kurihara S, Hirabayashi M, Fujioka M, Okano HJ, Onoe H. Controlled release of adeno-associated virus from alginate hydrogel microbeads with enhanced sensitivity to ultrasound. Biotechnol Bioeng 2023. [PMID: 37366284 DOI: 10.1002/bit.28482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 06/10/2023] [Accepted: 06/14/2023] [Indexed: 06/28/2023]
Abstract
Adeno-associated virus (AAV)-based gene therapy holds promise as a fundamental treatment for genetic disorders. For clinical applications, it is necessary to control AAV release timing to avoid an immune response to AAV. Here we propose an ultrasound (US)-triggered on-demand AAV release system using alginate hydrogel microbeads (AHMs) with a release enhancer. By using a centrifuge-based microdroplet shooting device, the AHMs encapsulating AAV with tungsten microparticles (W-MPs) are fabricated. Since W-MPs work as release enhancers, the AHMs have high sensitivity to the US with localized variation in acoustic impedance for improving the release of AAV. Furthermore, AHMs were coated with poly-l-lysine (PLL) to adjust the release of AAV. By applying US to the AAV encapsulating AHMs with W-MPs, the AAV was released on demand, and gene transfection to cells by AAV was confirmed without loss of AAV activity. This proposed US-triggered AAV release system expands methodological possibilities in gene therapy.
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Affiliation(s)
- Shuhei Takatsuka
- School of Integrated Design Engineering, Graduate School of Science and Technology, Keio University, Yokohama, Japan
| | - Takeshi Kubota
- School of Integrated Design Engineering, Graduate School of Science and Technology, Keio University, Yokohama, Japan
| | - Yuta Kurashina
- Department of Mechanical Engineering, Faculty of Science and Technology, Keio University, Yokohama, Japan
- Division of Advanced Mechanical Systems Engineering, Institute of Engineering, Tokyo University of Agriculture and Technology, Tokyo, Japan
| | - Sho Kurihara
- Department of Otorhinolaryngology, The Jikei University School of Medicine, Tokyo, Japan
- Division of Regenerative Medicine, The Jikei University School of Medicine, Tokyo, Japan
| | - Motoki Hirabayashi
- Department of Otorhinolaryngology, The Jikei University School of Medicine, Tokyo, Japan
- Division of Regenerative Medicine, The Jikei University School of Medicine, Tokyo, Japan
| | - Masato Fujioka
- Department of Molecular Genetics, Kitasato University School of Medicine, Sagamihara, Kanagawa, Japan
- Clinical and Translational Research Center, Keio University Hospital, Tokyo, Japan
- Department of Otorhinolaryngology, Head and Neck Surgery, Keio University School of Medicine, Tokyo, Japan
| | - Hirotaka James Okano
- Division of Regenerative Medicine, The Jikei University School of Medicine, Tokyo, Japan
| | - Hiroaki Onoe
- School of Integrated Design Engineering, Graduate School of Science and Technology, Keio University, Yokohama, Japan
- Department of Mechanical Engineering, Faculty of Science and Technology, Keio University, Yokohama, Japan
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24
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Heldt CL, Areo O, Joshi PU, Mi X, Ivanova Y, Berrill A. Empty and Full AAV Capsid Charge and Hydrophobicity Differences Measured with Single-Particle AFM. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2023; 39:5641-5648. [PMID: 37040364 PMCID: PMC10135413 DOI: 10.1021/acs.langmuir.2c02643] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 03/22/2023] [Indexed: 05/07/2023]
Abstract
Adeno-associated virus (AAV) is showing promise as a therapy for diseases that contain a single-gene deletion or mutation. One major scale-up challenge is the removal of empty or non-gene of interest containing AAV capsids. Analytically, the empty capsids can be separated from full capsids using anion exchange chromatography. However, when scaled up to manufacturing, the minute changes in conductivity are difficult to consistently obtain. To better understand the differences in the empty and full AAV capsids, we have developed a single-particle atomic force microscopy (AFM) method to measure the differences in the charge and hydrophobicity of AAV capsids at the single-particle level. The atomic force microscope tip was functionalized with either a charged or a hydrophobic molecule, and the adhesion force between the functionalized atomic force microscope tip and the virus was measured. We measured a change in the charge and hydrophobicity between empty and full AAV2 and AAV8 capsids. The charge and hydrophobicity differences between AAV2 and AAV8 are related to the distribution of charge on the surface and not the total charge. We propose that the presence of nucleic acids inside the capsid causes minor but measurable changes in the capsid structure that lead to measurable surface changes in charge and hydrophobicity.
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Affiliation(s)
- Caryn L. Heldt
- Department
of Chemical Engineering, Michigan Technological
University, Houghton, Michigan 49931, United States
- Health
Research Institute, Michigan Technological
University, Houghton, Michigan 49931, United
States
| | - Oluwatoyin Areo
- Department
of Chemical Engineering, Michigan Technological
University, Houghton, Michigan 49931, United States
- Health
Research Institute, Michigan Technological
University, Houghton, Michigan 49931, United
States
| | - Pratik U. Joshi
- Department
of Chemical Engineering, Michigan Technological
University, Houghton, Michigan 49931, United States
- Health
Research Institute, Michigan Technological
University, Houghton, Michigan 49931, United
States
| | - Xue Mi
- Department
of Chemical Engineering, Michigan Technological
University, Houghton, Michigan 49931, United States
| | - Yulia Ivanova
- Gene
Therapy Process Development, Bioprocess Research and Development, Biotherapeutics Pharmaceutical Sciences, Pfizer, Chesterfield, Missouri 63017, United States
| | - Alex Berrill
- Gene
Therapy Process Development, Bioprocess Research and Development, Biotherapeutics Pharmaceutical Sciences, Pfizer, Chesterfield, Missouri 63017, United States
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25
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Sharma A, Beirne J, Khamar D, Maguire C, Hayden A, Hughes H. Evaluation and Screening of Biopharmaceuticals using Multi-Angle Dynamic Light Scattering. AAPS PharmSciTech 2023; 24:84. [PMID: 36949219 PMCID: PMC10033178 DOI: 10.1208/s12249-023-02529-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 02/09/2023] [Indexed: 03/24/2023] Open
Abstract
Biopharmaceuticals are large, complex and labile therapeutic molecules prone to instability due to various factors during manufacturing. To ensure their safety, quality and efficacy, a wide range of critical quality attributes (CQAs) such as product concentration, aggregation, particle size, purity and turbidity have to be met. Size exclusion chromatography (SEC) is the gold standard to measure protein aggregation and degradation. However, other techniques such as dynamic light scattering (DLS) are employed in tandem to measure the particle size distribution (PSD) and polydispersity of biopharmaceutical formulations. In this study, the application of multi-angle dynamic light scattering (MADLS) was evaluated for the determination of particle size, particle concentration and aggregation in 3 different protein modalities, namely bovine serum albumin (BSA) and two biopharmaceuticals including a monoclonal antibody (mAb) and an enzyme. The obtained calibration curve (R2 > 0.95) for the particle number concentration of the 3 proteins and the observed correlation between MADLS and SEC (R2 = 0.9938) for the analysis of aggregation in the enzyme can be employed as a 3-in-1 approach to assessing particle size, concentration and aggregation for the screening and development of products while also reducing the number of samples and experiments required for analysis prior to other orthogonal tests.
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Affiliation(s)
- Ashutosh Sharma
- Pharmaceutical and Molecular Biotechnology Research Centre (PMBRC), South East Technological University (SETU), Main Campus, Cork Road, Waterford, X91 K0EK, Ireland.
| | - Jason Beirne
- Manufacturing Science, Analytics and Technology (MSAT), Sanofi, IDA Industrial Park, Waterford, X91 TP27, Ireland
| | - Dikshitkumar Khamar
- Manufacturing Science, Analytics and Technology (MSAT), Sanofi, IDA Industrial Park, Waterford, X91 TP27, Ireland
| | - Ciaran Maguire
- Particular Sciences Ltd, Rosemount Business Park, Ballycoolin, D11 T327, Dublin, Ireland
| | - Ambrose Hayden
- Pharmaceutical and Molecular Biotechnology Research Centre (PMBRC), South East Technological University (SETU), Main Campus, Cork Road, Waterford, X91 K0EK, Ireland
| | - Helen Hughes
- Pharmaceutical and Molecular Biotechnology Research Centre (PMBRC), South East Technological University (SETU), Main Campus, Cork Road, Waterford, X91 K0EK, Ireland.
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26
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Iglesias CF, Ristovski M, Bolic M, Cuperlovic-Culf M. rAAV Manufacturing: The Challenges of Soft Sensing during Upstream Processing. Bioengineering (Basel) 2023; 10:bioengineering10020229. [PMID: 36829723 PMCID: PMC9951952 DOI: 10.3390/bioengineering10020229] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 01/31/2023] [Accepted: 02/02/2023] [Indexed: 02/11/2023] Open
Abstract
Recombinant adeno-associated virus (rAAV) is the most effective viral vector technology for directly translating the genomic revolution into medicinal therapies. However, the manufacturing of rAAV viral vectors remains challenging in the upstream processing with low rAAV yield in large-scale production and high cost, limiting the generalization of rAAV-based treatments. This situation can be improved by real-time monitoring of critical process parameters (CPP) that affect critical quality attributes (CQA). To achieve this aim, soft sensing combined with predictive modeling is an important strategy that can be used for optimizing the upstream process of rAAV production by monitoring critical process variables in real time. However, the development of soft sensors for rAAV production as a fast and low-cost monitoring approach is not an easy task. This review article describes four challenges and critically discusses the possible solutions that can enable the application of soft sensors for rAAV production monitoring. The challenges from a data scientist's perspective are (i) a predictor variable (soft-sensor inputs) set without AAV viral titer, (ii) multi-step forecasting, (iii) multiple process phases, and (iv) soft-sensor development composed of the mechanistic model.
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Affiliation(s)
| | - Milica Ristovski
- Faculty of Engineering, University of Ottawa, Ottawa, ON K1N 6N5, Canada
- Faculty of Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
| | - Miodrag Bolic
- Faculty of Engineering, University of Ottawa, Ottawa, ON K1N 6N5, Canada
| | - Miroslava Cuperlovic-Culf
- Digital Technologies Research Center, National Research Council, Ottawa, ON K1A 0R6, Canada
- Department of Biochemistry, Microbiology, and Immunology, Faculty of Medicine, University of Ottawa, Ottawa, ON K1H 8M5, Canada
- Correspondence:
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27
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Doan TNK, Le MD, Bajrovic I, Celentano L, Krause C, Balyan HG, Svancarek A, Mote A, Tretiakova A, Jude Samulski R, Croyle MA. Thermostability and in vivo performance of AAV9 in a film matrix. COMMUNICATIONS MEDICINE 2022; 2:148. [PMID: 36414773 PMCID: PMC9681776 DOI: 10.1038/s43856-022-00212-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 11/08/2022] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Adeno-associated virus (AAV) vectors are stored and shipped frozen which poses logistic and economic barriers for global access to these therapeutics. To address this issue, we developed a method to stabilize AAV serotype 9 (AAV9) in a film matrix that can be stored at ambient temperature and administered by systemic injection. METHODS AAV9 expressing the luciferase transgene was mixed with formulations, poured into molds and films dried under aseptic conditions. Films were packaged in individual particle-free bags with foil overlays and stored at various temperatures under controlled humidity. Recovery of AAV9 from films was determined by serial dilution of rehydrated film in media and infection of HeLa RC32 cells. Luciferase expression was compared to that of films rehydrated immediately after drying. Biodistribution of vector was determined by in vivo imaging and quantitative real-time PCR. Residual moisture in films was determined by Karl Fischer titration. RESULTS AAV9 embedded within a film matrix and stored at 4 °C for 5 months retained 100% of initial titer. High and low viscosity formulations maintained 90 and 85% of initial titer after 6 months at 25 °C respectively. AAV was not detected after 4 months in a Standard Control Formulation under the same conditions. Biodistribution and transgene expression of AAV stored in film at 25 or 4 °C were as robust as vector stored at -80 °C in a Standard Control Formulation. CONCLUSIONS These results suggest that storage of AAV in a film matrix facilitates easy transport of vector to remote sites without compromising in vivo performance.
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Affiliation(s)
- Trang Nguyen Kieu Doan
- The University of Texas at Austin College of Pharmacy, Division of Molecular Pharmaceutics and Drug Delivery, Austin, TX, 78712, USA
| | - Matthew D Le
- The University of Texas at Austin College of Pharmacy, Division of Molecular Pharmaceutics and Drug Delivery, Austin, TX, 78712, USA
| | - Irnela Bajrovic
- The University of Texas at Austin College of Pharmacy, Division of Molecular Pharmaceutics and Drug Delivery, Austin, TX, 78712, USA
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | - Lorne Celentano
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | - Charles Krause
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | | | - Abbie Svancarek
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | - Angela Mote
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | - Anna Tretiakova
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
| | - R Jude Samulski
- AskBio 20T.W. Alexander Drive, Suite 110, Durham, NC, 27709, USA
- Jurata Thin Film, 2450 Holcombe Blvd., Suite J, Houston, TX, 77021, USA
- Department of Pharmacology, University of North Carolina, 7119 Thurston Bowles Bldg. 104 Manning Dr., Chapel Hill, NC, 27599, USA
| | - Maria A Croyle
- The University of Texas at Austin College of Pharmacy, Division of Molecular Pharmaceutics and Drug Delivery, Austin, TX, 78712, USA.
- John R. LaMontagne Center for Infectious Disease, The University of Texas at Austin, Austin, TX, USA.
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28
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Yang TY, Braun M, Lembke W, McBlane F, Kamerud J, DeWall S, Tarcsa E, Fang X, Hofer L, Kavita U, Upreti VV, Gupta S, Loo L, Johnson AJ, Chandode RK, Stubenrauch KG, Vinzing M, Xia CQ, Jawa V. Immunogenicity assessment of AAV-based gene therapies: An IQ consortium industry white paper. Mol Ther Methods Clin Dev 2022; 26:471-494. [PMID: 36092368 PMCID: PMC9418752 DOI: 10.1016/j.omtm.2022.07.018] [Citation(s) in RCA: 31] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Immunogenicity has imposed a challenge to efficacy and safety evaluation of adeno-associated virus (AAV) vector-based gene therapies. Mild to severe adverse events observed in clinical development have been implicated with host immune responses against AAV gene therapies, resulting in comprehensive evaluation of immunogenicity during nonclinical and clinical studies mandated by health authorities. Immunogenicity of AAV gene therapies is complex due to the number of risk factors associated with product components and pre-existing immunity in human subjects. Different clinical mitigation strategies have been employed to alleviate treatment-induced or -boosted immunogenicity in order to achieve desired efficacy, reduce toxicity, or treat more patients who are seropositive to AAV vectors. In this review, the immunogenicity risk assessment, manifestation of immunogenicity and its impact in nonclinical and clinical studies, and various clinical mitigation strategies are summarized. Last, we present bioanalytical strategies, methodologies, and assay validation applied to appropriately monitor immunogenicity in AAV gene therapy-treated subjects.
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29
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Rapid high-throughput compatible label-free virus particle quantification method based on time-resolved luminescence. Anal Bioanal Chem 2022; 414:4509-4518. [PMID: 35581427 PMCID: PMC9113738 DOI: 10.1007/s00216-022-04104-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 04/14/2022] [Accepted: 04/27/2022] [Indexed: 11/17/2022]
Abstract
Viruses play a major role in modern society and create risks from global pandemics and bioterrorism to challenges in agriculture. Virus infectivity assays and genome copy number determination methods are often used to obtain information on virus preparations used in diagnostics and vaccine development. However, these methods do not provide information on virus particle count. Current methods to measure the number of viral particles are often cumbersome and require highly purified virus preparations and expensive instrumentation. To tackle these problems, we developed a simple and cost-effective time-resolved luminescence-based method for virus particle quantification. This mix-and-measure technique is based on the recognition of the virus particles by an external Eu3+-peptide probe, providing results on virus count in minutes. The method enables the detection of non-enveloped and enveloped viruses, having over tenfold higher detectability for enveloped, dynamic range from 5E6 to 3E10 vp/mL, than non-enveloped viruses. Multiple non-enveloped and enveloped viruses were used to demonstrate the functionality and robustness of the Protein-Probe method.
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30
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Chu LK, Wickramasinghe SR, Qian X, Zydney AL. Retention and Fouling during Nanoparticle Filtration: Implications for Membrane Purification of Biotherapeutics. MEMBRANES 2022; 12:299. [PMID: 35323774 PMCID: PMC8953984 DOI: 10.3390/membranes12030299] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/12/2022] [Revised: 02/28/2022] [Accepted: 03/04/2022] [Indexed: 02/06/2023]
Abstract
One major challenge in the development of nanoparticle-based therapeutics, including viral vectors for the delivery of gene therapies, is the development of cost-effective purification technologies. The objective of this study was to examine fouling and retention behaviors during the filtration of model nanoparticles through membranes of different pore sizes and the effect of solution conditions. Data were obtained with 30 nm fluorescently labeled polystyrene latex nanoparticles using both cellulosic and polyethersulfone membranes at a constant filtrate flux, and both pressure and nanoparticle transmission were evaluated as a function of cumulative filtrate volume. The addition of NaCl caused a delay in nanoparticle transmission and an increase in fouling. Nanoparticle transmission was also a function of particle hydrophobicity. These results provide important insights into the factors controlling transmission and fouling during nanoparticle filtration as well as a framework for the development of membrane processes for the purification of nanoparticle-based therapeutics.
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Affiliation(s)
- Liang-Kai Chu
- Department of Chemical Engineering, The Pennsylvania State University, University Park, PA 16802, USA;
| | - S. Ranil Wickramasinghe
- Ralph E. Martin Department of Chemical Engineering, University of Arkansas, Fayetteville, AK 72701, USA;
| | - Xianghong Qian
- Department of Biomedical Engineering, University of Arkansas, Fayetteville, AK 72701, USA;
| | - Andrew L. Zydney
- Department of Chemical Engineering, The Pennsylvania State University, University Park, PA 16802, USA;
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Biophysical Characterization of Viral and Lipid-Based Vectors for Vaccines and Therapeutics with Light Scattering and Calorimetric Techniques. Vaccines (Basel) 2021; 10:vaccines10010049. [PMID: 35062710 PMCID: PMC8780473 DOI: 10.3390/vaccines10010049] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 12/27/2021] [Accepted: 12/29/2021] [Indexed: 01/01/2023] Open
Abstract
Novel vaccine platforms for delivery of nucleic acids based on viral and non-viral vectors, such as recombinant adeno associated viruses (rAAV) and lipid-based nanoparticles (LNPs), hold great promise. However, they pose significant manufacturing and analytical challenges due to their intrinsic structural complexity. During product development and process control, their design, characterization, and quality control require the combination of fit-for-purpose complementary analytical tools. Moreover, an in-depth methodological expertise and holistic approach to data analysis are required for robust measurements and to enable an adequate interpretation of experimental findings. Here the combination of complementary label-free biophysical techniques, including dynamic light scattering (DLS), multiangle-DLS (MADLS), Electrophoretic Light Scattering (ELS), nanoparticle tracking analysis (NTA), multiple detection SEC and differential scanning calorimetry (DSC), have been successfully used for the characterization of physical and chemical attributes of rAAV and LNPs encapsulating mRNA. Methods' performance, applicability, dynamic range of detection and method optimization are discussed for the measurements of multiple critical physical-chemical quality attributes, including particle size distribution, aggregation propensity, polydispersity, particle concentration, particle structural properties and nucleic acid payload.
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PCR-Based Analytical Methods for Quantification and Quality Control of Recombinant Adeno-Associated Viral Vector Preparations. Pharmaceuticals (Basel) 2021; 15:ph15010023. [PMID: 35056080 PMCID: PMC8779925 DOI: 10.3390/ph15010023] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2021] [Revised: 12/17/2021] [Accepted: 12/22/2021] [Indexed: 11/17/2022] Open
Abstract
Recombinant adeno-associated viral vectors (rAAV) represent a gene therapy tool of ever-increasing importance. Their utilization as a delivery vehicle for gene replacement, silencing and editing, among other purposes, demonstrate considerable versatility. Emerging vector utilization in various experimental, preclinical and clinical applications establishes the necessity of producing and characterizing a wide variety of rAAV preparations. Critically important characteristics concerning quality control are rAAV titer quantification and the detection of impurities. Differences in rAAV constructs necessitate the development of highly standardized quantification assays to make direct comparisons of different preparations in terms of assembly or purification efficiency, as well as experimental or therapeutic dosages. The development of universal methods for impurities quantification is rather complicated, since variable production platforms are utilized for rAAV assembly. However, general agreements also should be achieved to address this issue. The majority of methods for rAAV quantification and quality control are based on PCR techniques. Despite the progress made, increasing evidence concerning high variability in titration assays indicates poor standardization of the methods undertaken to date. This review summarizes successes in the field of rAAV quality control and emphasizes ongoing challenges in PCR applications for rAAV characterization. General considerations regarding possible solutions are also provided.
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Particles in Biopharmaceutical Formulations, Part 2: An Update on Analytical Techniques and Applications for Therapeutic Proteins, Viruses, Vaccines and Cells. J Pharm Sci 2021; 111:933-950. [PMID: 34919969 DOI: 10.1016/j.xphs.2021.12.011] [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: 12/07/2021] [Revised: 12/09/2021] [Accepted: 12/09/2021] [Indexed: 11/21/2022]
Abstract
Particles in biopharmaceutical formulations remain a hot topic in drug product development. With new product classes emerging it is crucial to discriminate particulate active pharmaceutical ingredients from particulate impurities. Technical improvements, new analytical developments and emerging tools (e.g., machine learning tools) increase the amount of information generated for particles. For a proper interpretation and judgment of the generated data a thorough understanding of the measurement principle, suitable application fields and potential limitations and pitfalls is required. Our review provides a comprehensive overview of novel particle analysis techniques emerging in the last decade for particulate impurities in therapeutic protein formulations (protein-related, excipient-related and primary packaging material-related), as well as particulate biopharmaceutical formulations (virus particles, virus-like particles, lipid nanoparticles and cell-based medicinal products). In addition, we review the literature on applications, describe specific analytical approaches and illustrate advantages and drawbacks of currently available techniques for particulate biopharmaceutical formulations.
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Overview of analytics needed to support a robust gene therapy manufacturing process. CURRENT OPINION IN BIOMEDICAL ENGINEERING 2021. [DOI: 10.1016/j.cobme.2021.100339] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Singh SM, Furman R, Singh RK, Balakrishnan G, Chennamsetty N, Tao L, Li Z. Size exclusion chromatography for the characterization and quality control of biologics. J LIQ CHROMATOGR R T 2021. [DOI: 10.1080/10826076.2021.1979582] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Surinder M. Singh
- Analytical Development and Attribute Sciences, New Brunswick, NJ, USA
| | - Ran Furman
- Analytical Development and Attribute Sciences, New Brunswick, NJ, USA
| | - Rajesh K. Singh
- Analytical Development and Attribute Sciences, New Brunswick, NJ, USA
| | | | | | - Li Tao
- Analytical Development and Attribute Sciences, New Brunswick, NJ, USA
| | - Zhengjian Li
- Analytical Development and Attribute Sciences, New Brunswick, NJ, USA
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