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Tworig J, Grafton F, Fisher K, Hörer M, Reid CA, Mandegar MA. Transcriptomics-informed pharmacology identifies epigenetic and cell cycle regulators that enhance AAV production. Mol Ther Methods Clin Dev 2024; 32:101384. [PMID: 39687728 PMCID: PMC11647610 DOI: 10.1016/j.omtm.2024.101384] [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: 06/24/2024] [Accepted: 11/14/2024] [Indexed: 12/18/2024]
Abstract
Recombinant adeno-associated virus (rAAV) is a widely used viral vector for gene therapy. However, these vectors have limited availability due to manufacturing challenges with productivity and quality. These challenges can be addressed by better understanding the mechanisms that influence cellular responses during rAAV production. In this study, we aimed to identify targets that may enhance rAAV production using transcriptomic analyses of five cell lines with variable capacities for rAAV production. Using an intersectional approach, we measured the transcriptional responses of these cells during rAAV production and compared transcriptional profiles between high and base producers to identify possible targets for enhancing production. During rAAV production, we found transcriptional differences in cell cycle and nucleosome components contributed to proliferative capacity and DNA replication. We also saw upregulation of several core functions, including transcription, stress response, and Golgi and endoplasmic reticulum organization. Conversely, we saw consistent downregulation of other factors, including inhibitors of DNA-binding proteins and mitochondrial components. With a drug-connectivity analysis, we identified five classes of drugs that were predicted to enhance rAAV production. We also validated the efficacy of histone deacetylase and microtubule inhibitors. Our data uncover novel and previously identified pathways that may enhance rAAV production and quality to expand availability of rAAV for gene therapies.
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Affiliation(s)
- Joshua Tworig
- Ascend Advanced Therapies CA, Inc, Alameda, CA 94501, USA
| | | | - Kaylin Fisher
- Ascend Advanced Therapies CA, Inc, Alameda, CA 94501, USA
| | - Markus Hörer
- Ascend Advanced Therapies GmbH, 82152 Planegg, Germany
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2
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Choules MP, Bonate PL, Heo N, Weddell J. Prospective approaches to gene therapy computational modeling - spotlight on viral gene therapy. J Pharmacokinet Pharmacodyn 2024; 51:399-416. [PMID: 37848637 DOI: 10.1007/s10928-023-09889-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 09/25/2023] [Indexed: 10/19/2023]
Abstract
Clinical studies have found there still exists a lack of gene therapy dose-toxicity and dose-efficacy data that causes gene therapy dose selection to remain elusive. Model informed drug development (MIDD) has become a standard tool implemented throughout the discovery, development, and approval of pharmaceutical therapies, and has the potential to inform dose-toxicity and dose-efficacy relationships to support gene therapy dose selection. Despite this potential, MIDD approaches for gene therapy remain immature and require standardization to be useful for gene therapy clinical programs. With the goal to advance MIDD approaches for gene therapy, in this review we first provide an overview of gene therapy types and how they differ from a bioanalytical, formulation, route of administration, and regulatory standpoint. With this biological and regulatory background, we propose how MIDD can be advanced for AAV-based gene therapies by utilizing physiological based pharmacokinetic modeling and quantitative systems pharmacology to holistically inform AAV and target protein dynamics following dosing. We discuss how this proposed model, allowing for in-depth exploration of AAV pharmacology, could be the key the field needs to treat these unmet disease populations.
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Affiliation(s)
- Mary P Choules
- Early Development, New Technologies Group, Astellas, Northbrook, IL, USA
| | - Peter L Bonate
- Early Development, New Technologies Group, Astellas, Northbrook, IL, USA.
| | - Nakyo Heo
- Early Development, New Technologies Group, Astellas, Northbrook, IL, USA
| | - Jared Weddell
- Early Development, New Technologies Group, Astellas, Northbrook, IL, USA
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3
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Guo J, Lin LF, Oraskovich SV, Rivera de Jesús JA, Listgarten J, Schaffer DV. Computationally guided AAV engineering for enhanced gene delivery. Trends Biochem Sci 2024; 49:457-469. [PMID: 38531696 PMCID: PMC11456259 DOI: 10.1016/j.tibs.2024.03.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 02/22/2024] [Accepted: 03/01/2024] [Indexed: 03/28/2024]
Abstract
Gene delivery vehicles based on adeno-associated viruses (AAVs) are enabling increasing success in human clinical trials, and they offer the promise of treating a broad spectrum of both genetic and non-genetic disorders. However, delivery efficiency and targeting must be improved to enable safe and effective therapies. In recent years, considerable effort has been invested in creating AAV variants with improved delivery, and computational approaches have been increasingly harnessed for AAV engineering. In this review, we discuss how computationally designed AAV libraries are enabling directed evolution. Specifically, we highlight approaches that harness sequences outputted by next-generation sequencing (NGS) coupled with machine learning (ML) to generate new functional AAV capsids and related regulatory elements, pushing the frontier of what vector engineering and gene therapy may achieve.
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Affiliation(s)
- Jingxuan Guo
- California Institute for Quantitative Biosciences (QB3), University of California, Berkeley, CA 94720, USA
| | - Li F Lin
- Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA 94720, USA
| | - Sydney V Oraskovich
- Department of Bioengineering, University of California, Berkeley, CA 94720, USA; Graduate Program in Bioengineering, University of California, San Francisco and University of California, Berkeley, CA 94720, USA
| | - Julio A Rivera de Jesús
- Department of Bioengineering, University of California, Berkeley, CA 94720, USA; Graduate Program in Bioengineering, University of California, San Francisco and University of California, Berkeley, CA 94720, USA; Department of Neurological Surgery, University of California, San Francisco, CA 94143, USA
| | - Jennifer Listgarten
- Department of Electrical Engineering and Computer Science, University of California, Berkeley, CA 94720, USA
| | - David V Schaffer
- California Institute for Quantitative Biosciences (QB3), University of California, Berkeley, CA 94720, USA; Department of Chemical and Biomolecular Engineering, University of California, Berkeley, CA 94720, USA; Department of Bioengineering, University of California, Berkeley, CA 94720, USA; Department of Molecular and Cell Biology, University of California, Berkeley, CA 94720, USA.
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4
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Golm SK, Hübner W, Müller KM. Fluorescence Microscopy in Adeno-Associated Virus Research. Viruses 2023; 15:v15051174. [PMID: 37243260 DOI: 10.3390/v15051174] [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: 03/14/2023] [Revised: 05/02/2023] [Accepted: 05/07/2023] [Indexed: 05/28/2023] Open
Abstract
Research on adeno-associated virus (AAV) and its recombinant vectors as well as on fluorescence microscopy imaging is rapidly progressing driven by clinical applications and new technologies, respectively. The topics converge, since high and super-resolution microscopes facilitate the study of spatial and temporal aspects of cellular virus biology. Labeling methods also evolve and diversify. We review these interdisciplinary developments and provide information on the technologies used and the biological knowledge gained. The emphasis lies on the visualization of AAV proteins by chemical fluorophores, protein fusions and antibodies as well as on methods for the detection of adeno-associated viral DNA. We add a short overview of fluorescent microscope techniques and their advantages and challenges in detecting AAV.
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Affiliation(s)
- Susanne K Golm
- Cellular and Molecular Biotechnology, Faculty of Technology, Bielefeld University, 33615 Bielefeld, Germany
| | - Wolfgang Hübner
- Biomolecular Photonics, Faculty of Physics, Bielefeld University, 33615 Bielefeld, Germany
| | - Kristian M Müller
- Cellular and Molecular Biotechnology, Faculty of Technology, Bielefeld University, 33615 Bielefeld, Germany
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5
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Shakirova A, Karpov T, Komarova Y, Lepik K. In search of an ideal template for therapeutic genome editing: A review of current developments for structure optimization. Front Genome Ed 2023; 5:1068637. [PMID: 36911237 PMCID: PMC9992834 DOI: 10.3389/fgeed.2023.1068637] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 02/08/2023] [Indexed: 02/24/2023] Open
Abstract
Gene therapy is a fast developing field of medicine with hundreds of ongoing early-stage clinical trials and numerous preclinical studies. Genome editing (GE) now is an increasingly important technology for achieving stable therapeutic effect in gene correction, with hematopoietic cells representing a key target cell population for developing novel treatments for a number of hereditary diseases, infections and cancer. By introducing a double strand break (DSB) in the defined locus of genomic DNA, GE tools allow to knockout the desired gene or to knock-in the therapeutic gene if provided with an appropriate repair template. Currently, the efficiency of methods for GE-mediated knock-in is limited. Significant efforts were focused on improving the parameters and interaction of GE nuclease proteins. However, emerging data suggests that optimal characteristics of repair templates may play an important role in the knock-in mechanisms. While viral vectors with notable example of AAVs as a donor template carrier remain the mainstay in many preclinical trials, non-viral templates, including plasmid and linear dsDNA, long ssDNA templates, single and double-stranded ODNs, represent a promising alternative. Furthermore, tuning of editing conditions for the chosen template as well as its structure, length, sequence optimization, homology arm (HA) modifications may have paramount importance for achieving highly efficient knock-in with favorable safety profile. This review outlines the current developments in optimization of templates for the GE mediated therapeutic gene correction.
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Affiliation(s)
- Alena Shakirova
- RM Gorbacheva Research Institute of Pediatric Oncology, Hematology and Transplantation, Pavlov University, Saint Petersburg, Russia
| | - Timofey Karpov
- RM Gorbacheva Research Institute of Pediatric Oncology, Hematology and Transplantation, Pavlov University, Saint Petersburg, Russia.,Peter the Great St. Petersburg Polytechnic University, Saint Petersburg, Russia
| | - Yaroslava Komarova
- RM Gorbacheva Research Institute of Pediatric Oncology, Hematology and Transplantation, Pavlov University, Saint Petersburg, Russia
| | - Kirill Lepik
- RM Gorbacheva Research Institute of Pediatric Oncology, Hematology and Transplantation, Pavlov University, Saint Petersburg, Russia
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Mattola S, Aho V, Bustamante‐Jaramillo LF, Pizzioli E, Kann M, Vihinen‐Ranta M. Nuclear entry and egress of parvoviruses. Mol Microbiol 2022; 118:295-308. [PMID: 35974704 PMCID: PMC9805091 DOI: 10.1111/mmi.14974] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 08/10/2022] [Accepted: 08/13/2022] [Indexed: 01/09/2023]
Abstract
Parvoviruses are small non-enveloped single-stranded DNA viruses, which depend on host cell nuclear transcriptional and replication machinery. After endosomal exposure of nuclear localization sequence and a phospholipase A2 domain on the capsid surface, and escape into the cytosol, parvovirus capsids enter the nucleus. Due to the small capsid diameter of 18-26 nm, intact capsids can potentially pass into the nucleus through nuclear pore complexes (NPCs). This might be facilitated by active nuclear import, but capsids may also follow an alternative entry pathway that includes activation of mitotic factors and local transient disruption of the nuclear envelope. The nuclear entry is followed by currently undefined events of viral genome uncoating. After genome release, viral replication compartments are initiated and infection proceeds. Parvoviral genomes replicate during cellular S phase followed by nuclear capsid assembly during virus-induced S/G2 cell cycle arrest. Nuclear egress of capsids occurs upon nuclear envelope degradation during apoptosis and cell lysis. An alternative pathway for nuclear export has been described using active transport through the NPC mediated by the chromosome region maintenance 1 protein, CRM1, which is enhanced by phosphorylation of the N-terminal domain of VP2. However, other alternative but not yet uncharacterized nuclear export pathways cannot be excluded.
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Affiliation(s)
- Salla Mattola
- Department of Biological and Environmental ScienceUniversity of JyvaskylaJyvaskylaFinland
| | - Vesa Aho
- Department of Biological and Environmental ScienceUniversity of JyvaskylaJyvaskylaFinland
| | | | - Edoardo Pizzioli
- Department of Infectious Diseases, Institute of BiomedicineUniversity of GothenburgGothenburgSweden
| | - Michael Kann
- Department of Infectious Diseases, Institute of BiomedicineUniversity of GothenburgGothenburgSweden,Sahlgrenska AcademyGothenburgSweden,Department of Clinical MicrobiologyRegion Västra Götaland, Sahlgrenska University HospitalGothenburgSweden
| | - Maija Vihinen‐Ranta
- Department of Biological and Environmental ScienceUniversity of JyvaskylaJyvaskylaFinland
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Bijlani S, Pang KM, Sivanandam V, Singh A, Chatterjee S. The Role of Recombinant AAV in Precise Genome Editing. Front Genome Ed 2022; 3:799722. [PMID: 35098210 PMCID: PMC8793687 DOI: 10.3389/fgeed.2021.799722] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 12/14/2021] [Indexed: 12/14/2022] Open
Abstract
The replication-defective, non-pathogenic, nearly ubiquitous single-stranded adeno-associated viruses (AAVs) have gained importance since their discovery about 50 years ago. Their unique life cycle and virus-cell interactions have led to the development of recombinant AAVs as ideal genetic medicine tools that have evolved into effective commercialized gene therapies. A distinctive property of AAVs is their ability to edit the genome precisely. In contrast to all current genome editing platforms, AAV exclusively utilizes the high-fidelity homologous recombination (HR) pathway and does not require exogenous nucleases for prior cleavage of genomic DNA. Together, this leads to a highly precise editing outcome that preserves genomic integrity without incorporation of indel mutations or viral sequences at the target site while also obviating the possibility of off-target genotoxicity. The stem cell-derived AAV (AAVHSCs) were found to mediate precise and efficient HR with high on-target accuracy and at high efficiencies. AAVHSC editing occurs efficiently in post-mitotic cells and tissues in vivo. Additionally, AAV also has the advantage of an intrinsic delivery mechanism. Thus, this distinctive genome editing platform holds tremendous promise for the correction of disease-associated mutations without adding to the mutational burden. This review will focus on the unique properties of direct AAV-mediated genome editing and their potential mechanisms of action.
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8
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Application of Advanced Imaging to the Study of Virus-Host Interactions. Viruses 2021; 13:v13101958. [PMID: 34696388 PMCID: PMC8541363 DOI: 10.3390/v13101958] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2021] [Accepted: 09/24/2021] [Indexed: 12/13/2022] Open
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9
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Mattola S, Hakanen S, Salminen S, Aho V, Mäntylä E, Ihalainen TO, Kann M, Vihinen-Ranta M. Concepts to Reveal Parvovirus-Nucleus Interactions. Viruses 2021; 13:1306. [PMID: 34372512 PMCID: PMC8310053 DOI: 10.3390/v13071306] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 06/24/2021] [Accepted: 07/02/2021] [Indexed: 01/23/2023] Open
Abstract
Parvoviruses are small single-stranded (ss) DNA viruses, which replicate in the nucleoplasm and affect both the structure and function of the nucleus. The nuclear stage of the parvovirus life cycle starts at the nuclear entry of incoming capsids and culminates in the successful passage of progeny capsids out of the nucleus. In this review, we will present past, current, and future microscopy and biochemical techniques and demonstrate their potential in revealing the dynamics and molecular interactions in the intranuclear processes of parvovirus infection. In particular, a number of advanced techniques will be presented for the detection of infection-induced changes, such as DNA modification and damage, as well as protein-chromatin interactions.
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Affiliation(s)
- Salla Mattola
- Department of Biological and Environmental Science, University of Jyvaskyla, 40500 Jyvaskyla, Finland; (S.M.); (S.H.); (S.S.); (V.A.)
| | - Satu Hakanen
- Department of Biological and Environmental Science, University of Jyvaskyla, 40500 Jyvaskyla, Finland; (S.M.); (S.H.); (S.S.); (V.A.)
| | - Sami Salminen
- Department of Biological and Environmental Science, University of Jyvaskyla, 40500 Jyvaskyla, Finland; (S.M.); (S.H.); (S.S.); (V.A.)
| | - Vesa Aho
- Department of Biological and Environmental Science, University of Jyvaskyla, 40500 Jyvaskyla, Finland; (S.M.); (S.H.); (S.S.); (V.A.)
| | - Elina Mäntylä
- BioMediTech, Faculty of Medicine and Health Technology, Tampere University, 33520 Tampere, Finland; (E.M.); (T.O.I.)
| | - Teemu O. Ihalainen
- BioMediTech, Faculty of Medicine and Health Technology, Tampere University, 33520 Tampere, Finland; (E.M.); (T.O.I.)
| | - Michael Kann
- Department of Infectious Diseases, Institute of Biomedicine, Sahlgrenska Academy, University of Gothenburg, 41390 Gothenburg, Sweden;
- Department of Clinical Microbiology, Sahlgrenska University Hospital, 41345 Gothenburg, Sweden
| | - Maija Vihinen-Ranta
- Department of Biological and Environmental Science, University of Jyvaskyla, 40500 Jyvaskyla, Finland; (S.M.); (S.H.); (S.S.); (V.A.)
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