Mechanistic model for production of recombinant adeno-associated virus via triple transfection of HEK293 cells
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Most existing viral vector models are vector specific and typically require re-derivation or extensive re-parameterization when applied to other viral systems.
“Most existing models are vector specific and typically require re-derivation or extensive re-parameterization when applied to other viral systems.”
From Mechanistic model for HEK293 viral vector processes and its application in a digital shadow framework (2026) · cites this paper as [17]
In Materials and methods (Mathematical modeling; page unavailable), the paper says parameters from existing gene-delivery models did not fit its cell line or time course, so it re-estimated kinetic parameters. It does not say that most viral-vector models are vector specific or that applying them to other viral systems typically requires re-derivation or extensive re-parameterization. The Discussion (Conclusion; page unavailable) instead says its rAAV model can be adapted to other production methods and serotypes with small modifications. (LLM, conf=0.78)
Experimental — accuracy not yet measuredFor AAV, several mechanistic frameworks describe triple transfection dynamics, cell growth, metabolism, genome replication, and capsid formation.
“For AAV, several mechanistic frameworks describe triple transfection dynamics, cell growth, metabolism, genome replication, and capsid formation [5, 16, 17].”
From Mechanistic model for HEK293 viral vector processes and its application in a digital shadow framework (2026) · cites this paper as [17]
The Introduction and Materials and methods describe a mechanistic model of triple transfection, viral DNA replication, and capsid formation. Materials and methods also includes a cell-growth parameter for dilution during cell division, but the paper does not model metabolism. The sentence cites three sources collectively, so this verdict concerns only what this paper supports. (LLM, conf=0.87)
Experimental — accuracy not yet measuredSeveral mechanistic modeling efforts have characterized HEK293 based viral vector production, although most of them remain vector specific.
“Several mechanistic modeling efforts have characterized HEK293 based viral vector production, although most of them remain vector specific.”
From Mechanistic model for HEK293 viral vector processes and its application in a digital shadow framework (2026) · cites this paper as [17]
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Cites
Manufacturing of recombinant adeno-associated viral vectors for clinical trials
Clément, N., & Grieger, J. C. (2016) · Molecular Therapy - Methods & Clinical Development · doi:10.1038/mtm.2016.2 · Cited by 286 · see citing works
Wistuba, A., Weger, S., Kern, A., & Kleinschmidt, J. A. (1995) · Journal of Virology · doi:10.1128/jvi.69.9.5311-5319.1995 · Cited by 147 · cited 1× · see citing works
“The Rep protein is postulated to detach from the capsid after packaging, as there has been evidence that Rep proteins accumulate mostly inside the nucleus.(58)”
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An adeno-associated virus variant enabling efficient ocular-directed gene delivery across species
Luo, S., Jiang, H., Li, Q., Qin, Y., Yang, S., Li, J., Xu, L., Gou, Y., Zhang, Y., Liu, F., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-48221-4 · Cited by 39 · see citing works
Kuchemüller, K. B., Austerjost, J., Machleid, R., Roßkamp, A., Niemann, J., & McCready, C. (2026) · Bioprocess and Biosystems Engineering · doi:10.1007/s00449-026-03362-2
- Authors
- Nguyen, T. N. T., Sha, S., Hong, M. S., Maloney, A. J., Barone, P. W., Neufeld, C., Wolfrum, J., Springs, S. L., Sinskey, A. J., & Braatz, R. D.
- Venue
- Molecular Therapy - Methods & Clinical Development
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- Elsevier BV
- Published
- 2021-06
- Volume
- 21
- Pages
- 642-655
- ISSN
- 2329-0501
- PMC
- PMC8143981
- Cited by
- 111
- References
- 2
- Language
- en
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- Funders
- National Science Foundation Directorate for Education and Human Resources (1122374)
- Mathworks Inc
- National Science Foundation
- U.S. Food and Drug Administration (1R01FD006584-02)
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