| Literature DB >> 35216843 |
Jianqi Nie1, Yang Sun2, Kai Feng2, Lingling Huang2, Ye Li3, Zhonghu Bai4.
Abstract
The adenovirus vector vaccines induce humoral and cellular immune responses and have been used to develop vaccines for effective prevention of life-threating viruses, such as Ebola and Coronaviruses. High demand of vaccines worldwide requires optimization of the production process. Perfusion process increases cell concentration and volumetric productivity, so that it becomes the commonly used strategy in vaccine production In this study, we optimized and developed a perfusion process for the adenovirus-based zoster vaccine production efficiently. We first tested different perfusion strategies in shake flasks, showing semi-continuous strategies for optimal HEK 293 cell growth. We then evaluated three empirical key process parameters (cell concentration at the time of infection (VCC), multiplicity of infection (MOI), virus production pH) by the design of experiment (DoE) method, from which the robust setpoint (VCC 1.04 × 107 cells/mL, MOI 9, and virus production pH 7.17) was confirmed in both shake flask and 2 L benchtop bioreactor. In the bioreactor, we compared the performances of two perfusion systems, the commercially-available XCell ATF® system and a novel peristaltic pump-driven alternating tangential flow perfusion system (PATFP system) that we developed. During cell cultivation stage, both perfusion systems have comparable performances regarding viable cell concentration and cell viability. At 2 dpi, the PATFP system resulted in an adenovirus titer of 2.1 × 1010 IFU/mL and cell-specific virus yield of 2,062 IFU/cell, reaching 75% and 77% of values for XCell ATF® system. This study demonstrates the perfusion process to be superior strategy for adenovirus-based vaccine production compared to the batch-mode strategy (1,467 IFU/cell). Furthermore, our PATFP system shows potential to be comparable to the XCell ATF® system, and it would become an alternative perfusion strategy for the vaccine production.Entities:
Keywords: Adenovirus; HEK 293 cells; Perfusion cultivation; Process optimization; Zoster vaccine
Mesh:
Substances:
Year: 2022 PMID: 35216843 PMCID: PMC8863426 DOI: 10.1016/j.vaccine.2022.02.024
Source DB: PubMed Journal: Vaccine ISSN: 0264-410X Impact factor: 4.169
Parameters evaluated in the DoE study.
| Parameter | Unit | Abbreviations | Value |
|---|---|---|---|
| Viable cell concentration | 106 cells/mL | VCC | 4, 8, 12, 16 |
| MOI | – | MOI | 1, 5, 10 |
| Virus production pH | – | pH | 6.9, 7.2 |
Reduced combinatorial design and experimental data of responses.
| No | MOI | VCC | pH | VCC | Titer (IFU/mL) | CSVY(IFU/cell) | Fold expansion | ||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 dpi | 2 dpi | 3 dpi | 1 dpi | 2 dpi | 3 dpi | 1 dpi | 2 dpi | 3 dpi | |||||
| 1 | 1 | 4 | 7.2 | 5.4 | 1.70E + 08 | 5.20E + 09 | 6.90E + 09 | 32 | 970 | 1287 | 32 | 970 | 1287 |
| 2 | 5 | 4 | 7.2 | 5.9 | 8.80E + 08 | 1.20E + 10 | 7.20E + 09 | 150 | 2041 | 1225 | 30 | 408 | 245 |
| 3 | 10 | 4 | 6.9 | 5.9 | 3.30E + 09 | 5.00E + 09 | 5.30E + 08 | 555 | 840 | 89 | 56 | 84 | 9 |
| 4 | 1 | 4 | 6.9 | 6.4 | 6.60E + 08 | 5.80E + 09 | 4.00E + 09 | 103 | 909 | 627 | 103 | 909 | 627 |
| 5 | 5 | 8 | 6.9 | 8.8 | 5.40E + 09 | 7.40E + 09 | 5.60E + 08 | 616 | 845 | 64 | 123 | 169 | 13 |
| 6 | 10 | 8 | 7.2 | 8.2 | 2.00E + 09 | 1.50E + 10 | 1.80E + 09 | 243 | 1820 | 218 | 24 | 182 | 22 |
| 7 | 1 | 8 | 7.2 | 7.7 | 3.60E + 08 | 1.30E + 10 | 1.20E + 10 | 47 | 1693 | 1563 | 47 | 1693 | 1563 |
| 8 | 5 | 12 | 6.9 | 12.5 | 1.20E + 10 | 1.30E + 10 | 4.10E + 08 | 963 | 1043 | 33 | 193 | 209 | 7 |
| 9 | 10 | 12 | 7.2 | 11.9 | 5.30E + 09 | 1.70E + 10 | 3.80E + 09 | 445 | 1429 | 319 | 45 | 143 | 32 |
| 10 | 1 | 12 | 7.2 | 11.6 | 1.40E + 09 | 1.50E + 10 | 1.20E + 10 | 121 | 1291 | 1033 | 121 | 1291 | 1033 |
| 11 | 5 | 16 | 7.2 | 15.3 | 3.40E + 09 | 1.40E + 10 | 2.20E + 09 | 222 | 913 | 143 | 44 | 183 | 29 |
| 12 | 10 | 16 | 6.9 | 15.5 | 6.70E + 09 | 1.10E + 10 | 9.40E + 08 | 433 | 711 | 61 | 43 | 71 | 6 |
| 13 | 1 | 16 | 6.9 | 16.3 | 4.20E + 09 | 9.00E + 09 | 5.50E + 08 | 257 | 552 | 34 | 257 | 556 | 34 |
| 14 | 5 | 12 | 6.9 | 11.5 | 1.00E + 10 | 1.20E + 10 | 4.30E + 08 | 871 | 1045 | 38 | 174 | 209 | 8 |
| 15 | 10 | 16 | 6.9 | 15.5 | 9.80E + 09 | 9.50E + 09 | 1.00E + 09 | 632 | 613 | 65 | 63 | 61 | 6 |
| 16 | 10 | 4 | 6.9 | 5.9 | 2.60E + 09 | 5.50E + 09 | 6.80E + 08 | 475 | 1004 | 124 | 47 | 100 | 12 |
The CSVY was calculated by dividing the adenovirus titer (column 6, 7, 8) by the viable cell concentration at infection (column 5).
The fold expansion was calculated by dividing the adenovirus particles in the harvest (column 6, 7, 8) by adenovirus particles for infection (data in column 2 multiplied by data in column 5).
Fig. 1Diagram of the PATFP system for cell perfusion cultivation.
Fig. 2Cell growth curves of different perfusion strategies (a), and metabolite profiles of (b) glucose, (c) glutamine in shake flask with semi-continuous operation.
The analysis of variance (ANOVA) results for reduced combinatorial model.
| Terms | Titer | CSVY | ||||
|---|---|---|---|---|---|---|
| Coefficient | Coefficient | Coefficient | Coefficient | |||
| (scaled and centered) | (raw data) | (scaled and centered) | (raw data) | |||
| Constant | 1.3E + 10 | <0.0001 | −1.5E + 11 | 1343.2 | <0.0001 | −34264.5 |
| MOI | 8.8E + 08 | 0.1142 | −3.9E + 09 | 53.5 | 0.1533 | −288.7 |
| VCC | 4.3E + 09 | 0.0003 | 9.2E + 09 | −384.8 | 0.0002 | 2248.9 |
| pH | 2.4E + 09 | 0.0005 | 1.9E + 10 | 327.4 | <0.0001 | 5035.9 |
| MOI*MOI | – | – | – | −107.2 | 0.1135 | −5.3 |
| VCC*VCC | −6.2E + 09 | 0.0025 | −1.7E + 08 | −187.2 | 0.0973 | −5.2 |
| MOI*VCC | −6.4E + 08 | 0.4293 | −2.4E + 07 | – | – | – |
| MOI*pH | 4.2E + 08 | 0.4488 | 6.2E + 08 | 34.4 | 0.3381 | 50.9 |
| VCC*pH | −6.3E + 08 | 0.4063 | −7.0E + 08 | −282.0 | 0.0005 | −313.3 |
| Lack of fit | 0.301 | 0.563 | ||||
| 0.914 | 0.975 | |||||
| Adjusted | 0.839 | 0.949 | ||||
| 0.514 | 0.930 | |||||
Fig. 3Model evaluations and design space exploration. with adenovirus titer as the response. (a) The replicate index and (b) the coefficient plot (scaled and centered) for adenovirus titer. (c) The replicate index and (d) the coefficient plot (scaled and centered) for CSVY. (e) The design space with a robust setpoint for Ad-HER production. The criteria are: titer > 1.2 × 1010 IFU/mL and CSVY > 1,000 IFU/cell.
Fig. 4Viable cell density and cell viability during the Ad-HER production with process parameters at the robust setpoint. (a) The shake flasks with semi-continuous process. (b) The bioreactor with XCell ATF® system and PATFP system. (c) The metabolite profiles in bioreactor. (d) The titers with different perfusion strategies at 48 hpi. (e) Cumulative medium weight change in bioreactor caused by feed and harvest pump. Dash line indicates the time of infection.