Holographic Imaging of Insect Cell Cultures: Online Non-Invasive Monitoring of Adeno-Associated Virus Production and Cell Concentration

被引:21
作者
Pais, Daniel A. M. [1 ,2 ]
Galrao, Paulo R. S. [1 ]
Kryzhanska, Anastasiya [1 ]
Barbau, Jeremie [3 ]
Isidro, Ines A. [1 ,2 ]
Alves, Paula M. [1 ,2 ]
机构
[1] IBET, Inst Biol Expt & Tecnol, Anim Cell Technol Unit, Apartado 12, P-2780901 Oeiras, Portugal
[2] Univ Nova Lisboa, Inst Tecnol Quim & Biol Antonio Xavier, ITQB NOVA, Ave Republ, P-2780157 Oeiras, Portugal
[3] OVIZIO Imaging Syst SA NV, B-1180 Brussels, Belgium
关键词
AAV-adeno-associated virus; insect cell-baculovirus; cell culture monitoring; digital holographic microscopy; process analytical technology; LABEL-FREE; RECOMBINANT PROTEIN; VIRAL VECTORS; EXPRESSION; SYSTEM; INFECTION; SIZE; AAV;
D O I
10.3390/pr8040487
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
The insect cell-baculovirus vector system has become one of the favorite platforms for the expression of viral vectors for vaccination and gene therapy purposes. As it is a lytic system, it is essential to balance maximum recombinant product expression with harvest time, minimizing product exposure to detrimental proteases. With this purpose, new bioprocess monitoring solutions are needed to accurately estimate culture progression. Herein, we used online digital holographic microscopy (DHM) to monitor bioreactor cultures of Sf9 insect cells. Batches of baculovirus-infected Sf9 cells producing recombinant adeno-associated virus (AAV) and non-infected cells were used to evaluate DHM prediction capabilities for viable cell concentration, culture viability and AAV titer. Over 30 cell-related optical attributes were quantified using DHM, followed by a forward stepwise regression to select the most significant (p < 0.05) parameters for each variable. We then applied multiple linear regression to obtain models which were able to predict culture variables with root mean squared errors (RMSE) of 7 x 10(5) cells/mL, 3% for cell viability and 2 x 10(3) AAV/cell for 3-fold cross-validation. Overall, this work shows that DHM can be implemented for online monitoring of Sf9 concentration and viability, also permitting to monitor product titer, namely AAV, or culture progression in lytic systems, making it a valuable tool to support the time of harvest decision and for the establishment of controlled feeding strategies.
引用
收藏
页数:16
相关论文
共 44 条
[1]   Cellular Heterogeneity: Do Differences Make a Difference? [J].
Altschuler, Steven J. ;
Wu, Lani F. .
CELL, 2010, 141 (04) :559-563
[2]  
[Anonymous], 2004, GUID IND PAT FRAM IN
[3]   Soft sensor based on 2D-fluorescence and process data enabling real-time estimation of biomass in Escherichia coli cultivations [J].
Bayer, Benjamin ;
von Stosch, Moritz ;
Melcher, Michael ;
Duerkop, Mark ;
Striedner, Gerald .
ENGINEERING IN LIFE SCIENCES, 2020, 20 (1-2) :26-35
[4]   Understanding capsid assembly and genome packaging for adeno-associated viruses [J].
Bennett, Antonette ;
Mietzsch, Mario ;
Agbandje-McKenna, Mavis .
FUTURE VIROLOGY, 2017, 12 (06) :283-297
[5]   Cell Density Effect in the Baculovirus-insect Cells System: A Quantitative Analysis of Energetic Metabolism [J].
Bernal, Vicente ;
Carinhas, Nuno ;
Yokomizo, Adriana Y. ;
Carrondo, Manuel J. T. ;
Alves, Paula M. .
BIOTECHNOLOGY AND BIOENGINEERING, 2009, 104 (01) :162-180
[6]   Recombinant protein vaccines produced in insect cells [J].
Cox, Manon M. J. .
VACCINE, 2012, 30 (10) :1759-1766
[7]   Multi-parameter phenotypic profiling: using cellular effects to characterize small-molecule compounds [J].
Feng, Yan ;
Mitchison, Timothy J. ;
Bender, Andreas ;
Young, Daniel W. ;
Tallarico, John A. .
NATURE REVIEWS DRUG DISCOVERY, 2009, 8 (07) :567-578
[8]  
Gray Steven J, 2011, Curr Protoc Neurosci, VChapter 4, DOI 10.1002/0471142301.ns0417s57
[9]   High titer oncolytic measles virus production process by integration of dielectric spectroscopy as online monitoring system [J].
Grein, Tanja A. ;
Loewe, Daniel ;
Dieken, Hauke ;
Salzig, Denise ;
Weidner, Tobias ;
Czermak, Peter .
BIOTECHNOLOGY AND BIOENGINEERING, 2018, 115 (05) :1186-1194
[10]   Real-time imaging reveals unique heterogeneous population features in insect cell cultures [J].
Hidalgo, David ;
Paz, Enrique ;
Palomares, Laura A. ;
Ramirez, Octavio T. .
JOURNAL OF BIOTECHNOLOGY, 2017, 259 :56-62