Abstract
Purpose
The accumulation of carbon dioxide during large-scale culture of animal cells brings adverse effects, appropriate aeration strategies alleviate CO2 accumulation while improper reactor operation may lead to the presence of low CO2 partial pressure (pCO2) condition as occurs in many industrial cases. Thus, this study aims to reveal the in-depth influence of low pCO2 on Chinese Hamster Ovary (CHO) cells for providing a reference for design space determination of CO2 control with regard to the Quality by Design (QbD) guidelines.
Methods and results
The headspace air over purging caused the ultra-low pCO2 (ULC) where the monoclonal antibody production as well as the aerobic metabolic activity were reduced. Intracellular metabolomics analysis indicated a less efficient aerobic glucose metabolic state under ULC conditions. Based on the increase of intracellular pH and lactate dehydrogenase activity, the shortage of intracellular pyruvate could be the cause of the deficient aerobic metabolism, which could be partially mitigated by pyruvate addition under ULC conditions. Finally, a semi-empirical mathematical model was used to better understand, predict and control the occurrence of extreme pCO2 conditions during the cultures of CHO cells.
Conclusion
Low pCO2 steers CHO cells into a defective metabolic state. A predictive relation among pCO2, lactate, and pH control was applied to get new insights into CHO cell culture for better and more robust metabolic behavior and process performance and the determination of QbD design space for CO2 control.
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Abbreviations
- CHO:
-
Chinese hamster ovary
- CO2 :
-
Carbon dioxide
- pCO2 :
-
CO2 partial pressure
- vvm:
-
Air volume/culture volume/min
- TCA:
-
Tricarboxylic acid
- pHi:
-
Intracellular pH
- LDH:
-
Lactate dehydrogenase
- LDHi:
-
Intracellular LDH
- LC–MS:
-
Liquid chromatography–mass spectrometry
- qPCR:
-
Real-time quantitative PCR
- OPLS-DA:
-
Orthogonal partial least squares discriminant analysis
- qO2 :
-
Specific oxygen uptake rate
- PFK:
-
Phosphofructokinase
- mAb:
-
Monoclonal antibody
References
Blanco A, Burgos C, Gerez de Burgos NM, Montamat EE (1976) Properties of the testicular lactate dehydrogenase isoenzyme. Biochem J 153(2):165–172
Blombach B, Takors R (2015) CO2: intrinsic product, essential substrate, and regulatory trigger of microbial and mammalian production processes. Front Bioeng Biotechnol 3:108. https://doi.org/10.3389/fbioe.2015.00108
Busa WB (1986) Mechanisms and consequences of pH-mediated cell regulation. Annu Rev Physiol 48:389–402. https://doi.org/10.1146/annurev.ph.48.030186.002133
deZengotita VM, Schmelzer AE, Miller WM (2001) Characterization of hybridoma cell responses to elevated pCO2 and osmolality: intracellular pH, cell size, apoptosis, and metabolism. Biotechnol Bioeng 77(4):369–380
Dietmair S, Timmins NE, Gray PP, Nielsen LK, Kromer JO (2010) Towards quantitative metabolomics of mammalian cells: development of a metabolite extraction protocol. Anal Biochem 404(2):155–164. https://doi.org/10.1016/j.ab.2010.04.031
Erecinska M, Deas J, Silver IA (1995) The effect of pH on glycolysis and phosphofructokinase activity in cultured cells and synaptosomes. J Neurochem 65(6):2765–2772
Eyer K, Oeggerli A, Heinzle E (1995) On-line gas analysis in animal cell cultivation: II. Methods for oxygen uptake rate estimation and its application to controlled feeding of glutamine. Biotechnol Bioeng 45(1):54–62. https://doi.org/10.1002/bit.260450108
Fu T, Zhang C, **g Y, Jiang C, Li Z, Wang S, Ma K, Zhang D, Hou S, Dai J, Kou G, Wang H (2016) Regulation of cell growth and apoptosis through lactate dehydrogenase C over-expression in Chinese hamster ovary cells. Appl Microbiol Biotechnol 100(11):5007–5016. https://doi.org/10.1007/s00253-016-7348-4
Goudar CT, Matanguihan R, Long E, Cruz C, Zhang C, Piret JM, Konstantinov KB (2007) Decreased pCO(2) accumulation by eliminating bicarbonate addition to high cell-density cultures. Biotechnol Bioeng 96(6):1107–1117. https://doi.org/10.1002/bit.21116
Gramer MJ, Ogorzalek T (2007) A semi-empirical mathematical model useful for describing the relationship between carbon dioxide, pH, lactate and base in a bicarbonate-buffered cell-culture process. Biotechnol Appl Biochem 47(Pt 4):197–204. https://doi.org/10.1042/ba20070001
Grilo AL, Mantalaris A (2019) The increasingly human and profitable monoclonal antibody market. Trends Biotechnol 37(1):9–16. https://doi.org/10.1016/j.tibtech.2018.05.014
Hoshan L, Jiang R, Moroney J, Bui A, Zhang X, Hang TC, Xu S (2019) Effective bioreactor pH control using only sparging gases. Biotechnol Prog 35(1):e2743. https://doi.org/10.1002/btpr.2743
Jeon MK, Yu DY, Lee GM (2011) Combinatorial engineering of ldh-a and bcl-2 for reducing lactate production and improving cell growth in dihydrofolate reductase-deficient Chinese hamster ovary cells. Appl Microbiol Biotechnol 92(4):779–790. https://doi.org/10.1007/s00253-011-3475-0
Kim GE, Lyons JC, Song CW (1991) Effects of amiloride on intracellular pH and thermosensitivity. Int J Radiat Oncol Biol Phys 20(3):541–549
Le H, Kabbur S, Pollastrini L, Sun Z, Mills K, Johnson K, Karypis G, Hu WS (2012) Multivariate analysis of cell culture bioprocess data–lactate consumption as process indicator. J Biotechnol 162(2–3):210–223. https://doi.org/10.1016/j.jbiotec.2012.08.021
Mostafa SS, Gu X (2003) Strategies for improved dCO2 removal in large-scale fed-batch cultures. Biotechnol Prog 19(1):45–51. https://doi.org/10.1021/bp0256263
Neri D, Supuran CT (2011) Interfering with pH regulation in tumours as a therapeutic strategy. Nat Rev Drug Discov 10(10):767–777. https://doi.org/10.1038/nrd3554
Ni Y, Su M, Lin J, Wang X, Qiu Y, Zhao A, Chen T, Jia W (2008) Metabolic profiling reveals disorder of amino acid metabolism in four brain regions from a rat model of chronic unpredictable mild stress. FEBS Lett 582(17):2627–2636. https://doi.org/10.1016/j.febslet.2008.06.040
Niklas J, Melnyk A, Yuan Y, Heinzle E (2011) Selective permeabilization for the high-throughput measurement of compartmented enzyme activities in mammalian cells. Anal Biochem 416(2):218–227. https://doi.org/10.1016/j.ab.2011.05.039
O’Brien CM, Zhang Q, Daoutidis P, Hu WS (2021) A hybrid mechanistic-empirical model for in silico mammalian cell bioprocess simulation. Metab Eng 66:31–40. https://doi.org/10.1016/j.ymben.2021.03.016
Odet F, Gabel SA, Williams J, London RE, Goldberg E, Eddy EM (2011) Lactate dehydrogenase C and energy metabolism in mouse sperm. Biol Reprod 85(3):556–564. https://doi.org/10.1095/biolreprod.111.091546
Sharker SM, Rahman A (2021) A review on the current methods of Chinese Hamster Ovary (CHO) cells cultivation for the production of therapeutic protein. Curr Drug Discov Technol 18(3):354–364. https://doi.org/10.2174/1570163817666200312102137
Shrode LD, Tapper H, Grinstein S (1997) Role of intracellular pH in proliferation, transformation, and apoptosis. J Bioenerg Biomembr 29(4):393–399
Spugnini EP, Sonveaux P, Stock C, Perez-Sayans M, De Milito A, Avnet S, Garcia AG, Harguindey S, Fais S (2015) Proton channels and exchangers in cancer. Biochim Biophys Acta 1848(10 Pt B):2715–2726. https://doi.org/10.1016/j.bbamem.2014.10.015
Trivedi B, Danforth WH (1966) Effect of pH on the kinetics of frog muscle phosphofructokinase. J Biol Chem 241(17):4110–4112
Want EJ, Masson P, Michopoulos F, Wilson ID, Theodoridis G, Plumb RS, Shockcor J, Loftus N, Holmes E, Nicholson JK (2013) Global metabolic profiling of animal and human tissues via UPLC-MS. Nat Protoc 8(1):17–32. https://doi.org/10.1038/nprot.2012.135
Wiklund S, Johansson E, Sjöström L, Mellerowicz EJ, Edlund U, Shockcor JP, Gottfries J, Moritz T, Trygg J (2008) Visualization of GC/TOF-MS-based metabolomics data for identification of biochemically interesting compounds using OPLS class models. Anal Chem 80(1):115–122. https://doi.org/10.1021/ac0713510
** model for mammalian cell culture in manufacturing scale bioreactors. Biotechnol Bioeng 114(6):1184–1194. https://doi.org/10.1002/bit.26232
Zhang X, Tang H, Sun YT, Liu X, Tan WS, Fan L (2015) Elucidating the effects of arginine and lysine on a monoclonal antibody C-terminal lysine variation in CHO cell cultures. Appl Microbiol Biotechnol 99(16):6643–6652. https://doi.org/10.1007/s00253-015-6617-y
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Supplementary information
Table S1. Description of the UHPLC gradient method used in this study.
Table S2. Significantly differentiated metabolites with ULC group (0.4 vvm) versus control group (0.05 vvm).
Fig. S1 Effect of TCA cycle intermediates addition on the growth and mAb production of CHO cells during the fed-batch cultures under 1% (ULC) and 5% (Ctrl) pCO2 conditions
Fig. S2 Gaps of intracellular pH during the fed-batch cultures between ULC (0.4 vvm) and control (0.05 vvm) groups (a), and intracellular LDH activities with different buffer pH under 32°C (b).
Fig. S3 Effect of amiloride and lansoprazole on CHO cell proliferation.
Fig. S4 Regulation of the central carbon metabolism under normal pCO2 condition (a) and ultra-low pCO2 condition (b) (Key enzymes are labelled).
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Zhao, L., Wang, C., Wang, J. et al. Low CO2 partial pressure steers CHO cells into a defective metabolic state. Biotechnol Lett 45, 1103–1115 (2023). https://doi.org/10.1007/s10529-023-03404-9
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DOI: https://doi.org/10.1007/s10529-023-03404-9