Exploring metabolic responses and pathway changes in CHO-K1 cells under varied aeration conditions and copper supplementations using 1H NMR-based metabolomics

被引:1
作者
Shi, Yingting [1 ]
Wan, Yuxiang [2 ]
Sun, Yan [2 ]
Yang, Jiayu [1 ]
Lu, Yuting [1 ]
Xie, Xinyuan [1 ]
Pan, Jianyang [1 ]
Wang, Haibin [2 ]
Qu, Haibin [1 ]
机构
[1] Zhejiang Univ, Coll Pharmaceut Sci, Pharmaceut Informat Inst, Hangzhou 310058, Peoples R China
[2] Hisun BioPharmaceut Co Ltd, Hangzhou 311400, Peoples R China
关键词
H-1; NMR; aeration conditions; CHO-K1 cell culture; copper; metabolic pathway analysis; metabolomics; OPLS-DA; LACTATE METABOLISM; TRACE-METALS; IDENTIFICATION; PERFORMANCE; STRATEGY; IMPACT;
D O I
10.1002/biot.202300495
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
The optimization of bioprocess for CHO cell culture involves careful consideration of factors such as nutrient consumption, metabolic byproduct accumulation, cell growth, and monoclonal antibody (mAb) production. Valuable insights can be obtained by understanding cellular physiology to ensure robust and efficient bioprocess. This study aims to improve our understanding of the CHO-K1 cell metabolism using H-1 NMR-based metabolomics. Initially, the variations in culture performance and metabolic profiles under varied aeration conditions and copper supplementations were thoroughly examined. Furthermore, a comprehensive metabolic pathway analysis was performed to assess the impact of these conditions on the implicated pathways. The results revealed substantial alterations in the pyruvate metabolism, histidine metabolism, as well as phenylalanine, tyrosine and tryptophan biosynthesis, which were especially evident in cultures subjected to copper deficiency conditions. Conclusively, significant metabolites governing cell growth and mAb titer were identified through orthogonal partial least square-discriminant analysis (OPLS-DA). Metabolites, including glycerol, alanine, formate, glutamate, phenylalanine, and valine, exhibited strong associations with distinct cell growth phases. Additionally, glycerol, acetate, lactate, formate, glycine, histidine, and aspartate emerged as metabolites influencing cell productivity. This study demonstrates the potential of employing 1H NMR-based metabolomics technology in bioprocess research. It provides valuable guidance for feed medium development, feeding strategy design, bioprocess parameter adjustments, and ultimately the enhancement of cell proliferation and mAb yield.
引用
收藏
页数:12
相关论文
共 50 条
[31]   1H NMR-based metabolomics of Daphnia magna responses after sub-lethal exposure to triclosan, carbamazepine and ibuprofen [J].
Kovacevic, Vera ;
Simpson, Andre J. ;
Simpson, Myrna J. .
COMPARATIVE BIOCHEMISTRY AND PHYSIOLOGY D-GENOMICS & PROTEOMICS, 2016, 19 :199-210
[32]   Discrimination of cabbage (Brassica rapa ssp pekinensis) cultivars grown in different geographical areas using 1H NMR-based metabolomics [J].
Kim, Jahan ;
Jung, Youngae ;
Song, Byeongyeol ;
Bong, Yeon-Sik ;
Ryu, Do Hyun ;
Lee, Kwang-Sik ;
Hwang, Geum-Sook .
FOOD CHEMISTRY, 2013, 137 (1-4) :68-75
[33]   Assessment of green coffee bean metabolites dependent on coffee quality using a 1H NMR-based metabolomics approach [J].
Kwon, Dae-Joong ;
Jeong, Hee-Jeong ;
Moon, Hyeyoung ;
Kim, Hak-Nam ;
Cho, Jee-Hyun ;
Lee, Jang-Eun ;
Hong, Kwan Soo ;
Hong, Young-Shick .
FOOD RESEARCH INTERNATIONAL, 2015, 67 :175-182
[34]   1H NMR-Based Fecal Metabolomics Reveals Changes in Gastrointestinal Function of Aging Rats Induced byd-Galactose [J].
Zhao, Di ;
Liu, Xiaojie ;
Zhao, Sijun ;
Li, Zhenyu ;
Qin, Xuemei .
REJUVENATION RESEARCH, 2021, 24 (02) :86-96
[35]   Unraveling the concentration-dependent metabolic response of Pseudomonas sp. HF-1 to nicotine stress by 1H NMR-based metabolomics [J].
Yangfang Ye ;
Xin Wang ;
Limin Zhang ;
Zhenmei Lu ;
Xiaojun Yan .
Ecotoxicology, 2012, 21 :1314-1324
[36]   Comparison of earthworm responses to petroleum hydrocarbon exposure in aged field contaminated soil using traditional ecotoxicity endpoints and 1H NMR-based metabolomics [J].
Aslund, Melissa Whitfield ;
Stephenson, Gladys L. ;
Simpson, Andre J. ;
Simpson, Myrna J. .
ENVIRONMENTAL POLLUTION, 2013, 182 :263-268
[37]   1H NMR-based serum metabolic profiling of Carassius auratus gibelio under the toxicity of Pb2+ and Cd2+ [J].
S. A. Khan ;
X. Liu ;
H. Li ;
Y. Zhu ;
W. Fan ;
P. Zhou ;
Z. ur Rehman .
International Journal of Environmental Science and Technology, 2016, 13 :2597-2608
[38]   Dynamic analysis of the endogenous metabolites in depressed patients treated with TCM formula Xiaoyaosan using urinary 1H NMR-based metabolomics [J].
Tian, Jun-sheng ;
Peng, Guo-jiang ;
Gao, Xiao-xia ;
Zhou, Yu-zhi ;
Xing, Jie ;
Qin, Xue-mei ;
Du, Guan-hua .
JOURNAL OF ETHNOPHARMACOLOGY, 2014, 158 :1-10
[39]   Benzo(a)pyrene-induced metabolic responses in Manila clam Ruditapes philippinarum by proton nuclear magnetic resonance (1H NMR) based metabolomics [J].
Zhang, Linbao ;
Liu, Xiaoli ;
You, Liping ;
Zhou, Di ;
Wang, Qing ;
Li, Fei ;
Cong, Ming ;
Li, Lianzhen ;
Zhao, Jianmin ;
Liu, Dongyan ;
Yu, Junbao ;
Wu, Huifeng .
ENVIRONMENTAL TOXICOLOGY AND PHARMACOLOGY, 2011, 32 (02) :218-225
[40]   Distinct Metabolic Signatures of Hormone-Sensitive and Castration-Resistant Prostate Cancer Revealed by a 1H NMR-Based Metabolomics of Biopsy Tissue [J].
Zheng, Hong ;
Zhu, Yinjie ;
Shao, Xiaoguang ;
Cai, Aimin ;
Dong, Baijun ;
Xue, Wei ;
Gao, Hongchang .
JOURNAL OF PROTEOME RESEARCH, 2020, 19 (09) :3741-3749