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
  • [1] Deciphering the metabolic perturbation in hepatic alveolar echinococcosis: a 1H NMR-based metabolomics study
    Lin, Caigui
    Chen, Zhong
    Zhang, Lingqiang
    Wei, Zhiliang
    Cheng, Kian-Kai
    Liu, Yueyue
    Shen, Guiping
    Fan, Haining
    Dong, Jiyang
    PARASITES & VECTORS, 2019, 12 (1)
  • [2] Deciphering the metabolic perturbation in hepatic alveolar echinococcosis: a 1H NMR-based metabolomics study
    Caigui Lin
    Zhong Chen
    Lingqiang Zhang
    Zhiliang Wei
    Kian-Kai Cheng
    Yueyue Liu
    Guiping Shen
    Haining Fan
    Jiyang Dong
    Parasites & Vectors, 12
  • [3] Discrimination of the Indonesian Roasted Arabica Coffees using 1H NMR-based Metabolomics
    Happyana, Nizar
    Hermawati, Elvira
    Syah, Yana Maolana
    Hakim, Euis Holisotan Hakim
    CURRENT RESEARCH IN NUTRITION AND FOOD SCIENCE, 2020, 8 (02) : 479 - 488
  • [4] Correlative and quantitative 1H NMR-based metabolomics reveals specific metabolic pathway disturbances in diabetic rats
    Zhang, Shucha
    Gowda, G. A. Nagana
    Asiago, Vincent
    Shanaiah, Narasimhamurthy
    Barbas, Coral
    Raftery, Daniel
    ANALYTICAL BIOCHEMISTRY, 2008, 383 (01) : 76 - 84
  • [5] Deciphering Metabolic Responses in Traumatic Brain Injury Patients With Different Severity Using 1H NMR-Based Serum Metabolomics
    Zhou, Huan
    Sun, Dongdong
    Wang, Dongmei
    Zhu, Zirui
    Hong, Xuelian
    Fang, Rui
    Wang, Hua
    Li, Minghui
    SCIENTIFICA, 2025, 2025 (01):
  • [6] Metabolic profiles from two different breakfast meals characterized by 1H NMR-based metabolomics
    Radjursoga, Millie
    Karlsson, Goran B.
    Lindqvist, Helen M.
    Pedersen, Anders
    Persson, Cecilia
    Pinto, Rui Climaco
    Ellegard, Lars
    Winkvist, Anna
    FOOD CHEMISTRY, 2017, 231 : 267 - 274
  • [7] Metabolic profiling of antioxidant supplement with phytochemicals using plasma 1H NMR-based metabolomics in humans
    Jang, Hyun-Jun
    Kim, Ji Won
    Ryu, Sung Ha
    Kim, You Jin
    Kwon, Oran
    Kim, Siwon
    Kim, Suhkmann
    Kim, Kyu-Bong
    JOURNAL OF FUNCTIONAL FOODS, 2016, 24 : 112 - 121
  • [8] Identification of cytotoxic metabolites from Mahonia aquifolium using 1H NMR-based metabolomics approach
    Godevac, Dejan
    Damjanovic, Ana
    Stanojkovic, Tatjana P.
    Andelkovic, Boban
    Zdunic, Gordana
    JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2018, 150 : 9 - 14
  • [9] Diagnostic Biomarkers of Alzheimer's Disease as Identified in Saliva using 1H NMR-Based Metabolomics
    Yilmaz, Ali
    Geddes, Tim
    Han, BeomSoo
    Bahado-Singh, Ray O.
    Wilson, George D.
    Imam, Khaled
    Maddens, Michael
    Graham, Stewart F.
    JOURNAL OF ALZHEIMERS DISEASE, 2017, 58 (02) : 355 - 359
  • [10] Grading of endometrial cancer using 1H HR-MAS NMR-based metabolomics
    Skorupa, Agnieszka
    Ponski, Michal
    Ciszek, Mateusz
    Cichon, Bartosz
    Klimek, Mateusz
    Witek, Andrzej
    Pakulo, Slawomir
    Boguszewicz, Lukasz
    Sokol, Maria
    SCIENTIFIC REPORTS, 2021, 11 (01)