Metabolite Analysis in Mammalian Cells: How to Generate Reliable Data Sets?

被引:0
|
作者
Ritter, Joachim B. [1 ]
Genzel, Yvonne [2 ]
Reichl, Udo [1 ,3 ]
机构
[1] Max Planck Inst Dynam Complex Tech Syst, Sandtorstr 1, D-39106 Magdeburg, Germany
[2] Max Planck Inst Dynam Complex Tech Syst, Bioproc Engn Grp, D-39106 Magdeburg, Germany
[3] Otto Von Guericke Univ, Magdeburg, Germany
来源
CELLS AND CULTURE | 2010年 / 4卷
关键词
Intracellular metabolites; Extraction; Adherent cells; MDCK; Experimental design; Optimization; Desirability functions; EXTRACTION; NUCLEOTIDES; CHROMATOGRAPHY; OPTIMIZATION; CULTURE;
D O I
10.1007/978-90-481-3419-9_69
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
As a basis for the development of predictive mathematical models in systems biology and for a quantitative understanding of cellular metabolism, reliable experimental data sets of intracellular metabolites are indispensable. A prerequisite to obtain such data sets is the identification of a suitable sample preparation method. In this work, we optimized the extraction procedure for a wide range of intracellular metabolites from adherent mammalian cells in culture. In a screening of several commonly used extraction protocols using Madin-Darby canine kidney (MDCK) cells a MeOH/CHCl3 method appeared to be a promising candidate. In the following experiment, this method was optimized based on a central composite experimental design with four response variables: Nucleotide Amount, Energy Charge, Fructose-1,6-bP (F16bP) Amount, and Absorption at 280 nm. After fitting polynomial equations, each response was transformed to an individual desirability function and then combined to find an overall optimum for the extraction conditions. Using optimal settings, recoveries were determined and most metabolites were close to 100% with exception of nucleotide diphosphates with values significantly above 100% and nucleotide mono-and tri-phosphates below 100%. These conversions were suspected to be caused by a nucleotide kinase activity during extraction. Modification of the protocol with an earlier addition of CHCl3 led to recoveries for all metabolites of about 100%. The method was then applied for the analysis of intracellular metabolites during a starvation experiment and distinct changes could be seen for intracellular metabolite pools of MDCK cells.
引用
收藏
页码:397 / 406
页数:10
相关论文
共 50 条
  • [1] A Fast and Reliable Method to Generate Pure, Single Cell-derived Clones of Mammalian Cells
    Han, Zhe
    Madhavan, Bindhu K.
    Kaymak, Serap
    Nawroth, Peter
    Kumar, Varun
    BIO-PROTOCOL, 2022, 12 (16):
  • [2] How to Generate Reliable and Predictive CoMFA Models
    Zhang, Lei
    Tsai, Keng-Chang
    Du, Lupei
    Fang, Hao
    Li, Minyong
    Xu, Wenfang
    CURRENT MEDICINAL CHEMISTRY, 2011, 18 (06) : 923 - 930
  • [3] On the subjectivity of emotions in software projects: How reliable are pre-labeled data sets for sentiment analysis?
    Herrmann, Marc
    Obaidi, Martin
    Chazette, Larissa
    Kluender, Jil
    JOURNAL OF SYSTEMS AND SOFTWARE, 2022, 193
  • [4] Horizontal Aggregations In SQL To Generate Data Sets For Data Mining Analysis In An Optimized Manner
    Nyaykhor, Rekha S.
    Deotale, Nilesh T.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2015, 15 (03): : 24 - 28
  • [5] Optimal image analysis software for rapid and reliable of cultured mammalian cells
    Bonarius, HPJ
    Nielsen, NPV
    Kongerslev, L
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 1997, 213 : 206 - BIOT
  • [6] HOW RELIABLE ARE DATABASE DATA
    MILL, T
    WALTON, BT
    ENVIRONMENTAL TOXICOLOGY AND CHEMISTRY, 1987, 6 (03) : 161 - 162
  • [7] How to generate missing data for simulation studies
    Zhang, Xijuan
    QUANTITATIVE METHODS FOR PSYCHOLOGY, 2023, 19 (02): : 100 - 122
  • [8] How to generate data for acronym detection and expansion
    Sing Choi
    Piyush Puranik
    Binay Dahal
    Kazem Taghva
    Advances in Computational Intelligence, 2022, 2 (2):
  • [9] How valid and reliable are patient satisfaction data? An analysis of 195 studies
    Sitzia, J
    INTERNATIONAL JOURNAL FOR QUALITY IN HEALTH CARE, 1999, 11 (04) : 319 - 328
  • [10] A new approach to generate diversified clusters for small data sets
    Peng, Chun-Cheng
    Tsai, Cheng-Jung
    Chang, Ting-Yi
    Yeh, Jen-Yuan
    Hua, Po-Wei
    APPLIED SOFT COMPUTING, 2020, 95 (95)