Optimization of 13C isotopic tracers for metabolic flux analysis in mammalian cells

被引:51
作者
Walther, Jason L. [1 ]
Metallo, Christian M. [1 ]
Zhang, Jie [1 ]
Stephanopoulos, Gregory [1 ]
机构
[1] MIT, Dept Chem Engn, Cambridge, MA 02139 USA
关键词
Metabolic flux analysis; Confidence intervals; Isotopic tracers; Tumor cells; Genetic algorithm; GLUCONEOGENESIS; ELUCIDATION; LIVER; GLYCOLYSIS; PATHWAYS; INSIGHTS; DISEASE; EMU;
D O I
10.1016/j.ymben.2011.12.004
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
Mammalian cells consume and metabolize various substrates from their surroundings for energy generation and biomass synthesis. Glucose and glutamine, in particular, are the primary carbon sources for proliferating cancer cells. While this combination of substrates generates static labeling patterns for use in C-13 metabolic flux analysis (MFA), the inability of single tracers to effectively label all pathways poses an obstacle for comprehensive flux determination within a given experiment. To address this issue we applied a genetic algorithm to optimize mixtures of C-13-labeled glucose and glutamine for use in MFA. We identified tracer combinations that minimized confidence intervals in an experimentally determined flux network describing central carbon metabolism in tumor cells. Additional simulations were used to determine the robustness of the [1,2-C-13(2)]glucose/[U-C-13(5)]glutamine tracer combination with respect to perturbations in the network. Finally, we experimentally validated the improved performance of this tracer set relative to glucose tracers alone in a cancer cell line. This versatile method allows researchers to determine the optimal tracer combination to use for a specific metabolic network, and our findings applied to cancer cells significantly enhance the ability of MFA experiments to precisely quantify fluxes in higher organisms. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:162 / 171
页数:10
相关论文
共 31 条
  • [1] Expanding insights of mitochondrial dysfunction in Parkinson's disease
    Abou-Sleiman, PM
    Muqit, MMK
    Wood, NW
    [J]. NATURE REVIEWS NEUROSCIENCE, 2006, 7 (03) : 207 - 219
  • [2] Metabolic flux analysis in a nonstationary system:: Fed-batch fermentation of a high yielding strain of E. coli producing 1,3-propanediol
    Antoniewicz, Maciek R.
    Kraynie, David F.
    Laffend, Lisa A.
    Gonzalez-Lergier, Joanna
    Kelleher, Joanne K.
    Stephanopoulos, Gregory
    [J]. METABOLIC ENGINEERING, 2007, 9 (03) : 277 - 292
  • [3] Elementary metabolite units (EMU): A novel framework for modeling isotopic distributions
    Antoniewicz, Maciek R.
    Kelleher, Joanne K.
    Stephanopoulos, Gregory
    [J]. METABOLIC ENGINEERING, 2007, 9 (01) : 68 - 86
  • [4] Determination of confidence intervals of metabolic fluxes estimated from stable isotope measurements
    Antoniewicz, Maciek R.
    Kelleher, Joanne K.
    Stephanopoulos, Gregory
    [J]. METABOLIC ENGINEERING, 2006, 8 (04) : 324 - 337
  • [5] From mice to men: Insights into the insulin resistance syndromes
    Biddinger, SB
    Kahn, CR
    [J]. ANNUAL REVIEW OF PHYSIOLOGY, 2006, 68 : 123 - 158
  • [6] [1,2-13C2]-D-glucose profiles of the serum, liver, pancreas, and DMBA-induced pancreatic tumors of rats
    Boros, LG
    Lerner, MR
    Morgan, DL
    Taylor, SL
    Smith, BJ
    Postier, RG
    Brackett, DJ
    [J]. PANCREAS, 2005, 31 (04) : 337 - 343
  • [7] Defective RNA ribose synthesis in fibroblasts from patients with thiamine-responsive megaloblastic anemia (TRMA)
    Boros, LG
    Steinkamp, MP
    Fleming, JC
    Lee, WNP
    Cascante, M
    Neufeld, EJ
    [J]. BLOOD, 2003, 102 (10) : 3556 - 3561
  • [8] Cytosolic phosphoenolpyruvate carboxykinase does not solely control the rate of hepatic gluconeogenesis in the intact mouse liver
    Burgess, Shawn C.
    He, TianTeng
    Yan, Zheng
    Lindner, Jill
    Sherry, A. Dean
    Malloy, Craig R.
    Browning, Jeffrey D.
    Magnuson, Mark A.
    [J]. CELL METABOLISM, 2007, 5 (04) : 313 - 320
  • [9] Identification of optimal measurement sets for complete flux elucidation in metabolic flux analysis experiments
    Chang, YoungJung
    Suthers, Patrick F.
    Maranas, Costas D.
    [J]. BIOTECHNOLOGY AND BIOENGINEERING, 2008, 100 (06) : 1039 - 1049
  • [10] The M2 splice isoform of pyruvate kinase is important for cancer metabolism and tumour growth
    Christofk, Heather R.
    Vander Heiden, Matthew G.
    Harris, Marian H.
    Ramanathan, Arvind
    Gerszten, Robert E.
    Wei, Ru
    Fleming, Mark D.
    Schreiber, Stuart L.
    Cantley, Lewis C.
    [J]. NATURE, 2008, 452 (7184) : 230 - U74