Evaluation of quantitative models of the effect of insulin on lipolysis and glucose disposal

被引:29
作者
Periwal, Vipul
Chow, Carson C.
Bergman, Richard N. [1 ]
Ricks, Madia [2 ]
Vega, Gloria L. [3 ]
Sumner, Anne E. [2 ]
机构
[1] Univ So Calif, Sch Med, Dept Physiol, Los Angeles, CA USA
[2] NIDDK, Clin Endocrinol Branch, Bethesda, MD 20892 USA
[3] Univ Texas SW Med Ctr Dallas, Ctr Human Nutr, Dallas, TX 75390 USA
关键词
free fatty acids; insulin resistance; mathematical model;
D O I
10.1152/ajpregu.90426.2008
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
The effects of insulin on the suppression of lipolysis are neither fully understood nor quantified. We examined a variety of mathematical models analogous to the minimal model of glucose disposal (MMG) to quantify the combined influence of insulin on lipolysis and glucose disposal during an insulin-modified frequently sampled intravenous glucose tolerance test. The tested models, which include two previously published ones, consisted of separate compartments for plasma free fatty acids (FFA), glucose, and insulin. They differed in the number of compartments and in the action of insulin to suppress lipolysis that decreased the plasma FFA level. In one category of models, a single insulin compartment acted on both glucose and FFA simultaneously. In a second category, there were two insulin compartments, each acting on FFA and glucose independently. For each of these two categories, we tested 11 variations of how insulin suppressed lipolysis. We also tested a model with an additional glucose compartment that acted on FFA. These 23 models were fit to the plasma FFA and glucose concentrations of 102 subjects individually. Using Bayesian model comparison methods, we selected the model that best balanced fit and minimized model complexity. In the best model, insulin suppressed lipolysis via a Hill function through a remote compartment that acted on both glucose and FFA simultaneously, and glucose dynamics obeyed the classic MMG.
引用
收藏
页码:R1089 / R1096
页数:8
相关论文
共 32 条
  • [1] BERGMAN RN, 1980, FED PROC, V39, P110
  • [2] QUANTITATIVE ESTIMATION OF INSULIN SENSITIVITY
    BERGMAN, RN
    IDER, YZ
    BOWDEN, CR
    COBELLI, C
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY, 1979, 236 (06): : E667 - E677
  • [3] MODELING OF INSULIN ACTION INVIVO
    BERGMAN, RN
    STEIL, GM
    BRADLEY, DC
    WATANABE, RM
    [J]. ANNUAL REVIEW OF PHYSIOLOGY, 1992, 54 : 861 - 883
  • [4] TOWARD PHYSIOLOGICAL UNDERSTANDING OF GLUCOSE-TOLERANCE - MINIMAL-MODEL APPROACH
    BERGMAN, RN
    [J]. DIABETES, 1989, 38 (12) : 1512 - 1527
  • [5] Lipids and glucose in type 2 diabetes - What is the cause and effect?
    Boden, G
    Laakso, M
    [J]. DIABETES CARE, 2004, 27 (09) : 2253 - 2259
  • [6] Free fatty acids in obesity and type 2 diabetes:: defining their role in the development of insulin resistance and β-cell dysfunction
    Boden, G
    Shulman, GI
    [J]. EUROPEAN JOURNAL OF CLINICAL INVESTIGATION, 2002, 32 : 14 - 23
  • [7] Glycerol and nonesterified fatty acid metabolism in human muscle and adipose tissue in vivo
    Coppack, SW
    Persson, M
    Judd, RL
    Miles, JM
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-ENDOCRINOLOGY AND METABOLISM, 1999, 276 (02): : E233 - E240
  • [8] DEFRONZO RA, 1979, AM J PHYSIOL, V237, pE214
  • [9] Biphasic insulin secretion during intravenous glucose tolerance test promotes optimal interstitial insulin profile
    Getty, L
    Hamilton-Wessler, M
    Ader, M
    Dea, MK
    Bergman, RN
    [J]. DIABETES, 1998, 47 (12) : 1941 - 1947
  • [10] Gregory P., 2005, Bayesian Logical Data Analysis for the Physical Sciences: A Comparative Approach with Mathematica Support