Abstract
Despite important empirical findings, current models of the oral glucose tolerance test (OGTT) do not incorporate the essential contributions of the incretin hormones, glucagon-like peptide-1 and glucose-dependent insulinotropic peptide, to glucose-stimulated insulin secretion. In order to address this deficiency, a model was, therefore, developed in which the incretins, as well as a term reflecting net hepatic glucose balance, were included. Equations modeling the changes in incretins, hepatic glucose balance, insulin and glucose were used to simulate the responses to 50 and 100 g oral glucose loads under normal conditions. The model successfully captures main trends in mean data from the literature using a simple ‘lumped-parameter,’ single-compartment approach in which the majority of the parameters were matched to known clinical data. The accuracy of the model and its applicability to understanding fundamental mechanisms was further assessed using a variety of glycemic and insulinemic challenges beyond those which the model was originally created to encompass, including hyper- and hypoinsulinemia, changes in insulin sensitivity, and the insulin infusion-modified intravenous glucose tolerance test.
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Abbreviations
- GIP:
-
glucose-dependent insulinotropic peptide
- GLP-1:
-
glucagon-like peptide-1
- IMGU:
-
insulin-mediated glucose uptake
- IVGTT:
-
intravenous glucose tolerance test
- NIMGU:
-
non-insulin-mediated glucose uptake
- OGTT:
-
oral glucose tolerance test.
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Acknowledgments
The authors are grateful to Dr. J. Radziuk (University of Ottawa) for helpful discussions. This work was supported by an operating grant from the Canadian Diabetes Association (to PLB), and a Discovery Grant from the Natural Sciences and Engineering Research Council of Canada (to KHN). ELO was supported by a Canadian Institutes of Health Research Doctoral Award; LMD by a Banting and Best Diabetes Centre, University of Toronto, Graduate Studentship; and PLB by the Canada Research Chairs Program.
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Appendices
Appendix A
Determination of k 1 and k 2 using the Ratio NIMGU:IMGU
Let p = NIMGU/IMGU, the ratio of non-insulin mediated to insulin-mediated glucose uptake = 2 under basal conditions.4,27 Then, referring to Eq. (6), for basal steady state:
Setting dG/dt = dI/dt = 0 in Eq. (6), and setting Ra GutG = 0, we obtain:
Then k 1 and k 2 can be obtained by solving the latter two equations:
Appendix B
Determination of the Fractional Turnover Rate of Glucose (K) Following an Intravenous Bolus Injection of Radioactive Tracer
With reference to Eq. (6), the steady state rate of disappearance of unlabeled glucose or tracee is equal to k1 G B 1.3 + k 2 I B . Assuming steady state conditions for tracee, the rate of disappearance of labeled glucose or tracer (G*) is equal to the rate of disappearance of tracee (G) multiplied by the specific activity of the tracer (G*/G).43 That is,
Since \( \left( {k_1 {G}_{B}^{{\hbox{0}}{\hbox{.3}}} + k_2 {I}_{B} /{G}_{B} } \right)\) = 0.015 min−1, when evaluated using the values for k 1, k 2, G B and I B (Tables 1, 2), the expected slope of the straight line obtained by plotting ln G*(t) against t is equal to 0.015 min−1.
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Brubaker, P.L., Ohayon, E.L., D’Alessandro, L.M. et al. A Mathematical Model of the Oral Glucose Tolerance Test Illustrating the Effects of the Incretins. Ann Biomed Eng 35, 1286–1300 (2007). https://doi.org/10.1007/s10439-007-9274-1
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DOI: https://doi.org/10.1007/s10439-007-9274-1