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Diabetes, Vol 46, Issue 11 1813-1821, Copyright © 1997 by American Diabetes Association
Reassessment of glucose effectiveness and insulin sensitivity from minimal model analysis: a theoretical evaluation of the single-compartment glucose distribution assumption
TC Ni, M Ader and RN Bergman
Department of Physiology and Biophysics, University of Southern California School of Medicine, Los Angeles 90033, USA.
Minimal model analysis with the frequently sampled intravenous glucose
tolerance test provides an effective way to measure two important metabolic
parameters in vivo under non-steady-state conditions: glucose effectiveness
(SG) and insulin sensitivity (SI). Two questions regarding the validity of
SG and SI have recently emerged. First, SG from the minimal model is
suspected to be overestimated. Second, the occurrence of SI values
indistinguishable from zero ("zero-SI") is not negligible in large clinical
studies, and its physiological meaning is uncertain. In this study, we
examined the significance of the assumed single-compartment glucose
distribution embedded in the minimal model on the estimation of SG and SI.
A more accurate two-compartment model was constructed by incorporating
insulin action on hepatic glucose output and uptake into a previously
validated construction. The two-compartment results were compared with the
one-compartment minimal model results. It was shown that the
one-compartment assumption contributes to a systematic deviation of SG
(slope = 0.54, y-intercept = 0.014 min[-1]; n = 195 simulations). However,
SG from the minimal model was linearly correlated to SG determined from the
two-compartment model (r = 0.996). The one-compartment assumption also
contributed to the occurrence of zero SI values for insulin-resistant
subjects. A similar linear relationship was found between SI estimated by
both the minimal model and the two-compartment model (slope = 0.58,
y-intercept = -0.57 x 10[-4] min[-1] per pU/ml, r = 0.998). In conclusion,
SG and SI from the minimal model are not necessarily equivalent to values
emanating from the more accurate two-compartment model. However, the very
high correlation between one- and two-compartment results suggests that the
minimal model-derived SG and SI are dependable indexes of in vivo glucose
effectiveness and insulin sensitivity. Minimal model analysis' advantages
of simplicity, minimal invasiveness, reasonable reflection of
non-steady-state glucose kinetics, and cost-effectiveness could in many
cases outweigh the structural bias introduced by the model simplification.

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Copyright © 1997 by the American Diabetes Association.
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