The oral glucose minimal model: Estimation of insulin sensitivity from a meal test

被引:171
作者
Dalla Man, C
Caumo, A
Cobelli, C
机构
[1] Univ Padua, Dept Elect & Informat, I-35131 Padua, Italy
[2] San Raffaele Sci Inst, I-20132 Milan, Italy
关键词
glucose kinetics; IVGTT; parameter estimation; physiological model; rate of appearance;
D O I
10.1109/10.995680
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Recently, a new approach has been proposed to estimate insulin sensitivity (S-I) from an oral glucose tolerance test or a meal using an "integral equation". Here, we improve on the "integral equation" by resorting to a "differential equation" approach. The classic glucose kinetics minimal model was used with the addition of a parametric model for the rate of appearance into plasma of oral glucose (Ra). Three behavioral models of Ra were proposed: piecewise-linear (P), spline (S) and dynamic (D). All three models performed satisfactorily allowing a precise estimation of S, and a plausible reconstruction of Ra. Mean S, estimates were virtually identical: S-I(P) = 6.81 +/- 0.87 (SE); S-I(S) = 6.53 +/- 0.80; and S-I(D) = 6.62 +/- 0.79. S-I strongly correlated with the integral-equation index (1) S-I(I): r = 0.99, p < 0.01 for models D and S, and r = 0.97, p < 0.01 for P. Also, S-I compared well with insulin sensitivity estimated from intravenous glucose tolerance test in the same subjects (r = 0.75, p < 0.01; r = 0.71, p < 0.01; r = 0.73, p < 0.01, respectively, for P, S, and D models versus S-I(IVGTT)) I Finally, the novel approach allows estimation of S, from a shorter test (120 min): model P yielded S-I(R) = 7.16 +/- 1.0 (R for reduced) which correlated very well with S and (respectively, r = 0.94, p < 0.01; r = 0.95, p < 0.01) and still satisfactorily with SI-VGTT I (r = 0.77, p < 0.01).
引用
收藏
页码:419 / 429
页数:11
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