Hovorka Roman, Jayatillake Harsha, Rogatsky Eduard, Tomuta Vlad, Hovorka Tomas, Stein Daniel T
Diabetes Modelling Group, Dept. of Paediatrics, Univ. of Cambridge, Box 116, Addenbrooke's Hospital, Hills Road, Cambridge CB2 2QQ, UK.
Am J Physiol Endocrinol Metab. 2007 Aug;293(2):E610-9. doi: 10.1152/ajpendo.00546.2006. Epub 2007 May 22.
A new calculation method is proposed to quantify the endogenous glucose production (EGP), the glucose appearance rate due to meal ingestion (R(a meal)), and the glucose disposal (R(d)) during a three-tracer study design. The method utilizes the maximum likelihood theory combined with a regularization method to achieve a theoretically coherent computational framework. The method uses the two-compartment formulation of the glucose kinetics. Instead of assuming smoothness of unlabeled and labeled glucose concentrations, the method assumes that the EGP, the R(a meal), and the fractional glucose clearance are smooth, increasing plausibility of their individual estimates. The method avoids transformation of the measurement errors, which may skew the estimates of the EGP, R(a meal), and R(d) with the traditional approach. Finally, the sequential nature of the calculations is replaced by calculating the EGP, R(a meal), and R(d) in "one go" to avoid the propagation of the errors from the EGP and R(a meal) into R(d). An example study is shown demonstrating the utility of the approach. A better performance of the new method is demonstrated in a simulation study.
提出了一种新的计算方法,用于在三示踪剂研究设计中量化内源性葡萄糖生成(EGP)、因进食引起的葡萄糖出现率(R(a meal))和葡萄糖处置(R(d))。该方法利用最大似然理论结合正则化方法,以实现一个理论上连贯的计算框架。该方法采用葡萄糖动力学的双室模型。该方法不假定未标记和标记葡萄糖浓度的平滑性,而是假定EGP、R(a meal)和葡萄糖清除分数是平滑的,从而增加了它们各自估计值的合理性。该方法避免了测量误差的变换,而传统方法可能会使EGP、R(a meal)和R(d)的估计值产生偏差。最后,计算的顺序性被一次性计算EGP、R(a meal)和R(d)所取代,以避免误差从EGP和R(a meal)传播到R(d)。给出了一个实例研究,展示了该方法的实用性。在模拟研究中证明了新方法具有更好的性能。