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Am J Physiol Endocrinol Metab 293: E610-E619, 2007. First published May 22, 2007; doi:10.1152/ajpendo.00546.2006
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INNOVATIVE METHODOLOGY

Calculating glucose fluxes during meal tolerance test: a new computational approach

Roman Hovorka,1 Harsha Jayatillake,2 Eduard Rogatsky,2 Vlad Tomuta,2,3 Tomas Hovorka,1 and Daniel T. Stein2,3

1Department of Paediatrics, University of Cambridge, Cambridge, United Kingdom; 2Department of Medicine, Division of Endocrinology; and 3General Clinical Research Center Analytical Core Laboratory, Albert Einstein College of Medicine, Bronx, New York

Submitted 8 October 2006 ; accepted in final form 11 May 2007

A new calculation method is proposed to quantify the endogenous glucose production (EGP), the glucose appearance rate due to meal ingestion (Ra meal), and the glucose disposal (Rd) 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 Ra 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, Ra meal, and Rd with the traditional approach. Finally, the sequential nature of the calculations is replaced by calculating the EGP, Ra meal, and Rd in "one go" to avoid the propagation of the errors from the EGP and Ra meal into Rd. An example study is shown demonstrating the utility of the approach. A better performance of the new method is demonstrated in a simulation study.

glucose kinetics; gut absorption; endogenous glucose production; glucose tracer; mathematical modeling



Address for reprint requests and other correspondence: R. Hovorka, Diabetes Modelling Group, Dept. of Paediatrics, Univ. of Cambridge, Box 116, Addenbrooke's Hospital, Hills Road, Cambridge CB2 2QQ, UK (e-mail: rh347{at}cam.ac.uk)




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R. C. Boston and P. J. Moate
NEFA minimal model parameters estimated from the oral glucose tolerance test and the meal tolerance test
Am J Physiol Regulatory Integrative Comp Physiol, August 1, 2008; 295(2): R395 - R403.
[Abstract] [Full Text] [PDF]




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