Models describing plasma glucose and insulin concentration of an intravenous glucose tolerance test (IVGTT) allow a noninvasive cost-effective approach to estimate important indexes characterizing the efficiency of glucose-insulin control system, i.e., glucose effectiveness (S(G)) and insulin sensitivity (S(I)). To overcome some limitations of the classic single compartment minimal model (1CMM) of glucose kinetics , a two-compartment Bayesian minimal model (2CBMM) has been recently proposed for the standard IVGTT. This study aims to assess 2CBMM ability to describe the insulin-modified IVGTT (IM-IVGTT) which is the protocol of choice since it allows to study insulinopenic states. Both a full-length IM-IVGTT (240 min) as well as a reduced version (90 min) of it are studied. Results of the maximum a posteriori identification of IM-IVGTT (240 min) in 13 normals agree with those of standard IVGTT, i.e., a 42% decrease (P < 0.002) of S(G) and a 13% increase (P < 0.006) of S(I) with respect to ICMM. When identified from IM-IVGTT (90 min), 2CBMM not only provides S(G) and S(I) estimates 46% lower (P < 0.002) and 41% higher (P < 0.002) than 1CMM ones respectively, but also seems to overcome some limitations of the 240 min-based identification that probably arise because the minimal model is unable to properly account for the hyperglycemic hormonal response taking place in the second half of IM-IVGTT.
Bayesian two-compartment and classic single-compartment minimal models : comparison on insulin modified IVGTT and effect of experiment reduction / T. Callegari, A. Caumo, C. Cobelli. - In: IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING. - ISSN 0018-9294. - 50:12(2003 Dec), pp. 1301-1309.
|Titolo:||Bayesian two-compartment and classic single-compartment minimal models : comparison on insulin modified IVGTT and effect of experiment reduction|
CAUMO, ANDREA (Secondo)
|Parole Chiave:||Experiment design; Glucose kinetics; Identification; Maximum a posteriori estimation; Parameter estimation|
|Settore Scientifico Disciplinare:||Settore ING-INF/06 - Bioingegneria Elettronica e Informatica|
|Data di pubblicazione:||dic-2003|
|Digital Object Identifier (DOI):||http://dx.doi.org/10.1109/TBME.2003.819850|
|Appare nelle tipologie:||01 - Articolo su periodico|