A GENERALIZED MICHAELIS-MENTEN RESPONSE-SURFACE

Citation
K. Hirst et al., A GENERALIZED MICHAELIS-MENTEN RESPONSE-SURFACE, Statistics in medicine, 15(19), 1996, pp. 2107-2119
Citations number
23
Categorie Soggetti
Statistic & Probability","Medicine, Research & Experimental","Public, Environmental & Occupation Heath","Statistic & Probability","Medical Informatics
Journal title
ISSN journal
02776715
Volume
15
Issue
19
Year of publication
1996
Pages
2107 - 2119
Database
ISI
SICI code
0277-6715(1996)15:19<2107:AGMR>2.0.ZU;2-Q
Abstract
We describe an application of recently developed generalized Michaelis -Menten response surface and non-linear mixed model methodologies to m odel glucose utilization in foetal sheep, More specifically, we model the response surface of glucose utilization rate in the foetal sheep a s a function of glucose and insulin concentrations using a three-dimen sional analogue of the Michaelis-Menten pharmacokinetic model. To acco unt for multiple measurements per sheep, we apply the non-linear mixed effects model proposed by Lindstrom and Bates using the EM algorithm computational scheme presented by Hirst et al.