MINMOD - A COMPUTER-PROGRAM TO CALCULATE INSULIN SENSITIVITY AND PANCREATIC RESPONSIVITY FROM THE FREQUENTLY SAMPLED INTRAVENOUS GLUCOSE-TOLERANCE TEST

被引:627
作者
PACINI, G [1 ]
BERGMAN, RN [1 ]
机构
[1] CNR,IST RIC DINAM SIST BIOINGN,I-35100 PADUA,ITALY
关键词
BIOMEDICAL ENGINEERING - Computer Aided Diagnosis - COMPUTER SOFTWARE - Medical Applications;
D O I
10.1016/0169-2607(86)90106-9
中图分类号
TP39 [计算机的应用];
学科分类号
081203 [计算机应用技术]; 0835 [软件工程];
摘要
This 'minimal modelling approach' fits two mathematical models with FSIGT (Frequently Sampled Intravenous Glucose Tolerance test) glucose and insulin data: one of glucose disappearance and one of insulin kinetics. MINMOD is the computer program which identifies the model parameters for each individual. A nonlinear least squares estimation technique is used, employing a gradient-type of estimation algorithm, and the first derivatives (not known analytically) are computed according to the 'sensitivity approach'. The program yields the parameter estimates and the precision of their estimation. From the model parameters, it is possible to extract four indices: (1) S//G, the ability of glucose per se to enhance its own disappearance at basal insulin, (2) S//I, the tissue insulin sensitivity index, (3) phi //1, first phase pancreatic responsivity, and (4) phi //2, second phase pancreatic responsivity. These four characteristic parameters have been shown to represent an integrated metabolic portrait of a single individual.
引用
收藏
页码:113 / 122
页数:10
相关论文
共 27 条
[1]
IMPORTANCE OF GLUCOSE PER SE TO INTRAVENOUS GLUCOSE-TOLERANCE - COMPARISON OF THE MINIMAL-MODEL PREDICTION WITH DIRECT MEASUREMENTS [J].
ADER, M ;
PACINI, G ;
YANG, YJ ;
BERGMAN, RN .
DIABETES, 1985, 34 (11) :1092-1103
[2]
BEARD J, 1985, CLIN RES, V33, pA59
[3]
BERGMAN RN, 1980, FED PROC, V39, P110
[4]
ASSESSMENT OF INSULIN SENSITIVITY INVIVO [J].
BERGMAN, RN ;
FINEGOOD, DT ;
ADER, M .
ENDOCRINE REVIEWS, 1985, 6 (01) :45-86
[5]
QUANTITATIVE ESTIMATION OF INSULIN SENSITIVITY [J].
BERGMAN, RN ;
IDER, YZ ;
BOWDEN, CR ;
COBELLI, C .
AMERICAN JOURNAL OF PHYSIOLOGY, 1979, 236 (06) :E667-E677
[6]
PHYSIOLOGIC EVALUATION OF FACTORS CONTROLLING GLUCOSE-TOLERANCE IN MAN - MEASUREMENT OF INSULIN SENSITIVITY AND BETA-CELL GLUCOSE SENSITIVITY FROM THE RESPONSE TO INTRAVENOUS GLUCOSE [J].
BERGMAN, RN ;
PHILLIPS, LS ;
COBELLI, C .
JOURNAL OF CLINICAL INVESTIGATION, 1981, 68 (06) :1456-1467
[7]
Burden RL, 1980, NUMERICAL ANAL
[8]
Carson E R, 1983, MATH MODELING METABO
[9]
DECREASED SENSITIVITY OF PANCREATIC BETA CELLS TO GLUCOSE IN PREDIABETIC AND DIABETIC SUBJECTS - GLUCOSE DOSE-RESPONSE STUDY [J].
CERASI, E ;
EFENDIC, S ;
LUFT, R .
DIABETES, 1972, 21 (04) :224-&
[10]
PATHOGENESIS OF AGE-RELATED GLUCOSE-INTOLERANCE IN MAN - INSULIN RESISTANCE AND DECREASED BETA-CELL FUNCTION [J].
CHEN, M ;
BERGMAN, RN ;
PACINI, G ;
PORTE, D .
JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 1985, 60 (01) :13-20