ESTIMATION AND INFERENCE IN PHARMACOKINETIC MODELS - THE EFFECTIVENESS OF MODEL REFORMULATION AND RESAMPLING METHODS FOR FUNCTIONS OF PARAMETERS

被引:10
作者
NIEDZWIECKI, D
SIMONOFF, JS
机构
[1] NYU,LEONARD N STERN SCH BUSINESS,DEPT STAT & OPERAT RES,90 TRINITY PL,NEW YORK,NY 10006
[2] MEM SLOAN KETTERING CANC CTR,DIV BIOSTAT,NEW YORK,NY 10021
来源
JOURNAL OF PHARMACOKINETICS AND BIOPHARMACEUTICS | 1990年 / 18卷 / 04期
关键词
bootstrap; collinearity; nonlinear estimation; pharmacokinetic modeling;
D O I
10.1007/BF01062274
中图分类号
R9 [药学];
学科分类号
1007 ;
摘要
It is well known that high parameter estimate correlations and asymptotic variance estimates can cause estimation and inference problems in the analysis of pharmacokinetic models. In this paper we show that analysis of three important functions of pharmacokinetic parameters, the half-life, mean residence time, and the area under the curve, can sometimes be greatly improved by reformulating the model to address collinearity and by using the bootstrap to form confidence intervals. The resultant estimators can be more accurate than the original ones, and resultant confidence intervals can be narrower. Of the three measures, the half-life estimator is much better behaved than the estimators of mean residence time and area under the curve under collinearity, suggesting that it (or measures like it) should be used more often. © 1990 Plenum Publishing Corporation.
引用
收藏
页码:361 / 377
页数:17
相关论文
共 25 条
[1]   PARAMETER-ESTIMATION FOR NON-LINEAR MODELS WITH EMPHASIS ON COMPARTMENTAL-MODELS [J].
ALLEN, DM .
BIOMETRICS, 1983, 39 (03) :629-637
[2]  
[Anonymous], 1988, NONLINEAR REGRESSION
[3]   HETEROSCEDASTIC NONLINEAR-REGRESSION [J].
BEAL, SL ;
SHEINER, LB .
TECHNOMETRICS, 1988, 30 (03) :327-338
[4]  
Belsley D. A., 2005, REGRESSION DIAGNOSTI
[5]   STATISTICAL ESTIMATIONS IN PHARMACOKINETICS [J].
BOXENBAU.HG ;
RIEGELMA.S ;
ELASHOFF, RM .
JOURNAL OF PHARMACOKINETICS AND BIOPHARMACEUTICS, 1974, 2 (02) :123-148
[6]  
DAVISON AC, 1987, BIOMETRIKA, V74, P555
[7]  
DICICCIO TJ, 1988, J ROY STAT SOC B MET, V50, P338
[8]  
Efron B, 1982, JACKKNIFE BOOTSTRAP
[9]   BOOTSTRAPPING A REGRESSION EQUATION - SOME EMPIRICAL RESULTS [J].
FREEDMAN, DA ;
PETERS, SC .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1984, 79 (385) :97-106
[10]   BOOTSTRAPPING REGRESSION-MODELS [J].
FREEDMAN, DA .
ANNALS OF STATISTICS, 1981, 9 (06) :1218-1228