A Non-Linear Model for Multiple Alcohol Intakes and Optimal Designs Strategies

被引:0
作者
Marinas-Collado, Irene [1 ]
Rodriguez-Diaz, Juan M. [2 ]
Santos-Martin, M. Teresa [2 ]
机构
[1] Univ Oviedo, Dept Stat & Operat Res & Math Didact, Oviedo, Spain
[2] Univ Salamanca, Inst Fundamental Phys & Math, Dept Stat, Salamanca, Spain
关键词
alcohol clearance; covariance structure; D-optimality; ethanol pharmacokinetics; non-linear models; optimal design of experiments; Widmark equation; PHARMACOKINETICS; ETHANOL; ELIMINATION; FOOD;
D O I
10.1002/cem.3599
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study addresses the complex dynamics of alcohol elimination in the human body, very important in forensic and healthcare areas. Existing models often oversimplify with the assumption of linear elimination kinetics, limiting practical application. This study presents a novel non-linear model for estimating blood alcohol concentration after multiple intakes. Initially developed for two different alcohol incorporations, it can be straightforwardly extended to the case of more intakes. Emphasising the significance of accurate parameter estimation, the research underscores the importance of precise experimental design, utilising optimal experimental design (OED) methodologies. Sensitivity analysis of model coefficients and the determination of D-optimal designs, considering correlation structures among observations, reveal a strong linear relationship between support points. This relationship can be used to obtain nearly optimal designs that are highly efficient and much easier to compute.
引用
收藏
页数:12
相关论文
共 24 条
  • [1] Atkinson A. C., 2007, Optimum Experimental Designs, With SAS
  • [2] Gender differences in pharmacokinetics of alcohol
    Baraona, E
    Abittan, CS
    Dohmen, K
    Moretti, M
    Pozzato, G
    Chayes, ZW
    Schaefer, C
    Lieber, CS
    [J]. ALCOHOLISM-CLINICAL AND EXPERIMENTAL RESEARCH, 2001, 25 (04) : 502 - 507
  • [3] Fedorov V. V., 1972, Theory of optimal experiments
  • [4] Heck A., 2007, ELECT J MATH TECHNOL, V1, P232
  • [5] D-OPTIMAL DESIGNS FOR PARTIALLY NON-LINEAR REGRESSION-MODELS
    HILL, PDH
    [J]. TECHNOMETRICS, 1980, 22 (02) : 275 - 276
  • [6] Alcohol, its absorption, distribution, metabolism, and excretion in the body and pharmacokinetic calculations
    Jones, Alan W.
    [J]. WILEY INTERDISCIPLINARY REVIEWS: FORENSIC SCIENCE, 2019, 1 (05):
  • [7] Evidence-based survey of the elimination rates of ethanol from blood with applications in forensic casework
    Jones, Alan Wayne
    [J]. FORENSIC SCIENCE INTERNATIONAL, 2010, 200 (1-3) : 1 - 20
  • [8] Kalant H, 2000, ALCOHOL CLIN EXP RES, V24, P413, DOI 10.1097/00000374-200004000-00008
  • [9] GENERAL EQUIVALENCE THEORY FOR OPTIMUM DESIGNS (APPROXIMATE THEORY)
    KIEFER, J
    [J]. ANNALS OF STATISTICS, 1974, 2 (05) : 849 - 879
  • [10] Population pharmacokinetics of multiple alcohol intake in humans
    Lee, Byung-yo
    Yoon, Hee-kyung
    Baek, In-hwan
    Kwon, Kwang-il
    [J]. ALCOHOL, 2013, 47 (02) : 159 - 165