Parameter Estimation of Population Pharmacokinetic Models with Stochastic Differential Equations: Implementation of an Estimation Algorithm

Joint Authors

Liu, Jun-lin
Lu, Tao
Zhang, Ping
Tao, Yu-Xi
Lin, Xiao
Yan, Fang-Rong
Lin, Jin-Guan

Source

Journal of Probability and Statistics

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-11-10

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Mathematics

Abstract EN

Population pharmacokinetic (PPK) models play a pivotal role in quantitative pharmacology study, which are classically analyzed by nonlinear mixed-effects models based on ordinary differential equations.

This paper describes the implementation of SDEs in population pharmacokinetic models, where parameters are estimated by a novel approximation of likelihood function.

This approximation is constructed by combining the MCMC method used in nonlinear mixed-effects modeling with the extended Kalman filter used in SDE models.

The analysis and simulation results show that the performance of the approximation of likelihood function for mixed-effects SDEs model and analysis of population pharmacokinetic data is reliable.

The results suggest that the proposed method is feasible for the analysis of population pharmacokinetic data.

American Psychological Association (APA)

Yan, Fang-Rong& Zhang, Ping& Liu, Jun-lin& Tao, Yu-Xi& Lin, Xiao& Lu, Tao…[et al.]. 2014. Parameter Estimation of Population Pharmacokinetic Models with Stochastic Differential Equations: Implementation of an Estimation Algorithm. Journal of Probability and Statistics،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1042838

Modern Language Association (MLA)

Yan, Fang-Rong…[et al.]. Parameter Estimation of Population Pharmacokinetic Models with Stochastic Differential Equations: Implementation of an Estimation Algorithm. Journal of Probability and Statistics No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-1042838

American Medical Association (AMA)

Yan, Fang-Rong& Zhang, Ping& Liu, Jun-lin& Tao, Yu-Xi& Lin, Xiao& Lu, Tao…[et al.]. Parameter Estimation of Population Pharmacokinetic Models with Stochastic Differential Equations: Implementation of an Estimation Algorithm. Journal of Probability and Statistics. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1042838

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1042838