Global sensitivity analysis implications on the design of PF-04475270 model predictive control system

  • Omer Hamid

Research output: Contribution to journalArticlepeer-review

Abstract

In this study, we adopted Pharmacokinetic-Pharmacodynamic (PKPD) of Pfizer ophthalmic drug 5-{3-[(2S)-2-{(3R)-3-hydroxy-4-[3- (trifluoromethyl) phenyl] butyl}-5-oxopyrrolidin-1-yl] propyl} thiophene-2- carboxylate (PF-04475270) from literature and performed a series of global sensitivity analysis (GSA) to identify the most influential PKPD parameters of PF-04475270. We used the sensitivity analysis for everybody (SAFE) toolbox GSA with two different well-established GSA methods. Our GSA analyses successfully identified the aqueous chamber transfer rates as high-ranking parameters in the comparison with all the other 11 different model parameters. Our data with prioritised parameters suggest the need for probing the aqueous drug concentration for future design of model predictive control (MPC) release system of PF-04475270.

Original languageEnglish
Pages (from-to)588-601
Number of pages14
JournalInternational Journal of Medical Engineering and Informatics
Volume15
Issue number6
DOIs
StatePublished - 2023
Externally publishedYes

Keywords

  • global sensitivity analysis
  • GSA
  • Iris-Ciliary body
  • model parameters uncertainties
  • model predictive control
  • MPC
  • pharmacodynamics
  • pharmacokinetics
  • predictive control
  • SAFE
  • sensitivity analysis for everybody

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