Die THY-MOD Studie - Personalisierte Dosierung in Kindern mit Hyper- oder Hypothyreose berechnet anhand von Mathematischer Modellierung
Mathematik
Zusammenfassung der Projektergebnisse
The overall aim of the DFG sub-project in the common SNF-DFG project was the development of computational algorithms to individualize, control and optimize treatments. These algorithms can adaptively incorporate possible changes of covariate values such as weight of patients. The problem was very challenging because i) the drug administration leads to impulsive differential equations, and ii) at the start of the treatment the individual patient parameters are unknown. To overcome the difficulties we developed an algorithmic treatment strategy which combines model predictive optimal control techniques to compute the optimal doses with extended Bayesian estimates (EBE) to calculate the individual patient parameters. The interplay between the optimization methods and the EBE steps was done in an efficient and smart way which represents the core of a patent application. In addition, the total research output of this SNF-DFG Grant led to the successful application of the follow up Grant “OptiThyDose: Intelligent Digital Decision Support Tool to Personalise Dosing for Children with Thyroid Diseases” sponsored by the Botnar Research centre for Child Health (BRCCH).
Projektbezogene Publikationen (Auswahl)
- Pharmacometric modelling of free thyroxine dynamics after initiation of antithyroid drug treatment in children with Graves’ disease: a tool for personalized dosing in children; Archives of Disease in Childhood 104(6)
Koch G, Gotta V, Ollagnier C, Konrad D, Flueck C, L’Allemand D, Steigert M, Rohner A, Bachmann F, Schropp J, Szinnai G, Pfister M
(Siehe online unter https://doi.org/10.1136/archdischild-2019-esdppp.29) - European patent application EP21206570.0: Method, System and Computer Program for Computation of Optimal Individual Dosing Regimen, particularly Subject to Clinical Constraints
F. Bachmann, G. Koch, B. Steffens, M. Pfister, G. Szinnai, J. Schropp
- Modeling of levothyroxine in newborns and infants with congenital hypothyroidism: challenges and opportunities of a rare disease multi-center study; Journal of Pharmacokinetics and Pharmacodynamics 48(3): 711-723
Koch G, Steffens B, Leroux S, Gotta V, Schropp J, Gächter P, Bachmann F, Welzel T, Janner M, L’Allemand D, Konrad D, Szinnai G, Pfister M
(Siehe online unter https://doi.org/10.1007/s10928-021-09765-w) - OptiDose: Computing the Individualized Optimal Drug Dosing Regimen Using Optimal Control; Journal of Optimization Theory and Applications 189: 46-65
Bachmann F, Koch G, Pfister M, Szinnai G, Schropp J
(Siehe online unter https://doi.org/10.1007/s10957-021-01819-w)
