The method of averaging applied to pharmacokinetic/pharmacodynamic indirect response models

Verfasser / Beitragende:
[Adrian Dunne, Willem de Winter, Chyi-Hung Hsu, Shiferaw Mariam, Martine Neyens, José Pinheiro, Xavier de Trixhe]
Ort, Verlag, Jahr:
2015
Enthalten in:
Journal of Pharmacokinetics and Pharmacodynamics, 42/4(2015-08-01), 417-426
Format:
Artikel (online)
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024 7 0 |a 10.1007/s10928-015-9426-0  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s10928-015-9426-0 
245 0 4 |a The method of averaging applied to pharmacokinetic/pharmacodynamic indirect response models  |h [Elektronische Daten]  |c [Adrian Dunne, Willem de Winter, Chyi-Hung Hsu, Shiferaw Mariam, Martine Neyens, José Pinheiro, Xavier de Trixhe] 
520 3 |a The computational effort required to fit the pharmacodynamic (PD) part of a pharmacokinetic/pharmacodynamic (PK/PD) model can be considerable if the differential equations describing the model are solved numerically. This burden can be greatly reduced by applying the method of averaging (MAv) in the appropriate circumstances. The MAv gives an approximate solution, which is expected to be a good approximation when the PK profile is periodic (i.e. repeats its values in regular intervals) and the rate of change of the PD response is such that it is approximately constant over a single period of the PK profile. This paper explains the basis of the MAv by means of a simple mathematical derivation. The NONMEM® implementation of the MAv using the abbreviated FORTRAN function FUNCA is described and explained. The application of the MAv is illustrated by means of an example involving changes in glycated hemoglobin (HbA1c%) following administration of canagliflozin, a selective sodium glucose co-transporter 2 inhibitor. The PK/PD model applied to these data is fitted with NONMEM® using both the MAv and the standard method using a numerical differential equation solver (NDES). Both methods give virtually identical results but the NDES method takes almost 8h to run both the estimation and covariance steps, whilst the MAv produces the same results in less than 30s. An outline of the NONMEM® control stream and the FORTRAN code for the FUNCA function is provided in the appendices. 
540 |a Springer Science+Business Media New York, 2015 
690 7 |a Pharmacokinetic/pharmacodynamic model  |2 nationallicence 
690 7 |a Method of averaging  |2 nationallicence 
690 7 |a Computational efficiency  |2 nationallicence 
700 1 |a Dunne  |D Adrian  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
700 1 |a de Winter  |D Willem  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
700 1 |a Hsu  |D Chyi-Hung  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
700 1 |a Mariam  |D Shiferaw  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
700 1 |a Neyens  |D Martine  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
700 1 |a Pinheiro  |D José  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
700 1 |a de Trixhe  |D Xavier  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
773 0 |t Journal of Pharmacokinetics and Pharmacodynamics  |d Springer US; http://www.springer-ny.com  |g 42/4(2015-08-01), 417-426  |x 1567-567X  |q 42:4<417  |1 2015  |2 42  |o 10928 
856 4 0 |u https://doi.org/10.1007/s10928-015-9426-0  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s10928-015-9426-0  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Dunne  |D Adrian  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a de Winter  |D Willem  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Hsu  |D Chyi-Hung  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Mariam  |D Shiferaw  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Neyens  |D Martine  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Pinheiro  |D José  |u Model Based Drug Development, Janssen Research & Development LLC, Raritan, NJ, USA  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a de Trixhe  |D Xavier  |u Model Based Drug Development, Janssen Research & Development, A Division of Janssen Pharmaceutica NV, Beerse, Belgium  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Journal of Pharmacokinetics and Pharmacodynamics  |d Springer US; http://www.springer-ny.com  |g 42/4(2015-08-01), 417-426  |x 1567-567X  |q 42:4<417  |1 2015  |2 42  |o 10928