Evaluation of a morphine maturation model for the prediction of morphine clearance in children: how accurate is the predictive performance of the model?
Abstract:The pharmacokinetics of morphine are well known in pre-term and term neonates, infants, younger and older children, as well as in adults. There are circumstances when a pharmacokinetic study may not be possible in children (especially neonates and infants), and as a result one would like to predict drug clearance in children. Several methods, such as allometric scaling and prediction based on incorporation of physiological parameters, have been suggested. Recently a morphine maturation model has been proposed … Show more
“…However, the selected %MPE and %MAE acceptance limits were arbitrary. Studies utilizing higher acceptance limits have been reported, but mostly in patients and/or in situations where variability of the evaluated pharmacokinetic parameter is expected to be high [41]. Conservative acceptance limits (e.g., -15% to 15%) were selected due to the anticipated decreased variability of midazolam CL ORAL in healthy adults compared to patients.…”
Midazolam partial AUCs were unable to estimate CYP3A activity during the evaluated baseline and inhibitory conditions. Midazolam CLORAL utilizing a partial AUC0-4 and AUC1-4 was able to estimate CYP3A induction with rifampin and Ginkgo biloba extract.
“…However, the selected %MPE and %MAE acceptance limits were arbitrary. Studies utilizing higher acceptance limits have been reported, but mostly in patients and/or in situations where variability of the evaluated pharmacokinetic parameter is expected to be high [41]. Conservative acceptance limits (e.g., -15% to 15%) were selected due to the anticipated decreased variability of midazolam CL ORAL in healthy adults compared to patients.…”
Midazolam partial AUCs were unable to estimate CYP3A activity during the evaluated baseline and inhibitory conditions. Midazolam CLORAL utilizing a partial AUC0-4 and AUC1-4 was able to estimate CYP3A induction with rifampin and Ginkgo biloba extract.
“…While these local models may provide reasonable descriptions of a particular age group, they are of little value from a global perspective if they do not predict to other age groups. Evaluation of global applicability, by extrapolation to a wider range of patients, has been proposed (17) but has not been previously evaluated using an external, independent data set. The use of a global model not only informs about common underlying processes but can also lead to new directions of investigation.…”
Clearance based on empirical allometric scaling predicted unacceptable doses. Theory-based allometric scaling combined with a maturation function has been confirmed by external evaluation to provide a sound basis for describing clearance and predicting morphine doses in humans of all ages.
“…4 Studies using higher acceptance limits (eg, ,25%) have been used primarily in patient populations or in situations where high pharmacokinetic variability is anticipated. 21 When higher acceptance limits were applied to the currently evaluated studies, the study using data from advanced-stage cancer patients (study 6), revealed %MPE, %MAE, and/or %RMSE still exceeded 25% (Table 3).…”
The differing results during CYP2C9 baseline conditions, as well as unacceptable bias and precision in patients with advanced cancer and during CYP2C9 induction, considerably limit the widespread use of previously published S-warfarin LSMs.
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