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Prediction of imipramine serum levels in enuretic children by a Bayesian method: comparison with two other
M M Fernández de Gatta1, M Tamayo, M J García
1Department of Pharmacy, Faculty of Pharmacy, University of Salamanca, Spain.
Insights
This study analyzed imipramine (IMI) pharmacokinetics in children with enuresis. The Bayesian method demonstrated superior accuracy and precision for dosage prediction compared to simpler methods.
Area of Science:
- Pharmacology
- Clinical Pharmacy
- Pediatric Nephrology
Background:
- Enuresis is common in children, often treated with imipramine (IMI).
- Understanding IMI pharmacokinetics is crucial for effective treatment and dosage optimization.
- Accurate dosage prediction methods are needed to improve therapeutic outcomes.
Purpose of the Study:
- To characterize the kinetic behavior of imipramine (IMI) and its metabolite desipramine in enuretic children.
- To evaluate the performance of different dosage prediction methods using individual and population data.
- To compare a simple proportional relationship method with nonlinear regression and Bayesian approaches.
Main Methods:
- Study involved 135 enuretic children (ages 5-13) treated with IMI (25-75 mg/day).
- Pharmacokinetic calculations used a proportional relationship (Method 1), ordinary least-squares regression (Method 2), and Bayesian least-squares regression (Method 3).
- Serum samples were collected at steady state, with 1-4 data points per patient.
Main Results:
- The level/dose ratio showed lower variability for IMI (58%) than its metabolite (101.4%).
- Method 1 exhibited deficient accuracy and precision (MPE = -5.48 ± 69.15).
- Methods 2 and 3 improved accuracy and precision with more data; the Bayesian method required less data for acceptable predictions.
Conclusions:
- The Bayesian method offers clinically acceptable dosage predictions for imipramine in enuretic children.
- Increased serum level data enhances prediction accuracy and precision for regression-based methods.
- Dosage prediction accuracy is critical for optimizing imipramine therapy in pediatric enuresis.
Abstract:
The aim of the present study was to characterize the kinetic behavior of imipramine (IMI) and desipramine in enuretic children and to evaluate the performance of different methods for dosage prediction based on individual and/or population data. The study was carried out in 135 enuretic children (93 boys) ranging in age between 5 and 13 years undergoing treatment with IMI in variable single doses (25-75 mg/day) administered at night. Sampling time was one-half the dosage interval at steady state. The number of data available for each patient varied (1-4) and was essentially limited by clinical criteria. Pharmacokinetic calculations were performed using a simple proportional relationship (method 1) and a multiple nonlinear regression program (MULTI 2 BAYES) with two different options: using the ordinary least-squares method (method 2) and the least-squares method based on the Bayesian algorithm (method 3). The results obtained point to a coefficient of variation for the level/dose ratio of the drug (58%) that is significantly lower than that of the metabolite (101.4%). The forecasting capacity of method 1 is deficient both regarding accuracy [mean prediction error (MPE) = -5.48 +/- 69.15] and precision (root mean squared error = 46.42 +/- 51.39). The standard deviation of the MPE (69) makes the method unacceptable from the clinical point of view. The more information that is available concerning the serum levels, the greater are the accuracy and precision of methods (2 and 3). With the Bayesian method, less information on drug serum levels is needed to achieve clinically acceptable predictions.
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