Abstract
The objective of this study is to evaluate the predictive performance of several models to predict drug clearance in preterm and term neonates. Five models using different types of allometric and linear models were developed. Two sets of data were used to develop these models (data from preterm neonates to adults and data from preterm and term neonates). Models were also developed with (normalized to 70 kg) or without body weight normalization (body weight 1 kg). From the literature, clearance values for four drugs from neonates to adults were obtained. External data were used to evaluate the predictive performance of these models in preterm and term neonates. The results of the study indicated that (1) normalization to a standard body weight had no impact on the predictive performance of the models, (2) the model developed from preterm neonates to adults using fixed exponent 0.75 provided inaccurate estimate (overestimation) of drug clearance in neonates, (3) a far superior prediction of clearance was observed with the model when the exponents of allometry were estimated than the model using exponent 0.75, (4) linear models with the exception of the model with intercept provided comparable results to the estimated exponent model and were superior in their predictive performance to the model using exponent 0.75, and (5) when the models were developed from neonate data, the predictive performance of all models were similar. Overall, the study indicated that body weight normalization had no impact on the performance of model prediction, the exponents of allometry in pharmacostatistical models should be estimated rather than fixed, and more studies are needed to evaluate the suitability of linear models for the prediction of drug clearance in neonates.
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References
Björkman S. Prediction of cytochrome p450-mediated hepatic drug clearance in neonates, infants and children: how accurate are available scaling methods? Clin Pharmacokinet. 2006;45:1–11.
Calvier EA, Krekels EH, Välitalo PA, et al. Allometric scaling of clearance in paediatric patients: when does the magic of 0.75 fade? Clin Pharmacokinet. 2017;56(3):273–85.
Fisher DM, Shafer SL. Allometry, shallometry. Anesth Analg. 2016;122:1234–8.
Mahmood I. Theoretical versus empirical allometry: facts behind theories and application to pharmacokinetics. J Pharm Sci. 2010;99:2927–33.
El-Tahtawy A, Kokki H, Reidenberg BE. Population pharmacokinetics of oxycodone in children 6 months to 7 years old. J Clin Pharmacol. 2006;46:433–42.
Trenque T, Simon N, Villena I, et al. Population pharmacokinetics of pyrimethamine and sulfadoxine in children with congenital toxoplasmosis. Br J Clin Pharmacol. 2004;57:735–41.
Aumente D, Buelga DS, Lukas JC, et al. Population pharmacokinetics of high-dose methotrexate in children with acute lymphoblastic leukaemia. Clin Pharmacokinet. 2006;45:1227–38.
Laer S, Elshoff JP, Meibohm B, et al. Development of a safe and effective pediatric dosing regimen for sotalol based on population pharmacokinetics and pharmacodynamics in children with supraventricular tachycardia. J Am Coll Cardiol. 2005;46:1322–30.
Toublanc N, Sargentini-Maier ML, Lacroix B, et al. Retrospective population pharmacokinetic analysis of levetiracetam in children and adolescents with epilepsy: dosing recommendations. Clin Pharmacokinet. 2008;47:333–41.
Paci A, Vassal G, Moshous D, et al. Pharmacokinetic behavior and appraisal of intravenous busulfan dosing in infants and older children: the results of a population pharmacokinetic study from a large pediatric cohort undergoing hematopoietic stem-cell transplantation. Ther Drug Monit. 2012;34:198–208.
Mahmood I. Prediction of drug clearance in premature and mature neonates, infants, and children ≤2 years of age: a comparison of the predictive performance of 4 allometric models. J Clin Pharmacol. 2016;56:733–9.
Wang C, Peeters MY, Allegaert K, et al. A bodyweight-dependent allometric exponent for scaling clearance across the human life-span. Pharm Res. 2012;29:1570–81.
Wang C, Allegaert K, Peeters MY, et al. The allometric exponent for scaling clearance varies with age: a study on seven propofol datasets ranging from preterm neonates to adults. Br J Clin Pharmacol. 2014;77(1):149–59.
Bartelink IH, Boelens JJ, Bredius RG, et al. Body weight-dependent pharmacokinetics of busulfan in paediatric haematopoietic stem cell transplantation patients: towards individualized dosing. Clin Pharmacokinet. 2012;51:331–45.
Wang C, Sadhavisvam S, Krekels EH, et al. Developmental changes in morphine clearance across the entire paediatric age range are best described by a bodyweight-dependent exponent model. Clin Drug Investig. 2013;33:523–34.
Staschen CM, Mahmood I. A population pharmacokinetic model of remifentanil in pediatric patients using body-weight-dependent allometric exponents. Drug Metabol Drug Interact. 2013;28:231–7.
Mahmood I, Staschen CM, Goteti K. Prediction of drug clearance in children: an evaluation of the predictive performance of several models. AAPS J. 2014;16:1334–43.
Cella M, Zhao W, Jacqz-Aigrain E, et al. Paediatric drug development: are population models predictive of pharmacokinetics across paediatric populations? Br J Clin Pharmacol. 2011;72:454–64.
Santen G, Horrigan J, Danhof M, et al. From trial and error to trial simulation. Part 2: an appraisal of current beliefs in the design and analysis of clinical trials for antidepressant drugs. Clin Pharmacol Ther. 2009;86:255–62.
Krekels EH, van Hasselt JG, Tibboel D, et al. Systematic evaluation of the descriptive and predictive performance of paediatric morphine population models. Pharm Res. 2011;28:797–811.
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Iftekhar Mahmood and Million A. Tegenge have no conflicts of interest that are directly relevant to the content of this article. The views expressed in this article are those of the authors and do not reflect the official policy of the US Food and Drug Administration (FDA) or any private enterprise. No official support or endorsement by the FDA or any private enterprise is intended or should be inferred.
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Mahmood, I., Tegenge, M.A. Population Pharmacokinetics: Some Observations in Pediatric Modeling for Drug Clearance. Clin Pharmacokinet 56, 1567–1576 (2017). https://doi.org/10.1007/s40262-017-0542-4
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DOI: https://doi.org/10.1007/s40262-017-0542-4