T he aminoglycoside antibiotic gentamicin is the most commonly used antimicrobial in neonatal units (1, 2) and is effective against Gram-negative bacteria. Gentamicin use is limited by its narrow therapeutic index and risk of toxicity, specifically, nephro-and ototoxicity (3). It is not metabolized in the liver (4) and is almost entirely eliminated by the kidneys; clearance therefore depends on renal function. During the first 2 weeks of life, renal and intrarenal blood flow increase rapidly, causing a steep rise in the glomerular filtration rate (GFR) (5, 6).Therapeutic drug monitoring (TDM) is required to ensure maximal efficacy and, in particular, minimal toxicity, particularly in the neonatal population, where the variability in pharmacokinetic (PK) parameters is large. Dose individualization approaches focus on toxicity (7, 8) and include single-level methods and nomograms (9, 10), area under the curve (AUC) methods (11), and Bayesian methods (12). The use of nomograms is limited as they cannot readily incorporate covariates affecting PK parameters. AUC methods use a simplified 1-compartment PK model and require at least two gentamicin measurements, which is not appropriate in neonates with limited blood volumes. These drawbacks make Bayesian approaches the most attractive for newborn infants.Deriving a Bayesian prior for TDM requires a nonlinear mixed-effect PK model, and several such studies of neonatal gentamicin were previously published (13-24). However, those studies were limited by their heterogeneity and use of sparse data (often identifying only a 1-compartment model, whereas gentamicin follows multicompartment kinetics [25,26]) and failed to account for age-related differences in creatinine levels during the immediate newborn period. Although gentamicin is not a new drug, its dosing and monitoring are still current issues as identified in the United Kingdom National Patient Safety alert (http://www.nrls .npsa.nhs.uk/alerts/?entryid45ϭ66271) and in a recent publication by Valitalo et al. (27), who used simulations to define dosing guidelines.We aimed to investigate whether opportunistic sampling can predict trough gentamicin concentrations so that standard TDM can be performed using a blood sample taken for other purposes Citation Germovsek E, Kent A, Metsvaht T, Lutsar I, Klein N, Turner MA, Sharland M, Nielsen EI, Heath PT, Standing JF, the neoGent Collaboration. 2016. Development and evaluation of a gentamicin pharmacokinetic model that facilitates opportunistic gentamicin therapeutic drug monitoring in neonates and infants.