Aims Bayesian dose-individualization methods have been shown to have good predictive performance using minimal data points, and are now used widely in clinical practice. This study was designed to compare two computerised Bayesian dose-individualization methods, ABBOTTBASE and SeBA-GEN, in once-daily dosing of aminoglycosides. Methods ABBOTTBASE uses the maximum a posteriori estimator (MAP) algorithm which analyses all available serum drug concentration data for individual patients simultaneously, while the prior model remains unchanged. SeBA-GEN analyses each data set sequentially while continually modifying the individual patient's prior model, allowing within-patient variability to be modelled. One hundred consecutive patients who received once-daily dosing of aminoglycosides were prospectively doseindividualized using either of these methods. Retrospectively the alternative dosing method was used to provide comparative data. The ability of the methods to predict subsequent serum aminoglycoside concentration data was assessed in terms of their predictive performance, bias and precision.Results From the 100 patients, 277 serum aminoglycoside concentrations were available. Ninety-eight patients had serum concentrations available from the first dose and 55 from the second dose. Gentamicin was used in 96 patients. There was no significant bias when predicting peak concentrations from the prior model using either SeBA-GEN or ABBOTTBASE. The prior model used by ABBOTTBASE did, however, significantly underpredict the mid-dose concentration (mean bias= −0.79 mg l −1 , 95% Confidence Interval [CI]: −1.3 to −0.3). When using the Bayesian algorithms for prediction of the second set of concentrations neither method was biased when predicting the peak concentration. ABBOTTBASE significantly overpredicted the mid-dose concentration (mean bias=0.38 mg l −1 , 95% CI: 0.03 to 0.74). The prior model used by SeBA-GEN was more precise at predicting both peak and mid-dose concentrations ( P<0.01), indicating better use of covariates. There was no difference between the methods in terms of estimation of the value of volume of distribution, but they differed significantly in the estimation of clearance (mean difference=0.24 l h −1 for SeBA-GEN-ABBOTTBASE, 95% CI: 0.05 to 0.43). Conclusions Bayesian techniques appear to work well with once-daily aminoglycoside dosing. The method of incorporation of individual patient information into the prior model appears to be important in the optimum choice of the first dose. SeBA-GEN has an advantage in this and in the lack of bias related to predicting low concentrations compared with ABBOTTBASE.
Traditional gentamicin dosing every 8-24 h depending on age and weight in neonates does not provide the ideal concentration-time profile to both optimize the concentration-dependent killing by aminoglycosides and minimize toxicity. Fifty-three neonates were audited prospectively while receiving gentamicin 2.5 mg/kg every 8-24 h, aiming for peak concentrations (Cmax) of 6-10 mg/L and trough concentrations (Cmin) <2 mg/L. After the first dose, the mean (+/- s.d.) Cmax was 5.5 +/- 0.7 mg/L with sub-therapeutic concentrations (<6 mg/L) in 62% of patients, while the mean Cmin was >2 mg/L in 15% of the neonates. After the third dose the Cmax was 7.5 +/- 1.5 mg/L, with 17% <6 mg/L, whereas the mean Cmin was 2.2 +/- 1.1 mg/L with 49% of values >2 mg/L. An extended interval dosing method (24, 36 and 48 h) for infant weights of 0.75-5 kg was developed by simulation, and audited prospectively in 51 neonates. Prospective analysis of the extended interval dosing method showed a mean Cmax after the first dose of 13.1 +/- 3.6 mg/L, while the mean Cmin was 0.7 +/- 0.6 mg/L. Seventy-eight per cent had Cmax of >10 mg/L after the first dose. The mean area under the concentration versus time curve AUC0-24 was 93 mg*h/L (target = 100 mg*h/L). The extended interval dosing achieved higher Cmax values while ensuring that overall exposure per 24 h was acceptable. Prospective testing of the method demonstrated good predictive ability.
After 50 years of clinical experience with the aminoglycoside agents, there is continuing debate over the most appropriate administration regimen for these drugs. In recent years, once daily administration has been used increasingly, in the hope of both improving efficacy and reducing toxicity. At least 30 controlled clinical trials have compared once versus conventional multiple daily administration. Efficacy was assessed in some, but not all, studies using clinical and/or bacteriological cure. Toxicity was generally determined using rather nonsensitive end-points such as measurement of serum creatinine for nephrotoxicity and clinically detectable hearing loss for ototoxicity. The results of individual clinical trials and subsequent meta-analyses have been variable. However, 5 of 9 meta-analyses found clinical efficacy to be significantly better with once daily administration, and in 3 of the 9 there were significantly less nephrotoxicity with once daily administration. The results were not significant for ototoxicity in any of the meta-analyses. There is debate about how therapeutic drug monitoring should be performed, and whether it is still required with once daily administration. Previous experience with the aminoglycosides, especially in patients with impaired drug clearance caused by renal impairment, suggests that monitoring is still prudent. Results from the once daily administration trials appear to support this. Various methods of monitoring and dose adjustment have been proposed. The most common is to measure a 24-hour trough concentration and to adjust the dose to maintain the trough concentration below a value of 2, 1 or 0.5 mg/L. However, this method allows for greater total aminoglycoside exposure than has been permitted with conventional dosages, increasing the likelihood of toxicity in patients with impaired aminoglycoside clearance. Other methods measure drug concentrations at a time-point or points within the dose interval (when the concentration is still measurable), and adjust the dose according to concentration-time curve nomograms or to a target area under the concentration-time curve. This allows the use of higher doses in those with high drug clearance. Furthermore, in patients with impaired clearance, drug exposure is limited to the same extent as, or less than, that with conventional multiple daily administration. To date no controlled trials have compared methods of dose-individualisation. In summary, in addition to a slight overall improvement in efficacy, once daily administration has resulted in a small reduction in nephrotoxicity. In the studies using more sensitive measures of toxicity, the differences in toxicity were greater, strengthening the case for once daily administration. Therapeutic drug monitoring is probably required with once daily administration. Methods which use mid-dosage interval concentrations to gauge drug exposure would seem to be preferable over trough concentration measurement.
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