A Bayesian feedback method of aminoglycoside dosing

We assessed the accuracy of a Bayesian method in providing dosing regimens to achieve desired serum aminoglycoside concentrations. This method calculates individual kinetics based on serum drug concentration data. Performance was analyzed by determining accuracy, bias, correlations of observed to desired serum drug concentrations, and the ability to achieve a target serum drug concentration. We also compared results from the Bayesian method with those resulting from the use of the predictive algorithm portion of the computer program and with routine physician dosing. The Bayesian method resulted in a high correlation coefficient (r = 0.913) between observed and predicted serum concentrations. Analysis of peak aminoglycoside concentrations indicated that the Bayesian method was more accurate and less biased than the predictive algorithm portion of the program or routine physician dosing. A similar trend occurred for trough concentrations. Finally, there were no statistically significant differences between the predicted and observed peak (6.4 ± 1.5 and 5.9 ± µg/ml) and trough (1.2 ± 0.9 and 1.4 ± 0.8 µg/ml) serum aminoglycoside concentrations with the Bayesian dosing method. There were significant differences for peak concentrations with the predictive algorithm portion of the program and for peak and trough concentrations with physician dosing. These data demonstrate the accuracy of the Bayesian dosing method in attaining desired peak and trough serum aminoglycoside concentrations.

[1]  Lewis B. Sheiner,et al.  A Microcomputer Drug (Theophylline) Dosing Program Which Assists and Teaches Physicians , 1980 .

[2]  W. Hewitt,et al.  Gentamicin Blood Levels: a Guide to Nephrotoxicity , 1975, Antimicrobial Agents and Chemotherapy.

[3]  F. Sarubbi,et al.  Gentamicin serum concentrations: pharmacokinetic predictions. , 1976, Annals of internal medicine.

[4]  J. Rotschafer,et al.  Gentamicin dosing errors with four commonly used nomograms. , 1982, JAMA.

[5]  R. Moore,et al.  The association of aminoglycoside plasma levels with mortality in patients with gram-negative bacteremia. , 1984, The Journal of infectious diseases.

[6]  J. Rotschafer,et al.  Gentamicin pharmacokinetics in 1,640 patients: method for control of serum concentrations , 1982, Antimicrobial Agents and Chemotherapy.

[7]  Jerome J. Schentag,et al.  Aminoglycoside nephrotoxicity in critically iii surgical patients , 1979 .

[8]  A. Harralson,et al.  Prediction of gentamicin serum levels using a one-compartment open linear pharmacokinetic model. , 1978, American journal of hospital pharmacy.

[9]  J. Wagner,et al.  Gentamicin dosages for renal insufficiency. Adjustments based on endogenous creatinine clearance and serum creatinine concentration. , 1971, Annals of internal medicine.

[10]  E. Mellits,et al.  Risk factors for nephrotoxicity in patients treated with aminoglycosides. , 1984, Annals of internal medicine.

[11]  L. Sheiner,et al.  Modelling of individual pharmacokinetics for computer-aided drug dosage. , 1972, Computers and biomedical research, an international journal.

[12]  J R Pattison,et al.  Experience in Monitoring Gentamicin Therapy during Treatment of Serious Gram-Negative Sepsis , 1974, British medical journal.

[13]  L. Dettli Drug dosage in patients with renal disease , 1974, Clinical pharmacology and therapeutics.

[14]  J. Klastersky,et al.  Antibacterial activity in serum and urine as a therapeutic guide in bacterial infections. , 1974, The Journal of infectious diseases.

[15]  W. Hewitt Gentamicin: toxicity in perspective. , 1974, Postgraduate medical journal.

[16]  E. Mellits,et al.  Double-blind comparison of the nephrotoxicity and auditory toxicity of gentamicin and tobramycin. , 1980, The New England journal of medicine.

[17]  P. Hoeprich,et al.  Gentamicin therapy in renal failure: a nomogram for dosage. , 1972, Annals of internal medicine.

[18]  S. B. Lucas,et al.  Prescribing aids for gentamicin. , 1974, British journal of clinical pharmacology.

[19]  L. Young,et al.  Simultaneous antibiotic levels in "breakthrough" gram-negative rod bacteremia. , 1976, The American journal of medicine.

[20]  C. Cobbs,et al.  Correlation of aminoglycoside dosages with serum concentrations during therapy of serious gram-negative bacillary disease , 1979, Antimicrobial Agents and Chemotherapy.

[21]  B. Cunha,et al.  Comparison of four methods of predicting serum gentamicin concentrations in adult patients with impaired renal function. , 1982, Clinical pharmacy.

[22]  R. Holmes,et al.  Prospective Comparative Study of Variable Dosage and Variable Frequency Regimens for Administration of Gentamicin , 1975, Antimicrobial Agents and Chemotherapy.