Validation of limited sampling models (LSM) for estimating AUC in therapeutic drug monitoring--is a separate validation group required?
Limited sampling models (LSM) for estimating AUC in therapeutic drug monitoring are usually validated in a separate group of patients, according to published guidelines. The aim of this study is to evaluate the validation of LSM by comparing independent validation with cross-validation using the pat...
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Published in | International journal of clinical pharmacology and therapeutics Vol. 45; no. 7; p. 402 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
Germany
01.07.2007
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Abstract | Limited sampling models (LSM) for estimating AUC in therapeutic drug monitoring are usually validated in a separate group of patients, according to published guidelines. The aim of this study is to evaluate the validation of LSM by comparing independent validation with cross-validation using the patient data from the development group.
The design of the Monte Carlo simulation study was similar to a study described in the literature, i.e. a development group of 20 patients receiving cyclosporine orally every 12 h. Blood samples were taken at 10 fixed time points. In total 20,000 patient data sets were generated by Monte Carlo simulation, taking into account interindividual variability and measurement errors. Accuracy (mean error, ME) and precision (root mean squared error, RMSE) were calculated for evaluation of the validation procedures, varying the time points of the samples used for the estimation of AUC to identify the optimal sampling time points. In addition, the influence of the number of samples and the number of subjects was investigated.
Cross-validation resulted in values for ME and RMSE almost identical to values using a separate validation group with the same number of subjects as the development group.
A separate validation group is not needed. The most efficient method is to use all patient data for the development of the LSM, and to assess the accuracy and precision by cross-validation. |
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AbstractList | Limited sampling models (LSM) for estimating AUC in therapeutic drug monitoring are usually validated in a separate group of patients, according to published guidelines. The aim of this study is to evaluate the validation of LSM by comparing independent validation with cross-validation using the patient data from the development group.
The design of the Monte Carlo simulation study was similar to a study described in the literature, i.e. a development group of 20 patients receiving cyclosporine orally every 12 h. Blood samples were taken at 10 fixed time points. In total 20,000 patient data sets were generated by Monte Carlo simulation, taking into account interindividual variability and measurement errors. Accuracy (mean error, ME) and precision (root mean squared error, RMSE) were calculated for evaluation of the validation procedures, varying the time points of the samples used for the estimation of AUC to identify the optimal sampling time points. In addition, the influence of the number of samples and the number of subjects was investigated.
Cross-validation resulted in values for ME and RMSE almost identical to values using a separate validation group with the same number of subjects as the development group.
A separate validation group is not needed. The most efficient method is to use all patient data for the development of the LSM, and to assess the accuracy and precision by cross-validation. |
Author | Proost, J H |
Author_xml | – sequence: 1 givenname: J H surname: Proost fullname: Proost, J H email: j.h.proost@rug.nl organization: Department of Pharmacokinetics and Drug Delivery, University Center for Pharmacy, University of Groningen, The Netherlands. j.h.proost@rug.nl |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/17725247$$D View this record in MEDLINE/PubMed |
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SubjectTerms | Area Under Curve Computer Simulation Cyclosporine - pharmacokinetics Drug Monitoring Humans Immunosuppressive Agents - pharmacokinetics Models, Biological Monte Carlo Method Reproducibility of Results Research Design |
Title | Validation of limited sampling models (LSM) for estimating AUC in therapeutic drug monitoring--is a separate validation group required? |
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