The vancomycin dosage calculator: Prediction superiority and validation in a comparison of four algorithms using retrospective data from non-critical patients aged 18 to 59 years

This study aimed to evaluate the current status of vancomycin population pharmacokinetic modeling and assess four pharmacokinetic prediction models for predicting vancomycin blood levels in patients receiving intravenous vancomycin at our hospital. The goal was to establish a basis for personalized...

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Published inInternational journal of clinical pharmacology and therapeutics Vol. 63; no. 8; p. 386
Main Authors Huang, Chuzhu, Wang, Jia, Chen, Yan, Huang, Yilin, Wu, Zhuomin
Format Journal Article
LanguageEnglish
Published Germany 01.08.2025
Subjects
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ISSN0946-1965
DOI10.5414/CP204793

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Abstract This study aimed to evaluate the current status of vancomycin population pharmacokinetic modeling and assess four pharmacokinetic prediction models for predicting vancomycin blood levels in patients receiving intravenous vancomycin at our hospital. The goal was to establish a basis for personalized vancomycin dosing to minimize adverse reactions. This retrospective study analyzed patients receiving intravenous vancomycin treatment for infections at the First Affiliated Hospital of Shantou University Medical College from January 2021 to December 2023. Patient data, including demographics and vancomycin treatment specifics, were retrieved from the hospital's integrated healthcare workstation. We evaluated the predictive performance of four vancomycin dosing algorithms using PE, APE, and p-value to assess their accuracy in forecasting steady-state vancomycin blood trough concentrations. Additionally, paired t-tests were conducted to examine the correlation between measured and predicted values across the four models. The Vancomycin Individualized Dosing Platform, Smart Dose as well as the Vancomycin Dosage Recommendation and Blood Concentration Prediction System had substandard mean prediction errors and mean absolute prediction errors, all of which were poorly predictive for all age groups. Of the four pharmacokinetic prediction models assessed, only the Vancomycin Calculator accurately predicted vancomycin dosing for adult non-critical patients aged 18 - 59 years at our hospital. The other three models demonstrated suboptimal performance and did not achieve the necessary level of predictive accuracy. It is essential to exercise caution when using unvalidated pharmacokinetic models. Although the Vancomycin Calculator performed well, the other models need thorough validation before being used clinically, especially in diverse populations and settings.
AbstractList This study aimed to evaluate the current status of vancomycin population pharmacokinetic modeling and assess four pharmacokinetic prediction models for predicting vancomycin blood levels in patients receiving intravenous vancomycin at our hospital. The goal was to establish a basis for personalized vancomycin dosing to minimize adverse reactions. This retrospective study analyzed patients receiving intravenous vancomycin treatment for infections at the First Affiliated Hospital of Shantou University Medical College from January 2021 to December 2023. Patient data, including demographics and vancomycin treatment specifics, were retrieved from the hospital's integrated healthcare workstation. We evaluated the predictive performance of four vancomycin dosing algorithms using PE, APE, and p-value to assess their accuracy in forecasting steady-state vancomycin blood trough concentrations. Additionally, paired t-tests were conducted to examine the correlation between measured and predicted values across the four models. The Vancomycin Individualized Dosing Platform, Smart Dose as well as the Vancomycin Dosage Recommendation and Blood Concentration Prediction System had substandard mean prediction errors and mean absolute prediction errors, all of which were poorly predictive for all age groups. Of the four pharmacokinetic prediction models assessed, only the Vancomycin Calculator accurately predicted vancomycin dosing for adult non-critical patients aged 18 - 59 years at our hospital. The other three models demonstrated suboptimal performance and did not achieve the necessary level of predictive accuracy. It is essential to exercise caution when using unvalidated pharmacokinetic models. Although the Vancomycin Calculator performed well, the other models need thorough validation before being used clinically, especially in diverse populations and settings.
Author Huang, Chuzhu
Wang, Jia
Huang, Yilin
Chen, Yan
Wu, Zhuomin
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Snippet This study aimed to evaluate the current status of vancomycin population pharmacokinetic modeling and assess four pharmacokinetic prediction models for...
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StartPage 386
SubjectTerms Administration, Intravenous
Adolescent
Adult
Algorithms
Anti-Bacterial Agents - administration & dosage
Anti-Bacterial Agents - adverse effects
Anti-Bacterial Agents - blood
Anti-Bacterial Agents - pharmacokinetics
Drug Dosage Calculations
Female
Humans
Male
Middle Aged
Models, Biological
Retrospective Studies
Vancomycin - administration & dosage
Vancomycin - adverse effects
Vancomycin - blood
Vancomycin - pharmacokinetics
Young Adult
Title The vancomycin dosage calculator: Prediction superiority and validation in a comparison of four algorithms using retrospective data from non-critical patients aged 18 to 59 years
URI https://www.ncbi.nlm.nih.gov/pubmed/40338118
Volume 63
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