Predictive performance of single-trough Bayesian estimation for vancomycin across body mass index categories using Practical Antimicrobial Therapeutic Drug Monitoring (PAT) version 4.0.

IF 1.7 4区 医学 Q3 INFECTIOUS DISEASES
Kaori Arai, Kengo Ohashi, Yasutaka Shinoda, Nao Hotta, Tomoko Matsuoka, Reiko Yano, Eiseki Usami
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Abstract

Background: This study evaluated whether body mass index (BMI) affects the predictive performance of single-trough Bayesian estimation for vancomycin (VCM) using Practical Antimicrobial Therapeutic Drug Monitoring (PAT) version 4.0.

Methods: This retrospective single-center study included adult patients who received VCM between April 2020 and March 2023 with at least two trough concentrations measured. Patients were categorized as underweight (BMI <18.5 kg/m2), normal-weight (18.5 ≤ BMI <25 kg/m2), or overweight (BMI ≥25 kg/m2). Using posterior parameters from the initial therapeutic drug monitoring (TDM) assessment, the second trough was predicted and compared with the observed value. Predictive performance was assessed by mean prediction error (ME), mean absolute error (MAE), and Spearman's rank correlation. Prediction deviation was defined as an observed-to-predicted ratio outside 0.8-1.2; associated factors were identified by logistic regression. Sensitivity analyses used continuous BMI, restriction to patients with stable renal function, and ΔSCr instead of ΔCLcr.

Results: Among 190 patients (45 underweight, 101 normal-weight, 44 overweight), BMI ranged from 14.2 to 49.3 kg/m2, with 18 patients ≥30 kg/m2 and 7 ≥35 kg/m2. ME and MAE did not differ among BMI groups; correlation coefficients were 0.595, 0.617, and 0.711. Overall, 37.4% showed prediction deviation. Deviation was associated with variation in renal function, but not with BMI category, and this pattern persisted in sensitivity analyses.

Conclusions: In this cohort, BMI did not significantly affect the predictive performance of single-trough Bayesian estimation. Clinically relevant deviations occurred in approximately one-third of patients, indicating limitations of single-trough prediction, particularly when renal function is unstable.

使用实用抗菌治疗药物监测(PAT) 4.0版本对万古霉素在体重指数类别中的单槽贝叶斯估计的预测性能
背景:本研究使用实用抗菌治疗药物监测(PAT) 4.0版本评估体重指数(BMI)是否影响万古霉素(VCM)单槽贝叶斯估计的预测性能。方法:本回顾性单中心研究纳入了在2020年4月至2023年3月期间接受VCM的成年患者,并测量了至少两个谷浓度。患者被分为体重过轻(BMI 2)、体重正常(18.5≤BMI 2)和超重(BMI≥25kg /m2)。利用初始治疗药物监测(TDM)评估的后验参数,预测第二个低谷,并与观测值进行比较。通过平均预测误差(ME)、平均绝对误差(MAE)和Spearman秩相关来评估预测性能。预测偏差定义为0.8-1.2以外的观测与预测之比;通过logistic回归分析确定相关因素。敏感性分析采用连续BMI,对肾功能稳定的患者进行限制,用ΔSCr代替ΔCLcr。结果:190例患者(体重过轻45例,正常101例,超重44例),BMI范围为14.2 ~ 49.3 kg/m2,≥30 kg/m2 18例,≥35 kg/m2 7例。BMI组间ME和MAE无差异;相关系数分别为0.595、0.617、0.711。总体上有37.4%的预测偏差。偏差与肾功能变化有关,但与BMI类别无关,这种模式在敏感性分析中持续存在。结论:在该队列中,BMI对单槽贝叶斯估计的预测性能没有显著影响。大约三分之一的患者出现临床相关偏差,这表明单槽预测的局限性,特别是当肾功能不稳定时。
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来源期刊
Journal of Infection and Chemotherapy
Journal of Infection and Chemotherapy INFECTIOUS DISEASES-PHARMACOLOGY & PHARMACY
CiteScore
4.10
自引率
4.50%
发文量
303
审稿时长
47 days
期刊介绍: The Journal of Infection and Chemotherapy (JIC) — official journal of the Japanese Society of Chemotherapy and The Japanese Association for Infectious Diseases — welcomes original papers, laboratory or clinical, as well as case reports, notes, committee reports, surveillance and guidelines from all parts of the world on all aspects of chemotherapy, covering the pathogenesis, diagnosis, treatment, and control of infection, including treatment with anticancer drugs. Experimental studies on animal models and pharmacokinetics, and reports on epidemiology and clinical trials are particularly welcome.
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