Diagnostic accuracy of eNose 'breathprints' for therapeutic drug monitoring of Tacrolimus trough levels in lung transplantation

Journal of breath research(2023)

引用 0|浏览8
暂无评分
摘要
In order to prevent long-term immunity-related complications after lung transplantation, close monitoring of immunosuppressant levels using therapeutic drug monitoring (TDM) is paramount. Novel electronic nose (eNose) technology may be a non-invasive alternative to the current invasive procedures for TDM. We investigated the diagnostic and categorization capacity of eNose breathprints for Tacrolimus trough blood plasma levels (TACtrough) in lung transplant recipients (LTRs). We performed eNose measurements in stable LTR attending the outpatient clinic. We evaluated (1) the correlation between eNose measurements and TAC(trough), (2) the diagnostic capacity of eNose technology for TAC(trough), and (3) the accuracy of eNose technology for categorization of TAC(trough) into three clinically relevant categories (low: <7 mu g ml(-1), medium: 7-10 mu g ml(-1), and high: >10 mu g ml(-1)). A total of 186 measurements from 86 LTR were included. There was a weak but statistically significant correlation (r = 0.21, p = 0.004) between the eNose measurements and TACtrough. The root mean squared error of prediction for the diagnostic capacity was 3.186 in the training and 3.131 in the validation set. The accuracy of categorization ranged between 45%-63% for the training set and 52%-69% in the validation set. There is a weak correlation between eNose breathprints and TACtrough in LTR. However, the diagnostic as well as categorization capacity for TACtrough using eNose breathprints is too inaccurate to be applicable in TDM.
更多
查看译文
关键词
lung transplantation,therapeutic drug monitoring,electronic nose
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要