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基于 12 导联心电图和连续心电图数据不良反应信号的数据驱动药物致 QT 间期延长监测。

Data-driven drug-induced QT prolongation surveillance using adverse reaction signals derived from 12-lead and continuous electrocardiogram data.

机构信息

Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, Gyeonggi-do, Republic of Korea.

BUD.on Inc, Jeonju, Jeollabuk-do, Republic of Korea.

出版信息

PLoS One. 2022 Jan 31;17(1):e0263117. doi: 10.1371/journal.pone.0263117. eCollection 2022.

DOI:10.1371/journal.pone.0263117
PMID:35100302
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8803188/
Abstract

Drug-induced QT prolongation is one of the most common side effects of drug use and can cause fatal outcomes such as sudden cardiac arrest. This study adopts the data-driven approach to assess the QT prolongation risk of all the frequently used drugs in a tertiary teaching hospital using both standard 12-lead ECGs and intensive care unit (ICU) continuous ECGs. We used the standard 12-lead ECG results (n = 1,040,752) measured in the hospital during 1994-2019 and the continuous ECG results (n = 4,835) extracted from the ICU's patient-monitoring devices during 2016-2019. Based on the drug prescription frequency, 167 drugs were analyzed using 12-lead ECG data under the case-control study design and 60 using continuous ECG data under the retrospective cohort study design. Whereas the case-control study yielded the odds ratio, the cohort study generated the hazard ratio for each candidate drug. Further, we observed the possibility of inducing QT prolongation in 38 drugs in the 12-lead ECG analysis and 7 drugs in the continuous ECG analysis. The seven drugs (vasopressin, vecuronium, midazolam, levetiracetam, ipratropium bromide, nifedipine, and chlorpheniramine) that showed a significantly higher risk of QT prolongation in the continuous ECG analysis were also identified in the 12-lead ECG data analysis. The use of two different ECG sources enabled us to confidently assess drug-induced QT prolongation risk in clinical practice. In this study, seven drugs showed QT prolongation risk in both study designs.

摘要

药物引起的 QT 间期延长是药物使用中最常见的副作用之一,可导致致命后果,如心搏骤停。本研究采用数据驱动的方法,使用标准 12 导联心电图和重症监护病房(ICU)连续心电图评估三级教学医院中所有常用药物的 QT 延长风险。我们使用了 1994-2019 年医院测量的标准 12 导联心电图结果(n=1040752)和 2016-2019 年从 ICU 患者监测设备中提取的连续心电图结果(n=4835)。根据药物处方频率,使用 12 导联心电图数据对 167 种药物进行了分析,并使用连续心电图数据对 60 种药物进行了回顾性队列研究设计分析。病例对照研究得出了比值比,队列研究为每种候选药物生成了危害比。此外,我们观察到在 12 导联心电图分析中有 38 种药物和连续心电图分析中有 7 种药物有引起 QT 延长的可能性。在连续心电图分析中显示 QT 延长风险显著增加的七种药物(加压素、维库溴铵、咪达唑仑、左乙拉西坦、异丙托溴铵、硝苯地平、氯苯那敏)在 12 导联心电图数据分析中也被识别出来。使用两种不同的心电图源,使我们能够在临床实践中自信地评估药物引起的 QT 延长风险。在这项研究中,两种研究设计都显示出七种药物具有 QT 延长风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/8803188/e08bd43058cb/pone.0263117.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/8803188/fb189a44d271/pone.0263117.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/8803188/e08bd43058cb/pone.0263117.g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/8803188/fb189a44d271/pone.0263117.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c15b/8803188/e08bd43058cb/pone.0263117.g002.jpg

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Sci Rep. 2021 Mar 25;11(1):6918. doi: 10.1038/s41598-021-86321-z.
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