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抗生素诱发的肺栓塞:使用数据挖掘算法对美国食品药品监督管理局不良事件报告系统数据库进行的不成比例性分析。

Antibiotics-induced pulmonary embolism: A disproportionality analysis in Food and Drug Administration database of Adverse Event Reporting System using data mining algorithms.

作者信息

Adusumilli Pramod Kumar, Begum Foujia, Sangnure Ankita Ashok, George Jeesa

机构信息

Department of Pharmacy Practice, Faculty of Pharmacy, M. S. Ramaiah University of Applied Sciences, Bengaluru, Karnataka, India.

出版信息

Perspect Clin Res. 2025 Jan-Mar;16(1):44-49. doi: 10.4103/picr.picr_10_24. Epub 2024 Sep 13.

Abstract

BACKGROUND

Antibiotics are among the most commonly prescribed drugs. Unnecessary use of antibiotics is particularly concerning because antibiotics may be associated with a number of adverse drug events.

AIM

The study was designed to detect the association between pulmonary embolism and antibiotics by disproportionality analysis in the Food and Drug Administration database of Adverse Event Reporting System (FAERS) using data mining algorithms (DMAs).

MATERIALS AND METHODS

A retrospective case/noncase disproportionality analysis was performed in the FAERS database. This study was based on adverse events (AEs) reported to FAERS from 2004 Q1 to 2022 Q3. Reporting odds ratio (ROR), proportional reporting ratio (PRR), and information component (IC) were applied to measure the disproportionality in reporting. A positive signal of increased AE risk was defined as ROR >1, Chi-square >4, PRR R2 with the number of cases >3, and IC >0.

RESULTS

Total AEs in the FAERS database from 2004 Q1 to 2022 Q3 were found to be 26,555,430. Among which 80,809 reports of pulmonary embolism were considered. The same were selected for further analysis which showed that 11 antibiotics were reported for pulmonary embolism. The number of reports for minocycline, chloramphenicol, and moxifloxacin was found to be 113, 14, and 179. A significant potential signal was noted for minocycline (ROR - 2.87, Chi-square - 135.95, IC - 1.22), chloramphenicol (ROR - 3.35, Chi-square - 22.80, IC - 0.77), and moxifloxacin (ROR - 2.08, Chi-square - 99.37, IC - 0.83).

CONCLUSION

This study found a statistically significant increased risk of reporting pulmonary embolism with minocycline, chloramphenicol, and moxifloxacin, although a causal relation cannot be definitively established.

摘要

背景

抗生素是最常被处方的药物之一。抗生素的不必要使用尤其令人担忧,因为抗生素可能与许多药物不良事件有关。

目的

本研究旨在通过使用数据挖掘算法(DMA)对美国食品药品监督管理局不良事件报告系统(FAERS)数据库进行不成比例分析,检测肺栓塞与抗生素之间的关联。

材料与方法

在FAERS数据库中进行回顾性病例/非病例不成比例分析。本研究基于2004年第一季度至2022年第三季度向FAERS报告的不良事件(AE)。应用报告比值比(ROR)、比例报告比值(PRR)和信息成分(IC)来衡量报告中的不成比例性。AE风险增加的阳性信号定义为ROR>1、卡方>4、PRR R²且病例数>3以及IC>0。

结果

发现2004年第一季度至2022年第三季度FAERS数据库中的总AE为26,555,430例。其中考虑了80,809份肺栓塞报告。对这些报告进行进一步分析,结果显示有11种抗生素与肺栓塞有关。米诺环素、氯霉素和莫西沙星的报告数量分别为113份、14份和179份。米诺环素(ROR - 2.87,卡方 - 135.95,IC - 1.22)、氯霉素(ROR - 3.35,卡方 - 22.80,IC - 0.77)和莫西沙星(ROR - 2.08,卡方 - 99.37,IC - 0.83)出现显著的潜在信号。

结论

本研究发现,使用米诺环素、氯霉素和莫西沙星报告肺栓塞的风险在统计学上显著增加,尽管无法明确建立因果关系。

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