Suppr超能文献

FAERS 数据库的标准化:一种手动重新编码药物名称变体的系统方法。

Standardisation of the FAERS database: a systematic approach to manually recoding drug name variants.

作者信息

Wong Carmen K, Ho Samuel S, Saini Bandana, Hibbs David E, Fois Romano A

机构信息

Faculty of Pharmacy A15, University of Sydney, Sydney, New South Wales, Australia.

出版信息

Pharmacoepidemiol Drug Saf. 2015 Jul;24(7):731-7. doi: 10.1002/pds.3805. Epub 2015 May 27.

Abstract

PURPOSE

The US Food and Drug Administration Adverse Event Reporting System (FAERS), one of the world's largest spontaneous reporting systems, is difficult to use because of report duplication and a lack of standardisation in the recording of drug names. Unresolved data quality issues may distort statistical analyses, rendering the results difficult to interpret when detecting and monitoring adverse effects of pharmaceutical products. The aim of this study was to develop and implement a data cleaning protocol to identify and resolve drug nomenclature issues. The key 'data treatment' plan involved standardising drug names held in the FAERS database.

METHODS

Four million five hundred and six thousand five hundred and seventy-seven. Individual Safety Reports submitted to the FAERS between 1 January 2003 and 31 August 2012 were included for this study. OpenRefine was used to standardise drug name variants in the database such that they were consistent with international non-proprietary nomenclature defined by the World Health Organisation Anatomical Therapeutic Chemical classification. Drug variants where generic constituents could not be confidently determined, undecipherable drug names and non-medicinal products were retained verbatim.

RESULTS

After the standardisation process, more than 16 611 916 drug entries were cleaned to their relevant international non-proprietary name. The cleaned drug table comprised 71 858 drug name variants and includes both standardised and original terms. Ninety-nine per cent of drug names was standardised using this method.

CONCLUSIONS

The millions of reports enclosed in the FAERS contain valuable information that is of interest to pharmacovigilance, toxicology and post-marketing surveillance researchers. With the standardisation of the drug nomenclature, the database can be better utilised by research groups around the world.

摘要

目的

美国食品药品监督管理局不良事件报告系统(FAERS)是全球最大的自发报告系统之一,由于报告重复以及药品名称记录缺乏标准化,该系统难以使用。未解决的数据质量问题可能会扭曲统计分析结果,导致在检测和监测药品不良反应时难以解读结果。本研究的目的是制定并实施数据清理方案,以识别和解决药品命名问题。关键的“数据处理”计划包括对FAERS数据库中的药品名称进行标准化。

方法

纳入2003年1月1日至2012年8月31日期间提交给FAERS的4506577份个人安全报告。使用OpenRefine对数据库中的药品名称变体进行标准化,使其与世界卫生组织解剖治疗化学分类定义的国际非专利名称一致。对于无法确定通用成分的药品变体、无法解读的药品名称和非药品产品,按原文保留。

结果

标准化处理后,超过16611916条药品记录被清理为相关的国际非专利名称。清理后的药品表包含71858个药品名称变体,包括标准化术语和原始术语。使用该方法99%的药品名称得到了标准化。

结论

FAERS中的数百万份报告包含了对药物警戒、毒理学和上市后监测研究人员有价值的信息。通过药品命名的标准化,全球的研究团队可以更好地利用该数据库。

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验