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基于发病时间的信号检测:将一种新方法从自发报告扩展到观察性研究

Signal detection based on time-to-onset: extending a new method from spontaneous reports to observational studies.

作者信息

Van Holle Lionel, Tavares Da Silva Fernanda, Bauchau Vincent

机构信息

Vaccines Clinical Safety and Pharmacovigilance, GlaxoSmithKline Vaccines, Wavre, Belgium.

出版信息

Pharmacoepidemiol Drug Saf. 2014 Aug;23(8):849-58. doi: 10.1002/pds.3669. Epub 2014 Jun 19.

DOI:10.1002/pds.3669
PMID:24946233
Abstract

PURPOSE

A proof-of-concept study has previously highlighted the added value of a method using time-to-onset (TTO) for quantitative and non-parametric signal detection on spontaneous report data. The aim of this study was to assess the added value of this new TTO signal detection method adapted to observational studies.

METHODS

For each adverse event collected during the conduct of an observational study of H1N1 pandemic influenza vaccine, the TTO distribution was tested against the 'follow-up distribution' from vaccination to 'lost to follow-up' by a Kolmogorov-Smirnov test. Events rejecting the null hypothesis of similar distribution were flagged as signals, and a safety physician evaluated their relevance for further medical assessment. We simulated ongoing surveillance by performing retrospective weekly signal detection based on TTO.

RESULTS

The TTO method detected 21, 15 and 4 signals within a 30-day period post-dose 1 with confidence levels set at 90%, 95% and 99%, respectively. Of these signals, 14 (67%), 10 (67%) and 2 (50%) were considered as relevant. Among the 14, six had not been identified by previous signal detection activities. When performed weekly, the Kolmogorov-Smirnov test detected 26 events as signals (alpha = 0.05). Three weeks after first participant first dose, one of the six new signals could theoretically have been detected.

CONCLUSIONS

This study provided evidence that the Kolmogorov-Smirnov method can screen all TTO distributions and objectively flag the unexpected, leading to earlier detection of signals, and thus potential safety issues.

摘要

目的

一项概念验证研究先前强调了一种使用发病时间(TTO)对自发报告数据进行定量和非参数信号检测的方法的附加价值。本研究的目的是评估这种适用于观察性研究的新型TTO信号检测方法的附加价值。

方法

在一项关于甲型H1N1流感大流行疫苗的观察性研究中,对于收集到的每一例不良事件,通过柯尔莫哥洛夫-斯米尔诺夫检验将TTO分布与从接种疫苗到“失访”的“随访分布”进行比较。拒绝相似分布零假设的事件被标记为信号,由一名安全医师评估其对于进一步医学评估的相关性。我们通过基于TTO进行回顾性每周信号检测来模拟持续监测。

结果

在第1剂接种后30天内,TTO方法分别在置信水平设定为90%、95%和99%时检测到21个、15个和4个信号。在这些信号中,14个(67%)、10个(67%)和2个(50%)被认为具有相关性。在这14个信号中,有6个此前的信号检测活动未识别出。每周进行检测时,柯尔莫哥洛夫-斯米尔诺夫检验检测到26个事件为信号(α = 0.05)。在第一名参与者接种第1剂疫苗三周后,理论上六个新信号中的一个本可被检测到。

结论

本研究提供了证据,表明柯尔莫哥洛夫-斯米尔诺夫方法可筛查所有TTO分布,并客观地标记出意外情况,从而更早地检测到信号,进而发现潜在的安全问题。

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