Time Series Methods to Assess the Impact of Regulatory Action: A Study of UK Primary Care and Hospital Data on the Use of Fluoroquinolones.

IF 2.4 4区 医学 Q3 PHARMACOLOGY & PHARMACY Pharmacoepidemiology and Drug Safety Pub Date : 2024-10-01 DOI:10.1002/pds.70022
Yuchen Guo, Berta Raventós, Martí Català, Leena Elhussein, Kim López-Güell, Eng Hooi Tan, Albert Prats-Uribe, Daniel Dedman, Wai Yi Man, Hezekiah Omulo, Antonella Delmestri, Jennifer C E Lane, Usama Rahman, Xavier L Griffin, Chuang Gao, Christian Cole, Patrick Batty, John Connelly, Helen Booth, Alison Cave, Katherine Donegan, Daniel Prieto-Alhambra, Edward Burn, Annika M Jödicke
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Abstract

Purpose: To illustrate the interest in using interrupted time series (ITS) methods, this study evaluated the impact of the UK MHRA's March 2019 Risk Minimisation Measures (RMM) on fluoroquinolone usage.

Methods: Monthly and quarterly fluoroquinolone use incidence rates from 2012 to 2022 were analysed across hospital care (Barts Health NHS Trust), primary care (Clinical Practice Research Datalink (CPRD) Aurum and CPRD GOLD), and linked records from both settings (East Scotland). Rates were stratified by age (19-59 and ≥ 60 years old). Seasonality-adjusted segmented regression and ARIMA models were employed to model quarterly and monthly rates, respectively.

Results: Post-RMM, with segmented regression, both age groups in Barts Health experienced nearly complete reductions (> 99%); CPRD Aurum saw 20.19% (19-59) and 19.29% ( $$ \ge $$  60) reductions; no significant changes in CPRD GOLD; East Scotland had 45.43% (19-59) and 41.47% ( $$ \ge $$  60) decreases. Slope analysis indicated increases for East Scotland (19-59) and both CPRD Aurum groups, but a decrease for CPRD GOLD's $$ \ge $$  60; ARIMA detected significant step changes in CPRD GOLD not identified by segmented regression and noted a significant slope increase in Barts Health's 19-59 group. Both models showed no post-modelling autocorrelations across databases, yet Barts Health's residuals were non-normally distributed with non-constant variance.

Conclusions: Both segmented regression and ARIMA confirmed the reduction of fluoroquinolones use after RMM across four different UK primary care and hospital databases. Model diagnostics showed good performance in eliminating residual autocorrelation for both methods. However, diagnostics for hospital databases with low incident use revealed the presence of heteroscedasticity and non-normal white noise using both methods.

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评估监管行动影响的时间序列方法:英国使用氟喹诺酮类药物的初级保健和医院数据研究》。
目的:为说明使用间断时间序列(ITS)方法的意义,本研究评估了英国 MHRA 2019 年 3 月的风险最小化措施(RMM)对氟喹诺酮类药物使用的影响:分析了 2012 年至 2022 年期间每月和每季度氟喹诺酮类药物的使用发生率,包括医院护理(Barts Health NHS Trust)、初级护理(Clinical Practice Research Datalink (CPRD) Aurum 和 CPRD GOLD)以及来自这两种环境的关联记录(东苏格兰)。发病率按年龄分层(19-59 岁和≥ 60 岁)。采用季节性调整的分段回归模型和ARIMA模型分别对季度和月度发病率进行建模:RMM后,通过分段回归,Barts Health的两个年龄组几乎完全下降(> 99%);CPRD Aurum下降了20.19%(19-59岁)和19.29%(≥ $ \ge $ 60岁);CPRD GOLD无显著变化;东苏格兰下降了45.43%(19-59岁)和41.47%(≥ $ \ge $ 60岁)。斜率分析表明,东苏格兰(19-59 岁)和 CPRD Aurum 两组的斜率均有所上升,但 CPRD GOLD ≥ $ \ge $ 60 组的斜率有所下降;ARIMA 发现了分段回归未发现的 CPRD GOLD 的显著阶跃变化,并注意到 Barts Health 的 19-59 岁组的斜率显著上升。两个模型均未显示各数据库建模后的自相关性,但 Barts Health 的残差为非正态分布,方差不恒定:在英国四个不同的初级保健和医院数据库中,分段回归和ARIMA都证实了RMM后氟喹诺酮类药物使用的减少。模型诊断显示,这两种方法在消除残余自相关性方面表现良好。不过,对使用率较低的医院数据库进行诊断时发现,这两种方法都存在异方差和非正态白噪声。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
7.70%
发文量
173
审稿时长
3 months
期刊介绍: The aim of Pharmacoepidemiology and Drug Safety is to provide an international forum for the communication and evaluation of data, methods and opinion in the discipline of pharmacoepidemiology. The Journal publishes peer-reviewed reports of original research, invited reviews and a variety of guest editorials and commentaries embracing scientific, medical, statistical, legal and economic aspects of pharmacoepidemiology and post-marketing surveillance of drug safety. Appropriate material in these categories may also be considered for publication as a Brief Report. Particular areas of interest include: design, analysis, results, and interpretation of studies looking at the benefit or safety of specific pharmaceuticals, biologics, or medical devices, including studies in pharmacovigilance, postmarketing surveillance, pharmacoeconomics, patient safety, molecular pharmacoepidemiology, or any other study within the broad field of pharmacoepidemiology; comparative effectiveness research relating to pharmaceuticals, biologics, and medical devices. Comparative effectiveness research is the generation and synthesis of evidence that compares the benefits and harms of alternative methods to prevent, diagnose, treat, and monitor a clinical condition, as these methods are truly used in the real world; methodologic contributions of relevance to pharmacoepidemiology, whether original contributions, reviews of existing methods, or tutorials for how to apply the methods of pharmacoepidemiology; assessments of harm versus benefit in drug therapy; patterns of drug utilization; relationships between pharmacoepidemiology and the formulation and interpretation of regulatory guidelines; evaluations of risk management plans and programmes relating to pharmaceuticals, biologics and medical devices.
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