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Methodological framework to identify possible adverse drug reactions using population-based administrative data

机译:使用基于人群的行政数据确定可能的药物不良反应的方法框架

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>Purpose: We present a framework for detecting possible adverse drug reactions (ADRs) using the Utah Medicaid administrative data. We examined four classes of ADRs associated with treatment of dementia by acetylcholinesterase inhibitors (AChEIs): known reactions (gastrointestinal, psychological disturbances), potential reactions (respiratory disturbance), novel reactions (hepatic, hematological disturbances), and death. >Methods: Our cohort design linked drug utilization data to medical claims from Utah Medicaid recipients. We restricted the analysis to 50 years-old and older beneficiaries diagnosed with dementia-related diseases. We compared patients treated with AChEI to patients untreated with anti-dementia medication therapy. We attempted to remove confounding by establishing propensity-score-matched cohorts for each outcome investigated; we then evaluated the effects of drug treatment by conditional multivariable Cox-proportional-hazard regression. Acute and transient effects were evaluated by a crossover design using conditional logistic regression. >Results: Propensity-matched analysis of expected reactions revealed that AChEI treatment was associated with gastrointestinal episodes (Hazard Ratio [HR]: 2.02; 95%CI: 1.28-3.2), but not psychological episodes, respiratory disturbance, or death. Among the unexpected reactions, the risk of hematological episodes was higher (HR: 2.32; 95%CI: 1.47-3.6) in patients exposed to AChEI. AChEI exposure was not associated with an increase in hepatic episodes. We also noted a trend, identified in the case-crossover design, toward increase odds of experiencing acute hematological events during AChEI exposure (Odds Ratio: 3.0; 95% CI: 0.97 - 9.3). >Conclusions: We observed an expected association between AChEIs treatment and gastrointestinal disturbances and detected a signal of possible hematological ADR after treatment with AChEIs in this pilot study. Using this analytic framework may raise awareness of potential ADEs and generate hypotheses for future investigations. Early findings, or signal detection, are considered hypothesis generating since confirmatory studies must be designed to determine if the signal represents a true drug safety problem.
机译:>目的:我们提供了使用犹他州医疗补助管理数据检测可能的药物不良反应(ADR)的框架。我们研究了与乙酰胆碱酯酶抑制剂(AChEI)治疗痴呆症相关的四类ADR:已知反应(胃肠道,心理障碍),潜在反应(呼吸道障碍),新型反应(肝,血液学障碍)和死亡。 >方法:我们的队列设计将药物利用数据与犹他州医疗补助接受者的医疗要求联系起来。我们将分析仅限于50岁及以上被诊断患有痴呆症相关疾病的受益人。我们将接受AChEI治疗的患者与未接受抗痴呆药物治疗的患者进行了比较。我们试图通过为每个调查结果建立倾向得分匹配的队列来消除混淆。然后,我们通过条件多变量Cox比例风险回归评估了药物治疗的效果。通过使用条件逻辑回归的交叉设计评估急性和短暂效应。 >结果:对预期反应的倾向匹配分析显示,AChEI治疗与胃肠道发作相关(危险比[HR]:2.02; 95%CI:1.28-3.2),但与心理发作,呼吸系统不适无关或死亡。在意外反应中,暴露于AChEI的患者发生血液学发作的风险更高(HR:2.32; 95%CI:1.47-3.6)。 AChEI暴露与肝发作增加无关。我们还注意到在病例交叉设计中发现了一种趋势,即在AChEI暴露期间发生急性血液学事件的几率增加(几率:3.0; 95%CI:0.97-9.3)。 >结论:在这项初步研究中,我们观察到AChEIs治疗与胃肠道紊乱之间存在预期关联,并检测到用AChEIs治疗后血液学ADR的信号。使用此分析框架可能会提高对潜在ADE的认识,并为将来的调查生成假设。早期发现或信号检测被认为是假设的产生,因为必须进行确认性研究来确定信号是否代表真正的药物安全性问题。

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