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Benefits and pitfalls of pooling datasets from comparable observational studies: combining US and Dutch nursing home studies.

机译:来自可比较的观察性研究的合并数据集的好处和陷阱:结合美国和荷兰的疗养院研究。

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摘要

Different research groups sometimes carry out comparable studies. Combining the data can make it possible to address additional research questions, particularly for small observational studies such as those frequently seen in palliative care research. We present a systematic approach to pool individual subject data from observational studies that addresses differences in research design, illustrating the approach with two prospective observational studies on treatment and outcomes of lower respiratory tract infection in US and Dutch nursing home residents. Benefits of pooling individual subject data include enhanced statistical power, the ability to compare outcomes and validate models across sites or settings, and opportunities to develop new measures. In our pooled dataset, we were able to evaluate treatments and end-of-life decisions for comparable patients across settings, which suggested opportunities to improve care. In addition, greater variation in participants and treatments in the combined dataset allowed for subgroup analyses and interaction hypotheses, but required more complex analytic methods. Pitfalls included the large amount of time required for equating study procedures and variables and the need for additional funding.
机译:不同的研究小组有时会进行可比的研究。合并数据可以解决其他研究问题,尤其是对于小型观察性研究,例如在姑息治疗研究中经常看到的那些研究。我们提出了一种系统的方法来汇总来自观察性研究的个体受试者数据,以解决研究设计中的差异,并通过两项前瞻性观察性研究说明该方法,该方法涉及美国和荷兰养老院居民下呼吸道感染的治疗和预后。合并单个主题数据的好处包括增强的统计能力,跨站点或设置比较结果和验证模型的能力以及开发新度量的机会。在我们的汇总数据集中,我们能够评估不同环境中可比患者的治疗方法和生命周期决定,这为改善护理提供了机会。此外,组合数据集中参与者和治疗的较大差异允许进行亚组分析和相互作用假设,但需要更复杂的分析方法。陷阱包括使研究程序和变量均等所需的大量时间以及额外资金的需求。

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