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Bayesian informative dropout model for longitudinal binary data with random effects using conditional and joint modeling approaches.使用条件和联合建模方法的具有随机效应的纵向二元数据的贝叶斯信息缺失模型。
Biom J. 2016 May;58(3):549-69. doi: 10.1002/bimj.201400064. Epub 2015 Oct 15.
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Impact of missing data mechanism on the estimate of change: a case study on cognitive function and polypharmacy among older persons.缺失数据机制对变化估计的影响:老年人认知功能和多种药物治疗的案例研究。
Clin Epidemiol. 2015 Feb 4;7:169-80. doi: 10.2147/CLEP.S72918. eCollection 2015.
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Health outcomes associated with polypharmacy in community-dwelling older adults: a systematic review.社区居住老年人多重用药相关的健康结局:一项系统综述
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不同痴呆症诊断与药物使用之间的纵向关联,共同考虑辍学因素。

Longitudinal associations between different dementia diagnoses and medication use jointly accounting for dropout.

机构信息

Department of Internal Medicine,Yale School of Medicine,New Haven,Connecticut,USA.

Yale Center for Medical Informatics,Yale School of Medicine,New Haven,Connecticut,USA.

出版信息

Int Psychogeriatr. 2018 Oct;30(10):1477-1487. doi: 10.1017/S1041610218000017. Epub 2018 Apr 18.

DOI:10.1017/S1041610218000017
PMID:29667565
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6193871/
Abstract

UNLABELLED

ABSTRACTBackground:Longitudinal studies of older adults are characterized by high dropout rates, multimorbid conditions, and multiple medication use, especially proximal to death. We studied the association between multiple medication use and incident dementia diagnoses including Alzheimer's disease (AD), vascular dementia (VD), and Lewy-body dementia (LBD), simultaneously accounting for dropout.

METHODS

Using the National Alzheimer's Coordinating Center data with three years of follow-up, a set of covariate-adjusted models that ignore dropout was fit to complete-case data, and to the whole-cohort data. Additionally, covariate-adjusted joint models with shared random effects accounting for dropout were fit to the whole-cohort data. Multiple medication use was defined as polypharmacy (⩾ five medications), hyperpolypharmacy (⩾ ten medications), and total number of medications.

RESULTS

Incident diagnoses were 2,032 for AD, 135 for VD, and 139 for LBD. Percentages of dropout at the end of follow-up were as follows: 71.8% for AD, 81.5% for VD, and 77.7% for LBD. The odds ratio (OR) estimate for hyperpolypharmacy among those with LBD versus AD was 2.19 (0.78, 6.15) when estimated using complete-case data and 3.00 (1.66, 5.40) using whole-cohort data. The OR reduced to 1.41 (0.76, 2.64) when estimated from the joint model accounting for dropout. The OR for polypharmacy using complete-case data differed from the estimates using whole-cohort data. The OR for dementia diagnoses on total number of medications was similar, but non-significant when estimated using complete-case data.

CONCLUSION

Reasons for dropout should be investigated and appropriate statistical methods should be applied to reduce bias in longitudinal studies among high-risk dementia cohorts.

摘要

未加标签

摘要

背景

对老年人进行的纵向研究具有较高的辍学率、多种合并症和多种药物使用的特点,尤其是在接近死亡时。我们研究了多种药物使用与同时考虑辍学的痴呆症诊断(包括阿尔茨海默病[AD]、血管性痴呆[VD]和路易体痴呆[LBD])之间的关联。

方法

使用国家阿尔茨海默病协调中心的数据,随访三年,拟合了一套忽略辍学的协变量调整模型,用于完整病例数据和整个队列数据。此外,还拟合了协变量调整的联合模型,这些模型具有共享随机效应,可考虑辍学情况,适用于整个队列数据。多种药物使用的定义为多药治疗(≥ 5 种药物)、超多药治疗(≥ 10 种药物)和总用药数量。

结果

AD 的发病率为 2032 例,VD 为 135 例,LBD 为 139 例。随访结束时的辍学率如下:AD 为 71.8%,VD 为 81.5%,LBD 为 77.7%。在使用完整病例数据估计时,LBD 与 AD 相比,超多药治疗的优势比(OR)估计值为 2.19(0.78,6.15),而在使用整个队列数据估计时,OR 为 3.00(1.66,5.40)。当从考虑辍学的联合模型中进行估计时,OR 降低至 1.41(0.76,2.64)。使用完整病例数据估计的多药治疗 OR 与使用整个队列数据估计的结果不同。使用完整病例数据估计的痴呆诊断总数药物的 OR 相似,但无统计学意义。

结论

应调查辍学的原因,并应用适当的统计方法,以减少高危痴呆队列的纵向研究中的偏差。