Department of Internal Medicine, Section of Geriatrics, Yale School of Medicine, New Haven, CT; Department of Biostatistics, Yale School of Public Health, New Haven, CT.
Department of Internal Medicine, Section of Geriatrics, Yale School of Medicine, New Haven, CT.
Ann Epidemiol. 2019 Sep;37:24-30. doi: 10.1016/j.annepidem.2019.08.001. Epub 2019 Aug 9.
We define personalized concurrent risk (PCR) as the subject-specific probability of an index outcome within a defined interval of time, while currently at risk for a separate outcome, where the outcomes are not mutually exclusive and can be jointly modeled with a shared random intercept. We further define typical concurrent risk as the risk obtained by setting the random intercept to null.
Drawing data from the Medical Expenditure Panel Survey (cohorts 2008-2013), we jointly model limitations in social activity and mobility over two years among older community-dwelling persons with both hypertension and chronic obstructive pulmonary disease. The joint model uses inverse probability of treatment weighting based on each participant's baseline propensity of polypharmacy (≥5 classes of medication).
Even among participants with the same covariates, older persons with multiple chronic conditions exhibit wide-ranging heterogeneity of the treatment effect from polypharmacy, a risk factor for negative health outcomes among older persons. The magnitude of the PCRs is dominated by the value of the subject-specific random effect.
Estimates of PCR and typical concurrent risk can be calculated from national or institutional data sets and may facilitate the practice of personalized care for older patients with multiple chronic conditions.
我们将个性化同时发生风险(PCR)定义为在特定时间段内,针对特定个体,在存在其他风险的情况下,发生某一特定结果的概率。其中,这些结果并非相互排斥,可以通过共享随机截距共同建模。我们进一步将典型同时发生风险定义为将随机截距设置为零所获得的风险。
从医疗支出调查(2008-2013 年队列)中提取数据,我们联合建模了两年内患有高血压和慢性阻塞性肺疾病的老年社区居民的社会活动和移动能力受限情况。该联合模型使用基于每个参与者的多药治疗倾向(≥5 类药物)的治疗逆概率加权。
即使在具有相同协变量的参与者中,患有多种慢性疾病的老年人,其多药治疗的治疗效果也存在很大的个体差异,而多药治疗是老年人健康不良后果的一个风险因素。PCR 的幅度主要由个体特定的随机效应值决定。
可以从国家或机构数据集计算 PCR 和典型同时发生风险的估计值,这可能有助于为患有多种慢性疾病的老年患者提供个性化护理。