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基于加拿大老龄化纵向研究开发并内部验证一种预测医疗利用的多病种指数。

Development and internal validation of a multimorbidity index that predicts healthcare utilisation using the Canadian Longitudinal Study on Aging.

机构信息

Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CRCHUM), Montreal, Québec, Canada.

Department of Medicine, Université de Montréal, Montreal, Québec, Canada.

出版信息

BMJ Open. 2020 Apr 1;10(4):e033974. doi: 10.1136/bmjopen-2019-033974.

DOI:10.1136/bmjopen-2019-033974
PMID:32241787
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7170639/
Abstract

OBJECTIVES

We aimed to develop and internally validate a measure of multimorbidity burden using data from the Canadian Longitudinal Study on Aging (CLSA).

DESIGN

Data from 40 264 CLSA participants (52% men) aged 45-85 years (a mean of 63 years) were analysed. We used logistic regression models to predict overnight hospitalisation in the last 12 months in the development dataset (random two-thirds of the total) and used these to construct 10 multimorbidity indices (5 models, each treated with and without an age interaction term). Thirty-five chronic conditions were considered for inclusion in these models, in addition to age and sex. We assessed predictive and convergent validity for these 10 different multimorbidity indices in the validation dataset (remaining one-third of the total).

RESULTS

The absolute count of chronic conditions plus an interaction with age, displayed strong calibration properties, outperforming other candidate indices. Discrimination was modest for all of the indices that we internally validated, with C-statistics ranging from 0.66 to 0.68. The indices showed weak correlations (ie, convergent validity) with satisfaction with life, functional disability and mental health (absolute Pearson's correlation coefficients ranging from 0.11 to 0.30) but generally moderate correlations with self-rated general health (0.32-0.45).

CONCLUSIONS

We investigated alternative methods to measure the multimorbidity burden of individuals, tailored to the CLSA. Our findings show that an absolute count of conditions, along with an age interaction term, has the strongest calibration for overnight hospitalisation in the last 12 months. The utility of an age interaction term in measuring multimorbidity burden may be applicable to the study of chronic disease in cohorts other than the CLSA.

摘要

目的

我们旨在使用加拿大老龄化纵向研究(CLSA)的数据开发和内部验证一种多病症负担衡量标准。

设计

分析了来自 40264 名 CLSA 参与者(52%为男性)的数据,年龄在 45-85 岁之间(平均年龄为 63 岁)。我们使用逻辑回归模型来预测在开发数据集(总样本的三分之二随机抽取)中过去 12 个月内的夜间住院治疗,并使用这些模型构建了 10 种多病症指数(5 种模型,每种模型都考虑了与年龄的相互作用)。除了年龄和性别外,还考虑了 35 种慢性疾病纳入这些模型。我们在验证数据集(总样本的三分之一)中评估了这 10 种不同的多病症指数的预测和收敛有效性。

结果

慢性疾病的绝对数量加上与年龄的相互作用,具有很强的校准性能,优于其他候选指数。我们内部验证的所有指数的区分度都不大,C 统计量范围为 0.66 至 0.68。这些指数与生活满意度、功能障碍和心理健康的相关性较弱(绝对皮尔逊相关系数范围为 0.11 至 0.30),但与自我评估的一般健康状况相关性适中(0.32-0.45)。

结论

我们研究了适用于 CLSA 的个体多病症负担衡量的替代方法。我们的研究结果表明,在过去 12 个月内,条件的绝对数量加上年龄相互作用项对夜间住院治疗具有最强的校准效果。年龄相互作用项在衡量多病症负担方面的效用可能适用于 CLSA 以外的队列中慢性疾病的研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/21aa/7170639/27b87cc72136/bmjopen-2019-033974f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/21aa/7170639/27b87cc72136/bmjopen-2019-033974f01.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/21aa/7170639/27b87cc72136/bmjopen-2019-033974f01.jpg

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