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基于既定衰弱表型的基于索赔的衰弱指标的开发。

Development of a Claims-based Frailty Indicator Anchored to a Well-established Frailty Phenotype.

作者信息

Segal Jodi B, Chang Hsien-Yen, Du Yu, Walston Jeremy D, Carlson Michelle C, Varadhan Ravi

机构信息

*Department of Medicine, Johns Hopkins University School of Medicine Departments of †Health Policy and Management ‡Biostatistics §Mental Health, Johns Hopkins Bloomberg School of Public Health ∥Department of Oncology, Johns Hopkins University School of Medicine, Baltimore, MD.

出版信息

Med Care. 2017 Jul;55(7):716-722. doi: 10.1097/MLR.0000000000000729.

Abstract

BACKGROUND

Fried and colleagues described a frailty phenotype measured in the Cardiovascular Health Study (CHS). This phenotype is manifest when ≥3 of the following are present: low grip strength, low energy, slowed waking speed, low physical activity, or unintentional weight loss. We sought to approximate frailty phenotype using only administrative claims data to enable frailty to be assessed without physical performance measures.

STUDY DESIGN

We used the CHS cohort data linked to participants Medicare claims. The reference standard was the frailty phenotype measured at visits 5 and 9. With penalized logistic regression, we developed a parsimonious index for predicting the frailty phenotype using a linear combination of diagnoses, operationalized with claims data. We assessed the predictive validity of frailty index by examining how well it predicted common aging-related outcomes including hospitalization, disability, and death.

RESULTS

There were 4454 CHS participants from 4 clinical sites. In total, 84% were white, 58% were women and their mean age was 72 years at enrollment. Approximately 11% of the cohort was frail. The model had an area under the receiver operating curve of 0.75 to concurrently predict a frailty phenotype. This Claims-based Frailty Indicator significantly predicted death (odds ratio, 1.84), time to death (hazards ratio, 1.71), number of hospital admissions (incidence rate ratio, 1.74), and nursing home admission (odds ratio, 1.47) in models adjusted for age and sex.

CONCLUSIONS

Claims data alone can be used to classify individuals as frail and nonfrail. The Claims-based Frailty Indicator might be used in research with large datasets for confounding adjustment or risk prediction. The indicator might also be used for emergency preparedness for identification of regions enriched with frail individuals.

摘要

背景

弗里德及其同事描述了在心血管健康研究(CHS)中测量的虚弱表型。当出现以下≥3项时,该表型表现明显:握力低、精力不足、起床速度减慢、身体活动少或非故意体重减轻。我们试图仅使用行政索赔数据来近似虚弱表型,以便在不进行身体性能测量的情况下评估虚弱状况。

研究设计

我们使用了与参与者医疗保险索赔相关联的CHS队列数据。参考标准是在第5次和第9次访视时测量的虚弱表型。通过惩罚逻辑回归,我们使用诊断的线性组合开发了一个简约指数,用于预测虚弱表型,并通过索赔数据进行操作化。我们通过检查其对包括住院、残疾和死亡在内的常见衰老相关结局的预测效果,评估了虚弱指数的预测有效性。

结果

来自4个临床站点的4454名CHS参与者。总体而言,84%为白人,58%为女性,入组时平均年龄为72岁。该队列中约11%的人虚弱。该模型的受试者工作特征曲线下面积为0.75,可同时预测虚弱表型。在根据年龄和性别进行调整的模型中,这个基于索赔的虚弱指标显著预测了死亡(比值比,1.84)、死亡时间(风险比,1.71)、住院次数(发病率比,1.74)和养老院入住率(比值比,1.47)。

结论

仅索赔数据就可用于将个体分类为虚弱和非虚弱。基于索赔的虚弱指标可用于大型数据集的研究,以进行混杂因素调整或风险预测。该指标还可用于应急准备,以识别虚弱个体集中的地区。

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本文引用的文献

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The Road to Frailty Is Paved With Good Intentions.通往衰弱之路铺满善意。
Circ Cardiovasc Qual Outcomes. 2016 May;9(3):194-6. doi: 10.1161/CIRCOUTCOMES.116.002852. Epub 2016 May 10.
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Frailty in Older Adults: A Nationally Representative Profile in the United States.美国老年人的衰弱:一份具有全国代表性的概况
J Gerontol A Biol Sci Med Sci. 2015 Nov;70(11):1427-34. doi: 10.1093/gerona/glv133. Epub 2015 Aug 21.
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Frailty in NHANES: Comparing the frailty index and phenotype.美国国家健康与营养检查调查中的衰弱:比较衰弱指数与衰弱表型
Arch Gerontol Geriatr. 2015 May-Jun;60(3):464-70. doi: 10.1016/j.archger.2015.01.016. Epub 2015 Feb 3.

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