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老年人4年死亡率预后指数的开发与验证

Development and validation of a prognostic index for 4-year mortality in older adults.

作者信息

Lee Sei J, Lindquist Karla, Segal Mark R, Covinsky Kenneth E

机构信息

Division of Geriatrics, San Francisco Veterans Affairs Medical Center, University of California, San Francisco.

出版信息

JAMA. 2006 Feb 15;295(7):801-8. doi: 10.1001/jama.295.7.801.

Abstract

CONTEXT

Both comorbid conditions and functional measures predict mortality in older adults, but few prognostic indexes combine both classes of predictors. Combining easily obtained measures into an accurate predictive model could be useful to clinicians advising patients, as well as policy makers and epidemiologists interested in risk adjustment.

OBJECTIVE

To develop and validate a prognostic index for 4-year mortality using information that can be obtained from patient report.

DESIGN, SETTING, AND PARTICIPANTS: Using the 1998 wave of the Health and Retirement Study (HRS), a population-based study of community-dwelling US adults older than 50 years, we developed the prognostic index from 11,701 individuals and validated the index with 8009. Individuals were asked about their demographic characteristics, whether they had specific diseases, and whether they had difficulty with a series of functional measures. We identified variables independently associated with mortality and weighted the variables to create a risk index.

MAIN OUTCOME MEASURE

Death by December 31, 2002.

RESULTS

The overall response rate was 81%. During the 4-year follow-up, there were 1361 deaths (12%) in the development cohort and 1072 deaths (13%) in the validation cohort. Twelve independent predictors of mortality were identified: 2 demographic variables (age: 60-64 years, 1 point; 65-69 years, 2 points; 70-74 years, 3 points; 75-79 years, 4 points; 80-84 years, 5 points, >85 years, 7 points and male sex, 2 points), 6 comorbid conditions (diabetes, 1 point; cancer, 2 points; lung disease, 2 points; heart failure, 2 points; current tobacco use, 2 points; and body mass index <25, 1 point), and difficulty with 4 functional variables (bathing, 2 points; walking several blocks, 2 points; managing money, 2 points, and pushing large objects, 1 point. Scores on the risk index were strongly associated with 4-year mortality in the validation cohort, with 0 to 5 points predicting a less than 4% risk, 6 to 9 points predicting a 15% risk, 10 to 13 points predicting a 42% risk, and 14 or more points predicting a 64% risk. The risk index showed excellent discrimination with a cstatistic of 0.84 in the development cohort and 0.82 in the validation cohort.

CONCLUSION

This prognostic index, incorporating age, sex, self-reported comorbid conditions, and functional measures, accurately stratifies community-dwelling older adults into groups at varying risk of mortality.

摘要

背景

共病状况和功能指标均可预测老年人的死亡率,但很少有预后指标能将这两类预测因素结合起来。将易于获得的指标整合到一个准确的预测模型中,可能对为患者提供建议的临床医生以及关注风险调整的政策制定者和流行病学家有用。

目的

利用可从患者报告中获取的信息,开发并验证一个用于预测4年死亡率的预后指标。

设计、设置和参与者:我们利用1998年健康与退休研究(HRS)的数据(一项针对美国50岁以上社区居住成年人的基于人群的研究),从11701名个体中开发了该预后指标,并用8009名个体进行了验证。研究对象被询问了他们的人口统计学特征、是否患有特定疾病以及在一系列功能指标方面是否有困难。我们确定了与死亡率独立相关的变量,并对这些变量进行加权以创建一个风险指数。

主要结局指标

截至2002年12月31日的死亡情况。

结果

总体应答率为81%。在4年的随访期间,开发队列中有1361人死亡(12%),验证队列中有1072人死亡(13%)。确定了12个死亡率的独立预测因素:2个人口统计学变量(年龄:60 - 64岁,1分;65 - 69岁,2分;70 - 74岁,3分;75 - 79岁,4分;80 - 84岁,5分,>85岁,7分;男性,2分),6种共病状况(糖尿病,1分;癌症,2分;肺部疾病,2分;心力衰竭,2分;当前吸烟,2分;体重指数<25,1分),以及4个功能变量方面的困难(洗澡,2分;步行几个街区,2分;理财,2分;推大型物体,1分)。验证队列中风险指数得分与4年死亡率密切相关,0至5分预测风险低于4%,6至9分预测风险为15%,10至13分预测风险为42%,14分及以上预测风险为64%。该风险指数在开发队列中的c统计量为0.84,在验证队列中的c统计量为0.82,显示出良好的区分度。

结论

这个包含年龄、性别、自我报告的共病状况和功能指标的预后指标,能准确地将社区居住的老年人分层为具有不同死亡风险的组。

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