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聚类和 CART 分析确定了具有低 10 年死亡率风险的囊性纤维化成人的大型亚组。

Cluster and CART analyses identify large subgroups of adults with cystic fibrosis at low risk of 10-year death.

机构信息

University Paris Descartes, Sorbonne Paris Cité, Paris, France.

Vaincre la Mucoviscidose, Paris, France.

出版信息

Eur Respir J. 2019 Mar 14;53(3). doi: 10.1183/13993003.01943-2018. Print 2019 Mar.

Abstract

Our goal was to identify subgroups of adults with cystic fibrosis (CF) at low risk of death within 10 years.Factor analysis for mixed data followed by Ward's cluster analysis was conducted using 25 variables from 1572 French CF adults in 2005. Rates of death by subgroups were analysed over 10 years. An algorithm was developed using CART (classification and regression tree) analysis to provide rules for the identification of subgroups of CF adults with low rates of death within 10 years. This algorithm was validated in 1376 Canadian CF adults.Seven subgroups were identified by cluster analysis in French CF adults, including two subgroups with low (∼5%) rates of death at 10 years: one subgroup (22% of patients) was composed of patients with nonclassic CF, the other subgroup (17% of patients) was composed of patients with classic CF but low rates of infection and diabetes. An algorithm based on CART analysis of data in 2005 allowed us to identify most French adults with low rates of death. When tested using data from Canadian CF adults in 2005, the algorithm identified 287 out of 1376 (21%) patients at low risk (10-year death: 7.7%).Large subgroups of CF adults share low risk of 10-year mortality.

摘要

我们的目标是确定囊性纤维化 (CF) 成人在 10 年内死亡风险较低的亚组。使用 2005 年来自 1572 名法国 CF 成年患者的 25 个变量,通过混合数据因子分析和 Ward 聚类分析,分析了 10 年内死亡率。使用 CART(分类和回归树)分析开发了一种算法,为确定 10 年内死亡率较低的 CF 成年患者亚组提供规则。该算法在 1376 名加拿大 CF 成年患者中得到验证。在法国 CF 成年患者中,通过聚类分析确定了 7 个亚组,包括两个死亡率较低(约 5%)的亚组:10 年:一个亚组(22%的患者)由非经典 CF 患者组成,另一个亚组(17%的患者)由经典 CF 患者组成,但感染和糖尿病的发生率较低。基于 2005 年数据的 CART 分析算法使我们能够识别大多数死亡率较低的法国成年人。当使用 2005 年加拿大 CF 成年患者的数据进行测试时,该算法确定了 1376 名患者中有 287 名(10 年死亡率:7.7%)为低危患者。大的 CF 成年亚组具有较低的 10 年死亡率风险。

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