Development of a decision tree to assess the severity and prognosis of stable COPD

被引:42
作者
Esteban, C. [1 ]
Arostegui, I. [2 ]
Moraza, J. [1 ]
Aburto, M. [1 ]
Quintana, J. M. [3 ]
Perez-Izquierdo, J. [1 ]
Aizpiri, S. [1 ]
Capelastegui, A. [1 ]
机构
[1] Univ Basque Country, CIBERESP, Serv Pneumol, Bilbao, Spain
[2] Univ Basque Country, CIBERESP, Dept Appl Math & Stat & Operat Res, Bilbao, Spain
[3] Hosp Galdakao Usansolo, CIBERESP, Res Unit, Galdakao 48960, Bizkaia, Spain
关键词
Chronic obstructive pulmonary disease; decision trees; severity score; OBSTRUCTIVE PULMONARY-DISEASE; PHYSICAL-ACTIVITY; BODE INDEX; MORTALITY; EXACERBATIONS; PREDICTORS; DIAGNOSIS; DYSPNEA; DEATH; RISK;
D O I
10.1183/09031936.00189010
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
The aim of this study was to develop and validate a new method: a classification and regression tree (CART) based on easily accessible measures to predict mortality in patients with stable chronic obstructive pulmonary disease (COPD). This was a prospective study of two independent prospective cohorts: a derivation cohort with 611 recruited patients and a validation cohort with 348 patients, all followed for 5 yrs. CART analysis was used to predict 5-yr mortality risk using the following covariates from the derivation cohort: age, % predicted forced expiratory volume in 1 s (FEV1), dyspnoea, physical activity, general health and number of hospital admissions for COPD exacerbations in the previous 2 yrs. Age (>= 75 or <75 yrs) provided the first branch of the COPD-CART. The highest mortality risk (0.74) was seen in patients >75 yrs of age with higher levels of dyspnoea and FEV1 <50% pred. Patients with the lowest risk of 5-yr mortality (0.04) were <55 yrs of age with FEV1 >35% pred and one or no recent hospitalisations for COPD exacerbations. A simple decision tree that uses variables commonly gathered by physicians can provide a quick assessment of the severity of the disease, as measured by the risk of 5-yr mortality.
引用
收藏
页码:1294 / 1300
页数:7
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