Cluster Analysis on Longitudinal Data of Patients with Adult-Onset Asthma

被引:75
作者
Ilmarinen, Pinja [1 ]
Tuomisto, Leena E. [1 ]
Niemela, Onni [2 ,3 ]
Tommola, Minna [1 ]
Haanpaa, Jussi [4 ]
Kankaanranta, Hannu [1 ,5 ]
机构
[1] Seinajoki Cent Hosp, Dept Resp Med, Hanneksenrinne 7, Seinajoki 60220, Finland
[2] Seinajoki Cent Hosp, Dept Lab Med, Seinajoki, Finland
[3] Univ Tampere, Tampere, Finland
[4] Seinajoki Cent Hosp, Dept Clin Physiol, Seinajoki, Finland
[5] Univ Tampere, Dept Resp Med, Tampere, Finland
关键词
Asthma; Adult-onset; Late-onset; Cluster analysis; Phenotypes; Follow-up; Longitudinal; Smoking; Obesity; Early-onset; LUNG-FUNCTION; PHENOTYPES; SMOKING; IDENTIFICATION; BIOMARKERS; PROGNOSIS; RISK; CARE; AGE;
D O I
10.1016/j.jaip.2017.01.027
中图分类号
R392 [医学免疫学];
学科分类号
100102 ;
摘要
BACKGROUND: Previous cluster analyses on asthma are based on cross-sectional data. OBJECTIVE: To identify phenotypes of adult-onset asthma by using data from baseline (diagnostic) and 12-year follow-up visits. METHODS: The Seinajoki Adult Asthma Study is a 12-year follow-up study of patients with new-onset adult asthma. K-means cluster analysis was performed by using variables from baseline and follow-up visits on 171 patients to identify phenotypes. RESULTS: Five clusters were identified. Patients in cluster 1 (n = 38) were predominantly nonatopic males with moderate smoking history at baseline. At follow-up, 40% of these patients had developed persistent obstruction but the number of patients with uncontrolled asthma (5%) and rhinitis (10%) was the lowest. Cluster 2 (n = 19) was characterized by older men with heavy smoking history, poor lung function, and persistent obstruction at baseline. At follow-up, these patients were mostly uncontrolled (84%) despite daily use of inhaled corticosteroid (ICS) with add-on therapy. Cluster 3 (n = 50) consisted mostly of nonsmoking females with good lung function at diagnosis/follow-up and well-controlled/partially controlled asthma at follow-up. Cluster 4 (n [25) had obese and symptomatic patients at baseline/follow-up. At follow-up, these patients had several comorbidities (40% psychiatric disease) and were treated daily with ICS and add-on therapy. Patients in cluster 5 (n [39) were mostly atopic and had the earliest onset of asthma, the highest blood eosinophils, and FEV1 reversibility at diagnosis. At follow-up, these patients used the lowest ICS dose but 56% were well controlled. CONCLUSIONS: Results can be used to predict outcomes of patients with adult-onset asthma and to aid in development of personalized therapy. (C) 2017 The Authors. Published by Elsevier Inc.
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收藏
页码:967 / +
页数:15
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