Clinical COPD phenotypes: a novel approach using principal component and cluster analyses

被引:252
作者
Burgel, P-R. [1 ,2 ]
Paillasseur, J-L.
Caillaud, D.
Tillie-Leblond, I.
Chanez, P. [5 ]
Escamilla, R. [6 ]
Court-Fortune, I. [7 ]
Perez, T. [4 ]
Carre, P. [8 ]
Roche, N. [2 ,3 ]
机构
[1] Hop Cochin, Serv Pneumol, AP HP, F-75679 Paris 14, France
[2] Univ Paris 05, Paris, France
[3] Hop Hotel Dieu, Serv Pneumol, AP HP, F-75181 Paris, France
[4] Hop Calmette, Serv Pneumol, Lille, France
[5] Univ Med, AP HM, Dept Malad Resp, Marseille, France
[6] Hop Larrey, Clin Voies Resp, Toulouse, France
[7] CHU St Etienne, Serv Pneumol, St Etienne, France
[8] Hop Antoine Gayrard, Serv Pneumol, Carcassonne, France
关键词
Chronic obstructive pulmonary disease; cluster analysis; comorbidities; dyspnoea; phenotypes; principal component analysis; OBSTRUCTIVE PULMONARY-DISEASE; QUALITY-OF-LIFE; FUNCTIONAL STATUS; BODY-MASS; MORTALITY; SURVIVAL; OUTCOMES; TRIAL;
D O I
10.1183/09031936.00175109
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Classification of chronic obstructive pulmonary disease (COPD) is usually based on the severity of airflow limitation, which may not reflect phenotypic heterogeneity. Here, we sought to identify COPD phenotypes using multiple clinical variables. COPD subjects recruited in a French multicentre cohort were characterised using a standardised process. Principal component analysis (PCA) was performed using eight variables selected for their relevance to COPD: age, cumulative smoking, forced expiratory volume in 1 s (FEV1) (% predicted), body mass index, exacerbations, dyspnoea (modified Medical Research Council scale), health status (St George's Respiratory Questionnaire) and depressive symptoms (hospital anxiety and depression scale). Patient classification was performed using cluster analysis based on PCA-transformed data. 322 COPD subjects were analysed: 77% were male; median (interquartile range) age was 65.0 (58.0-73.0) yrs; FEV1 was 48.9 (34.1-66.3)% pred; and 21, 135, 107 and 59 subjects were classified in Global Initiative for Chronic Obstructive Lung Disease (GOLD) stages 1, 2, 3 and 4, respectively. PCA showed that three independent components accounted for 61% of variance. PCA-based cluster analysis resulted in the classification of subjects into four clinical phenotypes that could not be identified using GOLD classification. Importantly, subjects with comparable airflow limitation (FEV1) belonged to different phenotypes and had marked differences in age, symptoms, comorbidities and predicted mortality. These analyses underscore the need for novel multidimensional COPD classification for improving patient care and quality of clinical trials.
引用
收藏
页码:531 / 539
页数:9
相关论文
共 28 条
  • [1] [Anonymous], EUR RESP J S52
  • [2] Ben-Hur Asa, 2003, Methods Mol Biol, V224, P159
  • [3] Cough and Sputum Production Are Associated With Frequent Exacerbations and Hospitalizations in COPD Subjects
    Burgel, Pierre-Regis
    Nesme-Meyer, Pascale
    Chanez, Pascal
    Caillaud, Denis
    Carre, Philippe
    Peres, Thierry
    Roche, Nicolas
    [J]. CHEST, 2009, 135 (04) : 975 - 982
  • [4] Salmeterol and fluticasone propionate and survival in chronic obstructive pulmonary disease
    Calverley, Peter M. A.
    Anderson, Julie A.
    Celli, Bartolome
    Ferguson, Gary T.
    Jenkins, Christine
    Jones, Paul W.
    Yates, Julie C.
    Vestbo, Jorgen
    Calverley, P. M. A.
    Anderson, J. A.
    Celli, B.
    Ferguson, G. T.
    Jenkins, C.
    Jones, P. W.
    Knobil, K.
    Yates, J. C.
    Vestbo, J.
    Cherniack, R.
    Similowski, T.
    Cleland, J.
    Whitehead, A.
    Wise, R.
    McGarvey, L.
    John, M.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2007, 356 (08) : 775 - 789
  • [5] Inspiratory-to-total lung capacity ratio predicts mortality in patients with chronic obstructive pulmonary disease
    Casanova, C
    Cote, C
    Torres, JPC
    Aguirre-Jaime, A
    Marin, JM
    Pinto-Plata, V
    Celli, BR
    [J]. AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2005, 171 (06) : 591 - 597
  • [6] Celli Bartolome R, 2006, Proc Am Thorac Soc, V3, P461, DOI 10.1513/pats.200603-029MS
  • [7] Predictors of survival in COPD:: More than just the FEV1
    Celli, Bartolorne R.
    Cote, Claudia G.
    Lareau, Suzanne C.
    Meek, Paula M.
    [J]. RESPIRATORY MEDICINE, 2008, 102 : S27 - S35
  • [8] The body-mass index, airflow obstruction, dyspnea, and exercise capacity index in chronic obstructive pulmonary disease
    Celli, BR
    Cote, CG
    Marin, JM
    Casanova, C
    de Oca, MM
    Mendez, RA
    Pinto Plata, V
    Cabral, HJ
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2004, 350 (10) : 1005 - 1012
  • [9] Criner Gerard J, 2008, Proc Am Thorac Soc, V5, P393, DOI 10.1513/pats.200801-013ET
  • [10] HEALTH-RELATED QUALITY-OF-LIFE AMONG PATIENTS WITH CHRONIC OBSTRUCTIVE PULMONARY-DISEASE
    CURTIS, JR
    DEYO, RA
    HUDSON, LD
    [J]. THORAX, 1994, 49 (02) : 162 - 170