TY - JOUR
T1 - Prediction of first acute exacerbation using COPD subtypes identified by cluster analysis
AU - Yoon, Hee Young
AU - Park, So Young
AU - Lee, Chang Hoon
AU - Byun, Min Kwang
AU - Na, Joo Ock
AU - Lee, Jae Seung
AU - Lee, Won Yeon
AU - Yoo, Kwang Ha
AU - Jung, Ki Suck
AU - Lee, Jin Hwa
N1 - Publisher Copyright:
© 2019 Yoon et al.
PY - 2019
Y1 - 2019
N2 - Purpose: In patients with COPD, acute exacerbation (AE) is not only an important determinant of prognosis, but also an important factor in choosing therapeutic agents. In this study, we evaluated the usefulness of COPD subtypes identified through cluster analysis to predict the first AE. Patients and methods: Among COPD patients in the Korea COPD Subgroup Study (KOCOSS) cohort, 1,195 who had follow-up data for AE were included in our study. We selected seven variables for cluster analysis – age, body mass index, smoking status, history of asthma, COPD assessment test (CAT) score, post-bronchodilator (BD) FEV1% predicted, and diffusing capacity of carbon monoxide% predicted. Results: K-means clustering identified four clusters for COPD that we named putative asthma- COPD overlap (ACO), mild COPD, moderate COPD, and severe COPD subtypes. The ACO group (n=196) showed the second-best post-BD FEV1 (75.5% vs 80.9%[mild COPD, n=313] vs 52.4% [moderate COPD, n=345] vs 46.7% [severe COPD, n=341] predicted), the longest 6-min walking distance (424 m vs 405 m vs 389 m vs 365 m), and the lowest CATscore (12.2 vs 13.7 vs 15.6 vs 17.5) among the four groups. ACO group had greater risk for first AE compared to the mild COPD group (HR, 1.683; 95% CI, 1.175–2.410). The moderate COPD and severe COPD group HR values were 1.587 (95% CI, 1.145–2.200) and 1.664 (95% CI, 1.203–2.302), respectively. In addition, St. George’s Respiratory Questionnaire score (HR: 1.019; 95% CI, 1.014–1.024) and gastroesophageal reflux disease were independent factors associated with the first AE (HR: 1.535; 95% CI, 1.116–2.112). Conclusion: Our cluster analysis revealed an exacerbator subtype of COPD independent of FEV1. Since these patients are susceptible to AE, a more aggressive treatment strategy is needed in these patients.
AB - Purpose: In patients with COPD, acute exacerbation (AE) is not only an important determinant of prognosis, but also an important factor in choosing therapeutic agents. In this study, we evaluated the usefulness of COPD subtypes identified through cluster analysis to predict the first AE. Patients and methods: Among COPD patients in the Korea COPD Subgroup Study (KOCOSS) cohort, 1,195 who had follow-up data for AE were included in our study. We selected seven variables for cluster analysis – age, body mass index, smoking status, history of asthma, COPD assessment test (CAT) score, post-bronchodilator (BD) FEV1% predicted, and diffusing capacity of carbon monoxide% predicted. Results: K-means clustering identified four clusters for COPD that we named putative asthma- COPD overlap (ACO), mild COPD, moderate COPD, and severe COPD subtypes. The ACO group (n=196) showed the second-best post-BD FEV1 (75.5% vs 80.9%[mild COPD, n=313] vs 52.4% [moderate COPD, n=345] vs 46.7% [severe COPD, n=341] predicted), the longest 6-min walking distance (424 m vs 405 m vs 389 m vs 365 m), and the lowest CATscore (12.2 vs 13.7 vs 15.6 vs 17.5) among the four groups. ACO group had greater risk for first AE compared to the mild COPD group (HR, 1.683; 95% CI, 1.175–2.410). The moderate COPD and severe COPD group HR values were 1.587 (95% CI, 1.145–2.200) and 1.664 (95% CI, 1.203–2.302), respectively. In addition, St. George’s Respiratory Questionnaire score (HR: 1.019; 95% CI, 1.014–1.024) and gastroesophageal reflux disease were independent factors associated with the first AE (HR: 1.535; 95% CI, 1.116–2.112). Conclusion: Our cluster analysis revealed an exacerbator subtype of COPD independent of FEV1. Since these patients are susceptible to AE, a more aggressive treatment strategy is needed in these patients.
KW - Asthma-COPD overlap
KW - Clustering
KW - Comorbidity
KW - Exacerbation
KW - Phenotype
KW - Prognosis
UR - http://www.scopus.com/inward/record.url?scp=85070360699&partnerID=8YFLogxK
U2 - 10.2147/COPD.S205517
DO - 10.2147/COPD.S205517
M3 - Article
C2 - 31388298
AN - SCOPUS:85070360699
SN - 1176-9106
VL - 14
SP - 1389
EP - 1397
JO - International Journal of COPD
JF - International Journal of COPD
ER -