Asthma and chronic obstructive pulmonary disease (COPD) are complex and overlapping diseases that include inflammatory phenotypes. Novel anti-eosinophilic/anti-neutrophilic strategies demand rapid inflammatory phenotyping, which might be accessible from exhaled breath. Our objective was to capture clinical/inflammatory phenotypes in patients with chronic airway disease using an electronic nose (eNose) in a training and validation set. This was a multicentre cross-sectional study in which exhaled breath from asthma and COPD patients (n=435; training n=321 and validation n=114) was analysed using eNose technology. Data analysis involved signal processing and statistics based on principal component analysis followed by unsupervised cluster analysis and supervised linear regression. Clustering based on eNose resulted in five significant combined asthma and COPD clusters that differed regarding ethnicity (p=0.01), systemic eosinophilia (p=0.02) and neutrophilia (p=0.03), body mass index (p=0.04), exhaled nitric oxide fraction (p<0.01), atopy (p<0.01) and exacerbation rate (p<0.01). Significant regression models were found for the prediction of eosinophilic (R-2=0.581) and neutrophilic (R-2=0.409) blood counts based on eNose. Similar clusters and regression results were obtained in the validation set. Phenotyping a combined sample of asthma and COPD patients using eNose provides validated clusters that are not determined by diagnosis, but rather by clinical/inflammatory characteristics. eNose identified systemic neutrophilia and/or eosinophilia in a dose-dependent manner.
机构:
Sichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Sichuan Univ, W China Hosp, Dept Resp Med, Chengdu 610041, Peoples R ChinaSichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Shen, Yongchun
Chen, Lei
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Sichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Sichuan Univ, W China Hosp, Dept Resp Med, Chengdu 610041, Peoples R ChinaSichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Chen, Lei
Wang, Tao
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Sichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Sichuan Univ, W China Hosp, Dept Resp Med, Chengdu 610041, Peoples R ChinaSichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Wang, Tao
Wen, Fuqiang
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Sichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
Sichuan Univ, W China Hosp, Dept Resp Med, Chengdu 610041, Peoples R ChinaSichuan Univ, W China Hosp, State Key Lab Biotherapy China, Div Pulm Dis, Chengdu 610041, Peoples R China
机构:
China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Qiao, Xin
Hou, Gang
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China Japan Friendship Hosp, Ctr Resp Med, Dept Pulm & Crit Care Med, Beijing, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Hou, Gang
He, Yu-Lin
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
He, Yu-Lin
Song, Dong-Fang
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Song, Dong-Fang
An, Yi
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
An, Yi
Altawil, Abdullah
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Altawil, Abdullah
Zhou, Xiao-Ming
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Chinese Acad Med Sci, Fuwai Hosp, Peking Union Med Coll, Ctr Pulm Vasc Dis,Resp Dept,Natl Ctr Cardiovasc Di, Beijing, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Zhou, Xiao-Ming
Wang, Qiu-Yue
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Wang, Qiu-Yue
Kang, Jian
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China
Kang, Jian
Yin, Yan
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China Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R ChinaChina Med Univ, Dept Pulm & Crit Care Med, Affiliated Hosp 1, Shenyang, Peoples R China