Exhaled breath profiling in diagnosing wheezy preschool children

被引:59
作者
van de Kant, Kim D. G. [1 ]
van Berkel, Joep J. B. N. [2 ]
Jobsis, Quirijn [1 ]
Passos, Valeria Lima [3 ]
Klaassen, Ester M. M. [1 ]
van der Sande, Linda [1 ]
van Schayck, Onno C. P. [4 ]
de Jongste, Johan C. [5 ]
van Schooten, Frederik Jan [2 ]
Derks, Eduard [6 ]
Dompeling, Edward [1 ]
Dallinga, Jan W. [2 ]
机构
[1] Maastricht Univ Med Ctr, Dept Paediat Pulmonol, Sch Publ Hlth & Primary Care CAPHRI, NL-6202 AZ Maastricht, Netherlands
[2] Maastricht Univ Med Ctr, Dept Toxicol, Res Inst NUTRIM, NL-6202 AZ Maastricht, Netherlands
[3] Maastricht Univ Med Ctr, Dept Methodol & Stat, CAPHRI, NL-6202 AZ Maastricht, Netherlands
[4] Maastricht Univ Med Ctr, Dept Gen Practice, CAPHRI, NL-6202 AZ Maastricht, Netherlands
[5] Erasmus Univ, Med Ctr, Div Paediat Resp Med, Dept Paediat, Rotterdam, Netherlands
[6] DSM Resolve, Dept Analyt & Stat, Geleen, Netherlands
关键词
Asthma; volatile organic compounds; wheezing; VOLATILE ORGANIC-COMPOUNDS; LUNG-CANCER; CYSTIC-FIBROSIS; ELECTRONIC NOSE; ASTHMA; BIOMARKERS; DISCRIMINATION; METABOLOMICS; INFLAMMATION; COPD;
D O I
10.1183/09031936.00122411
中图分类号
R56 [呼吸系及胸部疾病];
学科分类号
摘要
Although wheeze is common in preschool children, the underlying pathophysiology has not yet been disentangled. Volatile organic compounds (VOCs) in exhaled breath may serve as noninvasive markers of early wheeze. We aimed to assess the feasibility of VOC collection in preschool children, and to study whether a VOC profile can differentiate between children with and without recurrent wheeze. We included children (mean (range) age 3.3 (1.9-4.5) yrs) with (n=202) and without (n=50) recurrent wheeze. Exhaled VOCs were analysed by gas chromatography-time-of-flight mass spectrometry. VOC profiles were generated by ANOVA simultaneous component analysis (ASCA) and sparse logistic regression (SLR). Exhaled breath collection was possible in 98% of the children. In total, 913 different VOCs were detected. The signal-to-noise ratio improved after correction for age, sex and season using ASCA pre-processing. An SLR model with 28 VOCs correctly classified 83% of the children (84% sensitivity, 80% specificity). After six-fold cross-validation, 73% were correctly classified (79% sensitivity, 50% specificity). Assessment of VOCs in exhaled breath is feasible in young children. VOC profiles are able to distinguish children with and without recurrent wheeze with a reasonable accuracy. This proof of principle paves the way for additional research on VOCs in preschool wheezing.
引用
收藏
页码:183 / 188
页数:6
相关论文
共 23 条
[1]   ATS/ERS recommendations for standardized procedures for the online and offline measurement of exhaled lower respiratory nitric oxide and nasal nitric oxide, 2005 [J].
American Thoracic Society ;
European Respiratory Society .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2005, 171 (08) :912-930
[2]  
Asher MI, 1998, EUR RESPIR J, V12, P315
[3]   Human exhaled air analytics: Biomarkers of diseases [J].
Buszewski, Boguslaw ;
Kesy, Martyna ;
Ligor, Tomasz ;
Amann, Anton .
BIOMEDICAL CHROMATOGRAPHY, 2007, 21 (06) :553-566
[4]   Volatile organic compounds in exhaled breath as a diagnostic tool for asthma in children [J].
Dallinga, J. W. ;
Robroeks, C. M. H. H. T. ;
van Berkel, J. J. B. N. ;
Moonen, E. J. C. ;
Godschalk, R. W. L. ;
Jobsis, Q. ;
Dompeling, E. ;
Wouters, E. F. M. ;
van Schooten, F. J. .
CLINICAL AND EXPERIMENTAL ALLERGY, 2010, 40 (01) :68-76
[5]   An electronic nose in the discrimination of patients with asthma and controls [J].
Dragonieri, Silvano ;
Schot, Robert ;
Mertens, Bart J. A. ;
Le Cessie, Saskia ;
Gauw, Stefanie A. ;
Spanevello, Antonio ;
Resta, Onofrio ;
Willard, Nico P. ;
Vink, Teunis J. ;
Rabe, Klaus F. ;
Bel, Elisabeth H. ;
Sterk, Peter J. .
JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2007, 120 (04) :856-862
[6]   An electronic nose in the discrimination of patients with non-small cell lung cancer and COPD [J].
Dragonieri, Silvano ;
Annema, Jouke T. ;
Schot, Robert ;
van der Schee, Marc P. C. ;
Spanevello, Antonio ;
Carratu, Pierluigi ;
Resta, Onofrio ;
Rabe, Klaus F. ;
Sterk, Peter J. .
LUNG CANCER, 2009, 64 (02) :166-170
[7]   Exhaled Breath Profiling Enables Discrimination of Chronic Obstructive Pulmonary Disease and Asthma [J].
Fens, Niki ;
Zwinderman, Aeilko H. ;
van der Schee, Marc P. ;
de Nijs, Selma B. ;
Dijkers, Erica ;
Roldaan, Albert C. ;
Cheung, David ;
Bel, Elisabeth H. ;
Sterk, Peter J. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2009, 180 (11) :1076-1082
[8]   Regularization Paths for Generalized Linear Models via Coordinate Descent [J].
Friedman, Jerome ;
Hastie, Trevor ;
Tibshirani, Rob .
JOURNAL OF STATISTICAL SOFTWARE, 2010, 33 (01) :1-22
[9]  
Hastie T., 2009, ELEMENTS STAT LEARNI, DOI 10.1007/978-0-387-84858-7
[10]   The search for new asthma phenotypes [J].
Henderson, J. ;
Granell, R. ;
Sterne, J. .
ARCHIVES OF DISEASE IN CHILDHOOD, 2009, 94 (05) :333-336