Exhaled Metabolite Patterns to Identify Recent Asthma Exacerbations.
Job J M H van BragtStefania PrincipeSimone HashimotoD Naomi VersteegPaul BrinkmanSusanne J H VijverbergEls J M WeersinkNicola ScichiloneAnke H Maitland-van der ZeePublished in: Metabolites (2021)
Asthma is a chronic respiratory disease that can lead to exacerbations, defined as acute episodes of worsening respiratory symptoms and lung function. Predicting the occurrence of these exacerbations is an important goal in asthma management. The measurement of exhaled breath by electronic nose (eNose) may allow for the monitoring of clinically unstable asthma and exacerbations. However, data on its ability to perform this is lacking. We aimed to evaluate whether eNose could identify patients that recently had asthma exacerbations. We performed a cross-sectional study, measuring exhaled breath using the SpiroNose in adults with a physician-reported diagnosis of asthma. Patients were randomly divided into a training ( n = 252) and validation ( n = 109) set. For the analysis of eNose signals, principal component (PC) and linear discriminant analysis (LDA) were performed. LDA, based on PC1-4, reliably discriminated between patients who had a recent exacerbation from those who had not (training receiver operating characteristic (ROC)-area under the curve (AUC) = 0.76,95% CI 0.69-0.82), (validation AUC = 0.76, 95% CI 0.64-0.87). Our study showed that, exhaled breath analysis using eNose could accurately identify asthma patients who recently had an exacerbation, and could indicate that asthma exacerbations have a specific exhaled breath pattern detectable by eNose.
Keyphrases
- chronic obstructive pulmonary disease
- lung function
- cystic fibrosis
- end stage renal disease
- chronic kidney disease
- ejection fraction
- air pollution
- primary care
- newly diagnosed
- allergic rhinitis
- peritoneal dialysis
- emergency department
- prognostic factors
- depressive symptoms
- intensive care unit
- liver failure
- physical activity
- hepatitis b virus
- virtual reality