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Published on: December 17, 2017
Exhaled Volatile Organic Compounds for Asthma Control Classification in Children with Moderate to Severe Asthma:
Shahriyar Shahbazi Khamas1,2,3,4, Yoni Van Dijk1,2,3,4, Mahmoud I Abdel-Aziz1,2,3,4
1Department of Pulmonary Medicine and.
Insights
Analyzing exhaled volatile organic compounds (VOCs) can help identify children with uncontrolled asthma. This method shows promise for developing new diagnostic tools for pediatric asthma management.
Area of Science:
- Biochemistry
- Pediatric Pulmonology
- Analytical Chemistry
Background:
- Early identification of poorly controlled asthma in children is crucial for effective treatment.
- Exhaled volatile organic compounds (VOCs) are an emerging area for identifying biomarkers in pediatric asthma.
Purpose of the Study:
- To evaluate the accuracy of gas chromatography-mass spectrometry-based exhaled metabolite analysis in distinguishing controlled from uncontrolled pediatric asthma.
- To assess the potential of VOCs to predict future severe asthma attacks in children.
Main Methods:
- Employed discovery (SysPharmPediA) and validation (U-BIOPRED, PANDA) phases for exhaled VOC analysis.
- Identified discriminating VOCs and validated findings in independent pediatric asthma cohorts.
- Classified asthma control based on test scores and severe attack history; evaluated VOCs for predicting future attacks.
Main Results:
- Three VOCs (acetophenone, ethylbenzene, styrene) differentiated between controlled and uncontrolled asthma in the discovery phase.
- Achieved areas under the receiver operating characteristic curves (AUROCCs) of 0.83 (training) and 0.77 (test) for distinguishing asthma control.
- Validated VOC combinations showed AUROCCs of 0.74 (U-BIOPRED) and 0.68 (PANDA); attack prediction yielded AUROCCs of 0.71 in both training and test sets.
Conclusions:
- Exhaled metabolite analysis shows potential for classifying asthma control in pediatric populations.
- This approach could drive the development of point-of-care tests for asthma management.
- Further research into exhaled VOCs may lead to improved diagnostic and prognostic tools for childhood asthma.
Abstract:
Rationale: The early identification of children with poorly controlled asthma is imperative for optimizing treatment strategies. The analysis of exhaled volatile organic compounds (VOCs) is an emerging approach to identify prognostic and diagnostic biomarkers in pediatric asthma. Objectives: To assess the accuracy of gas chromatography-mass spectrometry-based exhaled metabolite analysis to differentiate between controlled and uncontrolled pediatric asthma. Methods: This study encompassed discovery (SysPharmPediA [Systems Pharmacology Approach to Uncontrolled Paediatric Asthma]) and validation (U-BIOPRED [Unbiased Biomarkers for the Prediction of Respiratory Disease Outcomes] and PANDA [Paediatric-Asthma-Non-Invasive-Diagnostic-Approaches]) phases. First, exhaled VOCs that discriminated degrees of asthma control were identified. Subsequently, outcomes were validated in two independent cohorts. Patients were classified as controlled or uncontrolled on the basis of asthma control test scores and the number of severe attacks in the past year. In addition, the potential of VOCs to predict two or more future severe asthma attacks in SysPharmPediA was evaluated. Measurements and Main Results: Complete data were available for 196 children (SysPharmPediA, n = 100; U-BIOPRED, n = 49; PANDA, n = 47). In SysPharmPediA, after randomly splitting the population into training (n = 51) and test (n = 49) sets, three compounds (acetophenone, ethylbenzene, and styrene) distinguished between patients with uncontrolled and controlled asthma. The areas under the receiver operating characteristic curves (AUROCCs) for training and test sets were, respectively, 0.83 (95% confidence interval [CI], 0.65-1.00) and 0.77 (95% CI, 0.58-0.96). Combinations of these VOCs resulted in AUROCCs of 0.74 ± 0.06 (U-BIOPRED) and 0.68 ± 0.05 (PANDA). Attack prediction tests resulted in AUROCCs of 0.71 (95% CI, 0.51-0.91) and 0.71 (95% CI, 0.52-0.90) for the training and test sets. Conclusions: Exhaled metabolite analysis might enable asthma control classification in children. This should stimulate the further development of exhaled metabolite-based point-of-care tests in asthma.
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