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Published on: August 7, 2017
A clustering approach to identify severe bronchiolitis profiles in children
Orianne Dumas1, Jonathan M Mansbach2, Tuomas Jartti3
1Department of Emergency Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA Harvard Medical School, Boston, Massachusetts, USA Inserm, VIMA, Aging and Chronic Diseases. Epidemiological and Public Health Approaches, U1168, Villejuif, France UMR-S 1168, University Versailles St-Quentin-en-Yvelines, Montigny le Bretonneux, France.
Severe bronchiolitis shows distinct clinical profiles in children, identified through clustering. This heterogeneity impacts understanding of causes, treatment, and long-term asthma risks.
Area of Science:
- Pediatric respiratory diseases
- Clinical phenotyping
- Epidemiology of viral infections
Background:
- Bronchiolitis is typically viewed as a singular condition, but emerging evidence suggests significant underlying heterogeneity.
- Understanding these variations is crucial for accurate diagnosis and effective management of pediatric respiratory illness.
Purpose of the Study:
- To identify distinct clinical profiles (phenotypes) of severe bronchiolitis in hospitalized children.
- To utilize a clustering approach to reveal heterogeneity within severe bronchiolitis cases.
Main Methods:
- Latent class analysis was applied to clinical and etiological data from two large, multicenter cohorts of hospitalized infants (<2 years).
- Data included clinical presentation, medical history (wheezing, eczema), and identified viral pathogens.
- Cohorts comprised children from the USA (n=2207) and Finland (n=408).
Main Results:
- Four distinct profiles were identified in the US cohort: Profile A (wheezing history, eczema, rhinovirus), Profile B (wheezing, higher RSV probability), Profile C (most severe, longer hospitalization), and Profile D (least severe, non-wheezing).
- Profiles A and D were replicated in the Finnish cohort; a combined 'BC' profile was observed in Finnish children.
- Significant variations in clinical severity, hospitalization duration, and viral etiology were noted across profiles.
Conclusions:
- A clustering approach successfully identified distinct clinical phenotypes of severe bronchiolitis in children.
- The identified heterogeneity is critical for future research into bronchiolitis etiology, treatment strategies, and long-term outcomes, including childhood asthma risk.
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