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Published on: June 21, 2018
Identifying adult asthma phenotypes using a clustering approach
V Siroux1, X Basagaña, A Boudier
1Centre de Recherche INSERM/UJF U823, Institut Albert Bonniot, BP 170, 38042 Grenoble Cedex 9, France. valerie.siroux@ujf-grenoble.fr
Researchers identified four distinct asthma phenotypes using latent class analysis (LCA) in large epidemiological studies. These asthma subtypes help differentiate patients based on disease activity, onset, and allergic status, improving asthma characterization.
Area of Science:
- Pulmonary Medicine
- Epidemiology
- Biostatistics
Background:
- Asthma characterization requires integrating diverse disease aspects.
- Current classifications may not fully capture asthma heterogeneity.
Purpose of the Study:
- To identify distinct asthma phenotypes using latent class analysis (LCA).
- To apply LCA to large epidemiological cohorts (EGEA2 and ECRHSII) for robust phenotype identification.
Main Methods:
- Latent class analysis (LCA) applied to 19 variables.
- Variables included personal characteristics, symptoms, treatment, onset age, allergy, lung function, and airway hyperresponsiveness.
- Analysis conducted on two large adult asthma cohorts: EGEA2 (n=641) and ECRHSII (n=1,895).
Main Results:
- Four distinct asthma phenotypes were identified in both EGEA2 and ECRHSII cohorts.
- Consistent phenotypes included: active treated allergic childhood-onset asthma and active treated adult-onset asthma.
- Other phenotypes comprised inactive/mild untreated asthma, differing by atopy and onset age.
- Phenotypes effectively discriminated quality of life and blood eosinophil/neutrophil counts.
Conclusions:
- Latent class analysis successfully delineated four distinct asthma phenotypes.
- These identified phenotypes offer more homogeneous patient groups for future research.
- Utilizing these refined phenotypes may improve the identification of asthma risk factors and guide personalized treatment strategies.
Related Concept Videos
Asthma-II: Pathophysiology and Classification
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Asthma I: Introduction
Asthma-IV: Diagnostic and Management
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
Asthma III: Clinical Manifestations
Asthma-I: Introduction
Asthma-III: Symptoms and Complications
Classification of Asthma