Comprehensive Cluster Analysis for COPD Including Systemic and Airway Inflammatory Markers
Halehsadat Nekoee Zahraei1,2, Françoise Guissard2, Virginie Paulus2
1Biostatistics Unit, Department of Public Health, University of Liège, Liège, Belgium.
This study identified three distinct clinical phenotypes in chronic obstructive pulmonary disease (COPD) patients using cluster analysis. These COPD subtypes were primarily defined by sex, airway obstruction severity, and neutrophilic inflammation.
Area of Science:
- Pulmonology
- Respiratory Medicine
- Clinical Phenotyping
Background:
- Chronic obstructive pulmonary disease (COPD) is a complex and heterogeneous respiratory condition.
- Understanding COPD heterogeneity is crucial for effective patient management and treatment strategies.
- Previous phenotyping efforts have yielded varied results, necessitating further investigation.
Purpose of the Study:
- To identify distinct clinical phenotypes in adults with stable chronic obstructive pulmonary disease (COPD) using cluster analysis.
- To characterize these COPD phenotypes based on a comprehensive set of clinical, inflammatory, and atopy markers.
- To investigate the influence of sex, airway obstruction, and inflammation on COPD clustering.
Main Methods:
- Retrospective analysis of 178 stable COPD patients recruited from ambulatory care.
- Application of Hierarchical Clustering on Principal Components (HCPC) after multiple imputation for missing data.
- Consensus clustering to classify patients into homogeneous groups based on 84 variables, including smoking history, lung function, inflammation markers, and atopy.
Main Results:
- Three distinct COPD clusters were identified, primarily differentiated by sex, airway obstruction severity, and neutrophilic inflammation.
- Cluster 1: Men with moderate airway obstruction (n=67).
- Cluster 2: Men with severe airflow limitation, prone to exacerbations, and exhibiting intense airway and systemic neutrophilic inflammation (n=56).
- Cluster 3: Women with moderate airway obstruction (n=55).
- All clusters showed low bacterial colonization, low fractional exhaled nitric oxide (FeNO), and minimal allergen sensitization.
- The COPD Assessment Test (CAT) score did not significantly differ between the identified clusters.
Conclusions:
- This study successfully identified three COPD clusters significantly shaped by sex, airway obstruction, and neutrophilic inflammation.
- The identified phenotypes were not clearly distinguished by symptoms (CAT score) or T2 biomarkers (FeNO, atopy).
- These findings highlight the importance of integrating systemic inflammation markers and sex into COPD phenotyping for a more refined understanding of the disease.
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