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Inflammatory Endotypes of Chronic Adenoiditis and Their Impact on Persistent Middle Ear Dysfunction: A 2-Year
Diana Szekely1, Flavia Zara2, Raul Patrascu3
1Doctoral School, Victor Babes University of Medicine and Pharmacy Timisoara, E. Murgu Square, No. 2, 300041 Timisoara, Romania.
Chronic adenoiditis has distinct inflammatory types, with the fibrotic type significantly increasing persistent middle ear dysfunction risk in children. Machine learning models improve predicting and managing this condition.
Area of Science:
- Pediatric Otorhinolaryngology
- Inflammatory Diseases
- Biomarkers
Background:
- Chronic adenoiditis is a key cause of persistent middle ear dysfunction (PMED) in children.
- Clinical outcomes vary despite similar anatomical obstruction.
Purpose of the Study:
- Identify inflammatory endotypes of chronic adenoiditis using unsupervised clustering.
- Evaluate endotype association with PMED through mechanistic and predictive modeling.
Main Methods:
- Retrospective analysis of 236 children (3-12 years) with chronic adenoiditis and otitis media with effusion.
- K-means clustering for endotype identification; multivariate logistic regression and mediation analysis for PMED association.
- Machine learning models (logistic regression, random forest, gradient boosting) for predictive performance evaluation.
Main Results:
- Three endotypes identified: eosinophilic (28%), neutrophilic (41%), and fibrotic-obstructive (31%).
- Fibrotic endotype showed higher PMED rates (44%) vs. eosinophilic (22%).
- Fibrotic endotype independently predicted PMED (OR=3.48); hearing impairment mediated 34% of obstruction's effect.
Conclusions:
- Chronic adenoiditis presents distinct inflammatory endotypes with varying PMED risks.
- Integrating inflammatory profiling and machine learning enhances understanding and risk stratification.
- Precision-based management strategies can be supported for pediatric otorhinolaryngology.
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