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Detection and Enrichment of Rare Antigen-specific B Cells for Analysis of Phenotype and Function
Published on: February 16, 2017
Exploring the Pathogens in Primary Predominantly Antibody Deficiencies of Unknown Genetic Origin
Barbara Bergmans1,2, Lisanne Fontane Pennock-Janssen3, Eugène van Puijenbroek4,5
1Tranzo, Tilburg School of Social and Behavioral Sciences, Tilburg University, Tilburg, The Netherlands. b.j.m.bergmans@tilburguniversity.edu.
Primary antibody deficiencies (PADs) often involve recurrent respiratory infections, predominantly from encapsulated bacteria. Early immunologic evaluation is crucial for patients with serious bacterial infections to improve diagnosis and prognosis.
Area of Science:
- Immunology
- Infectious Diseases
- Rare Diseases
Background:
- Primary antibody deficiencies (PADs) are rare, heterogeneous disorders increasing susceptibility to infections, autoimmunity, allergies, and malignancies.
- Delayed diagnosis in PADs leads to increased morbidity and mortality.
- Understanding infection patterns and predictors of bronchiectasis is key for early PAD diagnosis and improved outcomes.
Purpose of the Study:
- To identify infection patterns in patients with PADs.
- To analyze predictors of bronchiectasis presence at PAD diagnosis (BPAD).
- To facilitate earlier diagnosis and improve prognosis for PAD patients.
Main Methods:
- Analysis of infection types and pathogens in PAD patients without identified genetic origin from the ESID Registry.
- Use of generalized mixed-effects logistic regression to identify BPAD predictors.
- Evaluation of five machine learning classifiers for predictive performance.
Main Results:
- Recurrent respiratory infections were predominant in 861 PAD patients, with encapsulated bacteria being most common.
- Microbiological cultures were underutilized (5.9-12.3%).
- Predictors of BPAD included affected organ systems, serious bacterial infections, encapsulated bacteria, and CVID diagnosis; machine learning models showed moderate discrimination (ROC-AUC 0.679-0.746).
Conclusions:
- Recurrent encapsulated bacterial respiratory infections are characteristic of PAD, with significant underutilization of cultures.
- Generalized mixed-effects logistic regression effectively predicted BPAD.
- Clinicians should consider immunologic evaluation for patients with severe/recurrent bacterial infections, multi-system involvement, or repeated isolation of encapsulated bacteria.
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