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Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease
BACKGROUND: Granulomatous–lymphocytic interstitial lung disease (GLILD) is a distinct clinic-radio-pathological interstitial lung disease (ILD) that develops in 9% to 30% of patients with common variable immunodeficiency (CVID). Often related to extrapulmonary dysimmune disorders, it is associated w...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8906473/ https://www.ncbi.nlm.nih.gov/pubmed/35281075 http://dx.doi.org/10.3389/fimmu.2022.813491 |
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author | Cabanero-Navalon, Marta Dafne Garcia-Bustos, Victor Forero-Naranjo, Leonardo Fabio Baettig-Arriagada, Eduardo José Núñez-Beltrán, María Cañada-Martínez, Antonio José Forner Giner, Maria José Catalán-Cáceres, Nelly Martínez Francés, Manuela Moral Moral, Pedro |
author_facet | Cabanero-Navalon, Marta Dafne Garcia-Bustos, Victor Forero-Naranjo, Leonardo Fabio Baettig-Arriagada, Eduardo José Núñez-Beltrán, María Cañada-Martínez, Antonio José Forner Giner, Maria José Catalán-Cáceres, Nelly Martínez Francés, Manuela Moral Moral, Pedro |
author_sort | Cabanero-Navalon, Marta Dafne |
collection | PubMed |
description | BACKGROUND: Granulomatous–lymphocytic interstitial lung disease (GLILD) is a distinct clinic-radio-pathological interstitial lung disease (ILD) that develops in 9% to 30% of patients with common variable immunodeficiency (CVID). Often related to extrapulmonary dysimmune disorders, it is associated with long-term lung damage and poorer clinical outcomes. The aim of this study was to explore the potential use of the integration between clinical parameters, laboratory variables, and developed CT scan scoring systems to improve the diagnostic accuracy of non-invasive tools. METHODS: A retrospective cross-sectional study of 50 CVID patients was conducted in a referral unit of primary immune deficiencies. Clinical variables including demographics and comorbidities; analytical parameters including immunoglobulin levels, lipid metabolism, and lymphocyte subpopulations; and radiological and lung function test parameters were collected. Baumann’s GLILD score system was externally validated by two observers in high-resolution CT (HRCT) scans. We developed an exploratory predictive model by elastic net and Bayesian regression, assessed its discriminative capacity, and internally validated it using bootstrap resampling. RESULTS: Lymphadenopathies (adjusted OR 9.42), splenomegaly (adjusted OR 6.25), Baumann’s GLILD score (adjusted OR 1.56), and CD8+ cell count (adjusted OR 0.9) were included in the model. The larger range of values of the validated Baumann’s GLILD HRCT scoring system gives it greater predictability. Cohen’s κ statistic was 0.832 (95% CI 0.70–0.90), showing high concordance between both observers. The combined model showed a very good discrimination capacity with an internally validated area under the curve (AUC) of 0.969. CONCLUSION: Models integrating clinics, laboratory, and CT scan scoring methods may improve the accuracy of non-invasive diagnosis of GLILD and might even preclude aggressive diagnostic tools such as lung biopsy in selected patients. |
format | Online Article Text |
id | pubmed-8906473 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-89064732022-03-10 Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease Cabanero-Navalon, Marta Dafne Garcia-Bustos, Victor Forero-Naranjo, Leonardo Fabio Baettig-Arriagada, Eduardo José Núñez-Beltrán, María Cañada-Martínez, Antonio José Forner Giner, Maria José Catalán-Cáceres, Nelly Martínez Francés, Manuela Moral Moral, Pedro Front Immunol Immunology BACKGROUND: Granulomatous–lymphocytic interstitial lung disease (GLILD) is a distinct clinic-radio-pathological interstitial lung disease (ILD) that develops in 9% to 30% of patients with common variable immunodeficiency (CVID). Often related to extrapulmonary dysimmune disorders, it is associated with long-term lung damage and poorer clinical outcomes. The aim of this study was to explore the potential use of the integration between clinical parameters, laboratory variables, and developed CT scan scoring systems to improve the diagnostic accuracy of non-invasive tools. METHODS: A retrospective cross-sectional study of 50 CVID patients was conducted in a referral unit of primary immune deficiencies. Clinical variables including demographics and comorbidities; analytical parameters including immunoglobulin levels, lipid metabolism, and lymphocyte subpopulations; and radiological and lung function test parameters were collected. Baumann’s GLILD score system was externally validated by two observers in high-resolution CT (HRCT) scans. We developed an exploratory predictive model by elastic net and Bayesian regression, assessed its discriminative capacity, and internally validated it using bootstrap resampling. RESULTS: Lymphadenopathies (adjusted OR 9.42), splenomegaly (adjusted OR 6.25), Baumann’s GLILD score (adjusted OR 1.56), and CD8+ cell count (adjusted OR 0.9) were included in the model. The larger range of values of the validated Baumann’s GLILD HRCT scoring system gives it greater predictability. Cohen’s κ statistic was 0.832 (95% CI 0.70–0.90), showing high concordance between both observers. The combined model showed a very good discrimination capacity with an internally validated area under the curve (AUC) of 0.969. CONCLUSION: Models integrating clinics, laboratory, and CT scan scoring methods may improve the accuracy of non-invasive diagnosis of GLILD and might even preclude aggressive diagnostic tools such as lung biopsy in selected patients. Frontiers Media S.A. 2022-02-23 /pmc/articles/PMC8906473/ /pubmed/35281075 http://dx.doi.org/10.3389/fimmu.2022.813491 Text en Copyright © 2022 Cabanero-Navalon, Garcia-Bustos, Forero-Naranjo, Baettig-Arriagada, Núñez-Beltrán, Cañada-Martínez, Forner Giner, Catalán-Cáceres, Martínez Francés and Moral Moral https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Immunology Cabanero-Navalon, Marta Dafne Garcia-Bustos, Victor Forero-Naranjo, Leonardo Fabio Baettig-Arriagada, Eduardo José Núñez-Beltrán, María Cañada-Martínez, Antonio José Forner Giner, Maria José Catalán-Cáceres, Nelly Martínez Francés, Manuela Moral Moral, Pedro Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title | Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title_full | Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title_fullStr | Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title_full_unstemmed | Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title_short | Integrating Clinics, Laboratory, and Imaging for the Diagnosis of Common Variable Immunodeficiency-Related Granulomatous–Lymphocytic Interstitial Lung Disease |
title_sort | integrating clinics, laboratory, and imaging for the diagnosis of common variable immunodeficiency-related granulomatous–lymphocytic interstitial lung disease |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8906473/ https://www.ncbi.nlm.nih.gov/pubmed/35281075 http://dx.doi.org/10.3389/fimmu.2022.813491 |
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