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Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study

Molecular-based allergy diagnosis yields multiple biomarker datasets. The classical diagnostic score for allergic bronchopulmonary aspergillosis (ABPA), a severe disease usually occurring in asthmatic patients and people with cystic fibrosis, comprises succinct immunological criteria formulated in 1...

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Autores principales: Vitte, Joana, Ranque, Stéphane, Carsin, Ania, Gomez, Carine, Romain, Thomas, Cassagne, Carole, Gouitaa, Marion, Baravalle-Einaudi, Mélisande, Bel, Nathalie Stremler-Le, Reynaud-Gaubert, Martine, Dubus, Jean-Christophe, Mège, Jean-Louis, Gaudart, Jean
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5572279/
https://www.ncbi.nlm.nih.gov/pubmed/28878778
http://dx.doi.org/10.3389/fimmu.2017.01019
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author Vitte, Joana
Ranque, Stéphane
Carsin, Ania
Gomez, Carine
Romain, Thomas
Cassagne, Carole
Gouitaa, Marion
Baravalle-Einaudi, Mélisande
Bel, Nathalie Stremler-Le
Reynaud-Gaubert, Martine
Dubus, Jean-Christophe
Mège, Jean-Louis
Gaudart, Jean
author_facet Vitte, Joana
Ranque, Stéphane
Carsin, Ania
Gomez, Carine
Romain, Thomas
Cassagne, Carole
Gouitaa, Marion
Baravalle-Einaudi, Mélisande
Bel, Nathalie Stremler-Le
Reynaud-Gaubert, Martine
Dubus, Jean-Christophe
Mège, Jean-Louis
Gaudart, Jean
author_sort Vitte, Joana
collection PubMed
description Molecular-based allergy diagnosis yields multiple biomarker datasets. The classical diagnostic score for allergic bronchopulmonary aspergillosis (ABPA), a severe disease usually occurring in asthmatic patients and people with cystic fibrosis, comprises succinct immunological criteria formulated in 1977: total IgE, anti-Aspergillus fumigatus (Af) IgE, anti-Af “precipitins,” and anti-Af IgG. Progress achieved over the last four decades led to multiple IgE and IgG(4) Af biomarkers available with quantitative, standardized, molecular-level reports. These newly available biomarkers have not been included in the current diagnostic criteria, either individually or in algorithms, despite persistent underdiagnosis of ABPA. Large numbers of individual biomarkers may hinder their use in clinical practice. Conversely, multivariate analysis using new tools may bring about a better chance of less diagnostic mistakes. We report here a proof-of-concept work consisting of a three-step multivariate analysis of Af IgE, IgG, and IgG4 biomarkers through a combination of principal component analysis, hierarchical ascendant classification, and classification and regression tree multivariate analysis. The resulting diagnostic algorithms might show the way for novel criteria and improved diagnostic efficiency in Af-sensitized patients at risk for ABPA.
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spelling pubmed-55722792017-09-06 Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study Vitte, Joana Ranque, Stéphane Carsin, Ania Gomez, Carine Romain, Thomas Cassagne, Carole Gouitaa, Marion Baravalle-Einaudi, Mélisande Bel, Nathalie Stremler-Le Reynaud-Gaubert, Martine Dubus, Jean-Christophe Mège, Jean-Louis Gaudart, Jean Front Immunol Immunology Molecular-based allergy diagnosis yields multiple biomarker datasets. The classical diagnostic score for allergic bronchopulmonary aspergillosis (ABPA), a severe disease usually occurring in asthmatic patients and people with cystic fibrosis, comprises succinct immunological criteria formulated in 1977: total IgE, anti-Aspergillus fumigatus (Af) IgE, anti-Af “precipitins,” and anti-Af IgG. Progress achieved over the last four decades led to multiple IgE and IgG(4) Af biomarkers available with quantitative, standardized, molecular-level reports. These newly available biomarkers have not been included in the current diagnostic criteria, either individually or in algorithms, despite persistent underdiagnosis of ABPA. Large numbers of individual biomarkers may hinder their use in clinical practice. Conversely, multivariate analysis using new tools may bring about a better chance of less diagnostic mistakes. We report here a proof-of-concept work consisting of a three-step multivariate analysis of Af IgE, IgG, and IgG4 biomarkers through a combination of principal component analysis, hierarchical ascendant classification, and classification and regression tree multivariate analysis. The resulting diagnostic algorithms might show the way for novel criteria and improved diagnostic efficiency in Af-sensitized patients at risk for ABPA. Frontiers Media S.A. 2017-08-22 /pmc/articles/PMC5572279/ /pubmed/28878778 http://dx.doi.org/10.3389/fimmu.2017.01019 Text en Copyright © 2017 Vitte, Ranque, Carsin, Gomez, Romain, Cassagne, Gouitaa, Baravalle-Einaudi, Bel, Reynaud-Gaubert, Dubus, Mège and Gaudart. http://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) or licensor 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
Vitte, Joana
Ranque, Stéphane
Carsin, Ania
Gomez, Carine
Romain, Thomas
Cassagne, Carole
Gouitaa, Marion
Baravalle-Einaudi, Mélisande
Bel, Nathalie Stremler-Le
Reynaud-Gaubert, Martine
Dubus, Jean-Christophe
Mège, Jean-Louis
Gaudart, Jean
Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title_full Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title_fullStr Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title_full_unstemmed Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title_short Multivariate Analysis As a Support for Diagnostic Flowcharts in Allergic Bronchopulmonary Aspergillosis: A Proof-of-Concept Study
title_sort multivariate analysis as a support for diagnostic flowcharts in allergic bronchopulmonary aspergillosis: a proof-of-concept study
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5572279/
https://www.ncbi.nlm.nih.gov/pubmed/28878778
http://dx.doi.org/10.3389/fimmu.2017.01019
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