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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2017
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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. |
format | Online Article Text |
id | pubmed-5572279 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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