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Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study

BACKGROUND: The classification of rhinitis in adults is missing in epidemiological studies. OBJECTIVE: To identify phenotypes of adult rhinitis using an unsupervised approach (data-driven) compared with a classical hypothesis-driven approach. METHODS: 983 adults of the French Epidemiological Study o...

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Autores principales: Burte, Emilie, Bousquet, Jean, Varraso, Raphaëlle, Gormand, Frédéric, Just, Jocelyne, Matran, Régis, Pin, Isabelle, Siroux, Valérie, Jacquemin, Bénédicte, Nadif, Rachel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4550236/
https://www.ncbi.nlm.nih.gov/pubmed/26309034
http://dx.doi.org/10.1371/journal.pone.0136191
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author Burte, Emilie
Bousquet, Jean
Varraso, Raphaëlle
Gormand, Frédéric
Just, Jocelyne
Matran, Régis
Pin, Isabelle
Siroux, Valérie
Jacquemin, Bénédicte
Nadif, Rachel
author_facet Burte, Emilie
Bousquet, Jean
Varraso, Raphaëlle
Gormand, Frédéric
Just, Jocelyne
Matran, Régis
Pin, Isabelle
Siroux, Valérie
Jacquemin, Bénédicte
Nadif, Rachel
author_sort Burte, Emilie
collection PubMed
description BACKGROUND: The classification of rhinitis in adults is missing in epidemiological studies. OBJECTIVE: To identify phenotypes of adult rhinitis using an unsupervised approach (data-driven) compared with a classical hypothesis-driven approach. METHODS: 983 adults of the French Epidemiological Study on the Genetics and Environment of Asthma (EGEA) were studied. Self-reported symptoms related to rhinitis such as nasal symptoms, hay fever, sinusitis, conjunctivitis, and sensitivities to different triggers (dust, animals, hay/flowers, cold air…) were used. Allergic sensitization was defined by at least one positive skin prick test to 12 aeroallergens. Mixture model was used to cluster participants, independently in those without (Asthma-, n = 582) and with asthma (Asthma+, n = 401). RESULTS: Three clusters were identified in both groups: 1) Cluster A (55% in Asthma-, and 22% in Asthma+) mainly characterized by the absence of nasal symptoms, 2) Cluster B (23% in Asthma-, 36% in Asthma+) mainly characterized by nasal symptoms all over the year, sinusitis and a low prevalence of positive skin prick tests, and 3) Cluster C (22% in Asthma-, 42% in Asthma+) mainly characterized by a peak of nasal symptoms during spring, a high prevalence of positive skin prick tests and a high report of hay fever, allergic rhinitis and conjunctivitis. The highest rate of polysensitization (80%) was found in participants with comorbid asthma and allergic rhinitis. CONCLUSION: This cluster analysis highlighted three clusters of rhinitis with similar characteristics than those known by clinicians but differing according to allergic sensitization, and this whatever the asthma status. These clusters could be easily rebuilt using a small number of variables.
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spelling pubmed-45502362015-09-01 Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study Burte, Emilie Bousquet, Jean Varraso, Raphaëlle Gormand, Frédéric Just, Jocelyne Matran, Régis Pin, Isabelle Siroux, Valérie Jacquemin, Bénédicte Nadif, Rachel PLoS One Research Article BACKGROUND: The classification of rhinitis in adults is missing in epidemiological studies. OBJECTIVE: To identify phenotypes of adult rhinitis using an unsupervised approach (data-driven) compared with a classical hypothesis-driven approach. METHODS: 983 adults of the French Epidemiological Study on the Genetics and Environment of Asthma (EGEA) were studied. Self-reported symptoms related to rhinitis such as nasal symptoms, hay fever, sinusitis, conjunctivitis, and sensitivities to different triggers (dust, animals, hay/flowers, cold air…) were used. Allergic sensitization was defined by at least one positive skin prick test to 12 aeroallergens. Mixture model was used to cluster participants, independently in those without (Asthma-, n = 582) and with asthma (Asthma+, n = 401). RESULTS: Three clusters were identified in both groups: 1) Cluster A (55% in Asthma-, and 22% in Asthma+) mainly characterized by the absence of nasal symptoms, 2) Cluster B (23% in Asthma-, 36% in Asthma+) mainly characterized by nasal symptoms all over the year, sinusitis and a low prevalence of positive skin prick tests, and 3) Cluster C (22% in Asthma-, 42% in Asthma+) mainly characterized by a peak of nasal symptoms during spring, a high prevalence of positive skin prick tests and a high report of hay fever, allergic rhinitis and conjunctivitis. The highest rate of polysensitization (80%) was found in participants with comorbid asthma and allergic rhinitis. CONCLUSION: This cluster analysis highlighted three clusters of rhinitis with similar characteristics than those known by clinicians but differing according to allergic sensitization, and this whatever the asthma status. These clusters could be easily rebuilt using a small number of variables. Public Library of Science 2015-08-26 /pmc/articles/PMC4550236/ /pubmed/26309034 http://dx.doi.org/10.1371/journal.pone.0136191 Text en © 2015 Burte et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Burte, Emilie
Bousquet, Jean
Varraso, Raphaëlle
Gormand, Frédéric
Just, Jocelyne
Matran, Régis
Pin, Isabelle
Siroux, Valérie
Jacquemin, Bénédicte
Nadif, Rachel
Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title_full Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title_fullStr Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title_full_unstemmed Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title_short Characterization of Rhinitis According to the Asthma Status in Adults Using an Unsupervised Approach in the EGEA Study
title_sort characterization of rhinitis according to the asthma status in adults using an unsupervised approach in the egea study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4550236/
https://www.ncbi.nlm.nih.gov/pubmed/26309034
http://dx.doi.org/10.1371/journal.pone.0136191
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