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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...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4550236 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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