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Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates
RATIONALE: Longitudinal modeling of current wheezing identified similar phenotypes, but their characteristics often differ between studies. OBJECTIVES: We propose that a more comprehensive description of wheeze may better describe trajectories than binary information on the presence/absence of wheez...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Thoracic Society
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9838626/ https://www.ncbi.nlm.nih.gov/pubmed/35050846 http://dx.doi.org/10.1164/rccm.202108-1821OC |
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author | Haider, Sadia Granell, Raquel Curtin, John Fontanella, Sara Cucco, Alex Turner, Stephen Simpson, Angela Roberts, Graham Murray, Clare S. Holloway, John W. Devereux, Graham Cullinan, Paul Arshad, Syed Hasan Custovic, Adnan |
author_facet | Haider, Sadia Granell, Raquel Curtin, John Fontanella, Sara Cucco, Alex Turner, Stephen Simpson, Angela Roberts, Graham Murray, Clare S. Holloway, John W. Devereux, Graham Cullinan, Paul Arshad, Syed Hasan Custovic, Adnan |
author_sort | Haider, Sadia |
collection | PubMed |
description | RATIONALE: Longitudinal modeling of current wheezing identified similar phenotypes, but their characteristics often differ between studies. OBJECTIVES: We propose that a more comprehensive description of wheeze may better describe trajectories than binary information on the presence/absence of wheezing. METHODS: We derived six multidimensional variables of wheezing spells from birth to adolescence (including duration, temporal sequencing, and the extent of persistence/recurrence). We applied partition-around-medoids clustering on these variables to derive phenotypes in five birth cohorts. We investigated within- and between-phenotype differences compared with binary latent class analysis models and ascertained associations of these phenotypes with asthma and lung function and with polymorphisms in asthma loci 17q12–21 and CDHR3 (cadherin-related family member 3). MEASUREMENTS AND MAIN RESULTS: Analysis among 7,719 participants with complete data identified five spell-based wheeze phenotypes with a high degree of certainty: never (54.1%), early-transient (ETW) (23.7%), late-onset (LOW) (6.9%), persistent (PEW) (8.3%), and a novel phenotype, intermittent wheeze (INT) (6.9%). FEV(1)/FVC was lower in PEW and INT compared with ETW and LOW and declined from age 8 years to adulthood in INT. 17q12–21 and CDHR3 polymorphisms were associated with higher odds of PEW and INT, but not ETW or LOW. Latent class analysis- and spell-based phenotypes appeared similar, but within-phenotype individual trajectories and phenotype allocation differed substantially. The spell-based approach was much more robust in dealing with missing data, and the derived clusters were more stable and internally homogeneous. CONCLUSIONS: Modeling of spell variables identified a novel intermittent wheeze phenotype associated with lung function decline to early adulthood. Using multidimensional spell variables may better capture wheeze development and provide a more robust input for phenotype derivation. |
format | Online Article Text |
id | pubmed-9838626 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Thoracic Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-98386262023-01-17 Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates Haider, Sadia Granell, Raquel Curtin, John Fontanella, Sara Cucco, Alex Turner, Stephen Simpson, Angela Roberts, Graham Murray, Clare S. Holloway, John W. Devereux, Graham Cullinan, Paul Arshad, Syed Hasan Custovic, Adnan Am J Respir Crit Care Med Original Articles RATIONALE: Longitudinal modeling of current wheezing identified similar phenotypes, but their characteristics often differ between studies. OBJECTIVES: We propose that a more comprehensive description of wheeze may better describe trajectories than binary information on the presence/absence of wheezing. METHODS: We derived six multidimensional variables of wheezing spells from birth to adolescence (including duration, temporal sequencing, and the extent of persistence/recurrence). We applied partition-around-medoids clustering on these variables to derive phenotypes in five birth cohorts. We investigated within- and between-phenotype differences compared with binary latent class analysis models and ascertained associations of these phenotypes with asthma and lung function and with polymorphisms in asthma loci 17q12–21 and CDHR3 (cadherin-related family member 3). MEASUREMENTS AND MAIN RESULTS: Analysis among 7,719 participants with complete data identified five spell-based wheeze phenotypes with a high degree of certainty: never (54.1%), early-transient (ETW) (23.7%), late-onset (LOW) (6.9%), persistent (PEW) (8.3%), and a novel phenotype, intermittent wheeze (INT) (6.9%). FEV(1)/FVC was lower in PEW and INT compared with ETW and LOW and declined from age 8 years to adulthood in INT. 17q12–21 and CDHR3 polymorphisms were associated with higher odds of PEW and INT, but not ETW or LOW. Latent class analysis- and spell-based phenotypes appeared similar, but within-phenotype individual trajectories and phenotype allocation differed substantially. The spell-based approach was much more robust in dealing with missing data, and the derived clusters were more stable and internally homogeneous. CONCLUSIONS: Modeling of spell variables identified a novel intermittent wheeze phenotype associated with lung function decline to early adulthood. Using multidimensional spell variables may better capture wheeze development and provide a more robust input for phenotype derivation. American Thoracic Society 2022-01-20 /pmc/articles/PMC9838626/ /pubmed/35050846 http://dx.doi.org/10.1164/rccm.202108-1821OC Text en Copyright © 2022 by the American Thoracic Society https://creativecommons.org/licenses/by/4.0/This article is open access and distributed under the terms of the Creative Commons Attribution International License 4.0 (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Original Articles Haider, Sadia Granell, Raquel Curtin, John Fontanella, Sara Cucco, Alex Turner, Stephen Simpson, Angela Roberts, Graham Murray, Clare S. Holloway, John W. Devereux, Graham Cullinan, Paul Arshad, Syed Hasan Custovic, Adnan Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title | Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title_full | Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title_fullStr | Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title_full_unstemmed | Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title_short | Modeling Wheezing Spells Identifies Phenotypes with Different Outcomes and Genetic Associates |
title_sort | modeling wheezing spells identifies phenotypes with different outcomes and genetic associates |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9838626/ https://www.ncbi.nlm.nih.gov/pubmed/35050846 http://dx.doi.org/10.1164/rccm.202108-1821OC |
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