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Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis
BACKGROUND: Asthma is a common chronic disease among children, especially preschoolers. Some evidence suggests that diet may play a role in asthma, but the current findings are contradictory. The objective of our study was to determine the association between dietary intake and asthma in preschool c...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9204041/ https://www.ncbi.nlm.nih.gov/pubmed/35722472 http://dx.doi.org/10.3389/fped.2022.870529 |
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author | Qu, Yangming Pan, Chengliang Guo, Shijie Wu, Hui |
author_facet | Qu, Yangming Pan, Chengliang Guo, Shijie Wu, Hui |
author_sort | Qu, Yangming |
collection | PubMed |
description | BACKGROUND: Asthma is a common chronic disease among children, especially preschoolers. Some evidence suggests that diet may play a role in asthma, but the current findings are contradictory. The objective of our study was to determine the association between dietary intake and asthma in preschool children aged 2–5 years. METHODS: We selected preschool children aged 2–5 years with complete data on asthma diagnosis, diet, and body mass index (BMI) from the national health and nutrition examination survey (NHANES) database. In a selected population, children with self-reported asthma were included in the final sample. In children without self-reported asthma, we further used propensity score matching (PSM) to match age and sex for sampling, maintaining a ratio of 1:4 for cases. Lasso regression was used to identify dietary factors affecting asthma in preschoolers. RESULTS: A total of 269 children with self-reported asthma and 1,076 children without self-reported asthma were included in our study. Univariate analysis showed that there were significant differences in ethnicity and dietary zinc intake between asthmatic children and children without asthma. After adjusting for all dietary and demographic variables, the results of logistic Lasso regression analysis showed that non-Hispanic black (β = 0.65), vitamin B12 (β = 0.14), and sodium (β = 0.05) were positively associated with childhood asthma, while Vitamin K (β = −0.04) was negatively associated with childhood asthma. CONCLUSION: In conclusion, our study confirms that non-Hispanic black and dietary sodium intake are associated with a higher risk of asthma in preschoolers. In addition, our study found that dietary vitamin B12 was positively associated with childhood asthma, while vitamin K was negatively associated with childhood asthma. |
format | Online Article Text |
id | pubmed-9204041 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92040412022-06-18 Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis Qu, Yangming Pan, Chengliang Guo, Shijie Wu, Hui Front Pediatr Pediatrics BACKGROUND: Asthma is a common chronic disease among children, especially preschoolers. Some evidence suggests that diet may play a role in asthma, but the current findings are contradictory. The objective of our study was to determine the association between dietary intake and asthma in preschool children aged 2–5 years. METHODS: We selected preschool children aged 2–5 years with complete data on asthma diagnosis, diet, and body mass index (BMI) from the national health and nutrition examination survey (NHANES) database. In a selected population, children with self-reported asthma were included in the final sample. In children without self-reported asthma, we further used propensity score matching (PSM) to match age and sex for sampling, maintaining a ratio of 1:4 for cases. Lasso regression was used to identify dietary factors affecting asthma in preschoolers. RESULTS: A total of 269 children with self-reported asthma and 1,076 children without self-reported asthma were included in our study. Univariate analysis showed that there were significant differences in ethnicity and dietary zinc intake between asthmatic children and children without asthma. After adjusting for all dietary and demographic variables, the results of logistic Lasso regression analysis showed that non-Hispanic black (β = 0.65), vitamin B12 (β = 0.14), and sodium (β = 0.05) were positively associated with childhood asthma, while Vitamin K (β = −0.04) was negatively associated with childhood asthma. CONCLUSION: In conclusion, our study confirms that non-Hispanic black and dietary sodium intake are associated with a higher risk of asthma in preschoolers. In addition, our study found that dietary vitamin B12 was positively associated with childhood asthma, while vitamin K was negatively associated with childhood asthma. Frontiers Media S.A. 2022-06-03 /pmc/articles/PMC9204041/ /pubmed/35722472 http://dx.doi.org/10.3389/fped.2022.870529 Text en Copyright © 2022 Qu, Pan, Guo and Wu. https://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) and the copyright owner(s) 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 | Pediatrics Qu, Yangming Pan, Chengliang Guo, Shijie Wu, Hui Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title | Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title_full | Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title_fullStr | Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title_full_unstemmed | Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title_short | Dietary Intake and Asthma in Preschoolers: A Logistic Lasso Regression Analysis |
title_sort | dietary intake and asthma in preschoolers: a logistic lasso regression analysis |
topic | Pediatrics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9204041/ https://www.ncbi.nlm.nih.gov/pubmed/35722472 http://dx.doi.org/10.3389/fped.2022.870529 |
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