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Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India
The prevalence of childhood asthma contributes to the global burden of the disease substantially. Air pollution in India has increased. In this study, we examine the associations among greenspaces, air pollution, and asthma prevalence in children and adolescents over a large, diverse population in I...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690186/ https://www.ncbi.nlm.nih.gov/pubmed/36429991 http://dx.doi.org/10.3390/ijerph192215273 |
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author | Malamardi, Sowmya Lambert, Katrina A. Praveena, Attahalli Shivanarayanaprasad Anand, Mahesh Padukudru Erbas, Bircan |
author_facet | Malamardi, Sowmya Lambert, Katrina A. Praveena, Attahalli Shivanarayanaprasad Anand, Mahesh Padukudru Erbas, Bircan |
author_sort | Malamardi, Sowmya |
collection | PubMed |
description | The prevalence of childhood asthma contributes to the global burden of the disease substantially. Air pollution in India has increased. In this study, we examine the associations among greenspaces, air pollution, and asthma prevalence in children and adolescents over a large, diverse population in India. We used state-wide global burden of disease data on asthma from age 0 to 19 years in 2005, 2011, and 2017. For greenspace, we used the normalized differential vegetation index (NDVI), which is the surface reflectance of light during photosynthetic activity. NDVI, air pollutants (PM(2.5), PM(10), SO(2), NO(2), and O(3)), weather, and socio-demographic factors were included in generalized estimating equation (GEE) models to estimate their associations with childhood asthma prevalence over time. Novel data visualization illustrated the complex spatial distributions. NDVI was associated with asthma prevalence (β = 0.144; 95% CI = 0.10, 0.186; p < 0.0001) for high PM(2.5), along with high levels of both gaseous air pollutants, SO(2), and NO(2) ((β = 0.12; 95% CI = 0.08, 0.16; p < 0.0001) and (β = 0.09; 95% CI = 0.05, 0.13; p < 0.0001)). However, NDVI and high O(3), had a strong negative association with asthma prevalence (β = −0.19; 95% CI = −0.26, −0.11; p < 0.0001). We observed additional effects of the interaction between the NDVI and high concentrations of PM(2.5), PM(10), NO(2), and O(3), assuming that these associations share a common pathway, and found interaction effects for asthma prevalence. Given the changing environmental conditions that interplay over geographical characteristics on the prevalence of asthma, further studies may elucidate a better understanding of these complex associations. |
format | Online Article Text |
id | pubmed-9690186 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96901862022-11-25 Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India Malamardi, Sowmya Lambert, Katrina A. Praveena, Attahalli Shivanarayanaprasad Anand, Mahesh Padukudru Erbas, Bircan Int J Environ Res Public Health Article The prevalence of childhood asthma contributes to the global burden of the disease substantially. Air pollution in India has increased. In this study, we examine the associations among greenspaces, air pollution, and asthma prevalence in children and adolescents over a large, diverse population in India. We used state-wide global burden of disease data on asthma from age 0 to 19 years in 2005, 2011, and 2017. For greenspace, we used the normalized differential vegetation index (NDVI), which is the surface reflectance of light during photosynthetic activity. NDVI, air pollutants (PM(2.5), PM(10), SO(2), NO(2), and O(3)), weather, and socio-demographic factors were included in generalized estimating equation (GEE) models to estimate their associations with childhood asthma prevalence over time. Novel data visualization illustrated the complex spatial distributions. NDVI was associated with asthma prevalence (β = 0.144; 95% CI = 0.10, 0.186; p < 0.0001) for high PM(2.5), along with high levels of both gaseous air pollutants, SO(2), and NO(2) ((β = 0.12; 95% CI = 0.08, 0.16; p < 0.0001) and (β = 0.09; 95% CI = 0.05, 0.13; p < 0.0001)). However, NDVI and high O(3), had a strong negative association with asthma prevalence (β = −0.19; 95% CI = −0.26, −0.11; p < 0.0001). We observed additional effects of the interaction between the NDVI and high concentrations of PM(2.5), PM(10), NO(2), and O(3), assuming that these associations share a common pathway, and found interaction effects for asthma prevalence. Given the changing environmental conditions that interplay over geographical characteristics on the prevalence of asthma, further studies may elucidate a better understanding of these complex associations. MDPI 2022-11-18 /pmc/articles/PMC9690186/ /pubmed/36429991 http://dx.doi.org/10.3390/ijerph192215273 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Malamardi, Sowmya Lambert, Katrina A. Praveena, Attahalli Shivanarayanaprasad Anand, Mahesh Padukudru Erbas, Bircan Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title | Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title_full | Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title_fullStr | Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title_full_unstemmed | Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title_short | Time Trends of Greenspaces, Air Pollution, and Asthma Prevalence among Children and Adolescents in India |
title_sort | time trends of greenspaces, air pollution, and asthma prevalence among children and adolescents in india |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690186/ https://www.ncbi.nlm.nih.gov/pubmed/36429991 http://dx.doi.org/10.3390/ijerph192215273 |
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