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Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan
Spontaneous intracerebral hemorrhage (sICH) has a high mortality rate. Research has demonstrated that the occurrence of sICH is related to air pollution. This study used big data analysis to explore the impact of air pollution on the risk of sICH in patients of differing age and geographic location....
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750965/ https://www.ncbi.nlm.nih.gov/pubmed/29232865 http://dx.doi.org/10.3390/ijerph14121547 |
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author | Chien, Ting-Ying Ting, Hsien-Wei Chan, Chien-Lung Yang, Nan-Ping Pan, Ren-Hao Lai, K. Robert Hung, Su-In |
author_facet | Chien, Ting-Ying Ting, Hsien-Wei Chan, Chien-Lung Yang, Nan-Ping Pan, Ren-Hao Lai, K. Robert Hung, Su-In |
author_sort | Chien, Ting-Ying |
collection | PubMed |
description | Spontaneous intracerebral hemorrhage (sICH) has a high mortality rate. Research has demonstrated that the occurrence of sICH is related to air pollution. This study used big data analysis to explore the impact of air pollution on the risk of sICH in patients of differing age and geographic location. 39,053 cases were included in this study; 14,041 in the Taipei region (Taipei City and New Taipei City), 5537 in Taoyuan City, 7654 in Taichung City, 4739 in Tainan City, and 7082 in Kaohsiung City. The results of correlation analysis indicated that there were two pollutants groups, the CO and NO(2) group and the PM(2.5) and PM(10) group. Furthermore, variations in the correlations of sICH with air pollutants were identified in different age groups. The co-factors of the influence of air pollutants in the different age groups were explored using regression analysis. This study integrated Taiwan National Health Insurance data and air pollution data to explore the risk factors of sICH using big data analytics. We found that PM(2.5) and PM(10) are very important risk factors for sICH, and age is an important modulating factor that allows air pollutants to influence the incidence of sICH. |
format | Online Article Text |
id | pubmed-5750965 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57509652018-01-10 Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan Chien, Ting-Ying Ting, Hsien-Wei Chan, Chien-Lung Yang, Nan-Ping Pan, Ren-Hao Lai, K. Robert Hung, Su-In Int J Environ Res Public Health Article Spontaneous intracerebral hemorrhage (sICH) has a high mortality rate. Research has demonstrated that the occurrence of sICH is related to air pollution. This study used big data analysis to explore the impact of air pollution on the risk of sICH in patients of differing age and geographic location. 39,053 cases were included in this study; 14,041 in the Taipei region (Taipei City and New Taipei City), 5537 in Taoyuan City, 7654 in Taichung City, 4739 in Tainan City, and 7082 in Kaohsiung City. The results of correlation analysis indicated that there were two pollutants groups, the CO and NO(2) group and the PM(2.5) and PM(10) group. Furthermore, variations in the correlations of sICH with air pollutants were identified in different age groups. The co-factors of the influence of air pollutants in the different age groups were explored using regression analysis. This study integrated Taiwan National Health Insurance data and air pollution data to explore the risk factors of sICH using big data analytics. We found that PM(2.5) and PM(10) are very important risk factors for sICH, and age is an important modulating factor that allows air pollutants to influence the incidence of sICH. MDPI 2017-12-10 2017-12 /pmc/articles/PMC5750965/ /pubmed/29232865 http://dx.doi.org/10.3390/ijerph14121547 Text en © 2017 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chien, Ting-Ying Ting, Hsien-Wei Chan, Chien-Lung Yang, Nan-Ping Pan, Ren-Hao Lai, K. Robert Hung, Su-In Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title | Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title_full | Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title_fullStr | Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title_full_unstemmed | Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title_short | Does the Short-Term Effect of Air Pollution Influence the Incidence of Spontaneous Intracerebral Hemorrhage in Different Patient Groups? Big Data Analysis in Taiwan |
title_sort | does the short-term effect of air pollution influence the incidence of spontaneous intracerebral hemorrhage in different patient groups? big data analysis in taiwan |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750965/ https://www.ncbi.nlm.nih.gov/pubmed/29232865 http://dx.doi.org/10.3390/ijerph14121547 |
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