Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study
Objective To determine the association of meteorological factors and air pollutants (MFAPs) with fracture and to estimate the effect size/time lag.Design This is a nationwide population-based ecological study from 2008 to 2017.Setting Eight large metropolitan areas in Korea.Participants Of 8 093 820...
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doaj-fcefd255a252442aa0b16f4699b536012021-08-07T17:01:21ZengBMJ Publishing GroupBMJ Open2044-60552021-06-0111610.1136/bmjopen-2020-047000Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological studyJinwook Hong0Jaehun Jung1Taewook Kang2Munkhzul Radnaabaatar3Si Young Park4Artificial Intelligence and Big-Data Convergence Center, Gachon University Gil Medical Center, Incheon, South KoreaArtificial Intelligence and Big-Data Convergence Center, Gachon University Gil Medical Center, Incheon, South KoreaDepartment of Orthopedics, Korea University College of Medicine and School of Medicine, Seoul, South KoreaArtificial Intelligence and Big-Data Convergence Center, Gachon University Gil Medical Center, Incheon, South KoreaDepartment of Orthopedics, Korea University College of Medicine and School of Medicine, Seoul, South KoreaObjective To determine the association of meteorological factors and air pollutants (MFAPs) with fracture and to estimate the effect size/time lag.Design This is a nationwide population-based ecological study from 2008 to 2017.Setting Eight large metropolitan areas in Korea.Participants Of 8 093 820 patients with fractures reported in the Korea National Health Insurance database, 2 129 955 were analysed after the data set containing patient data (age, sex and site of fractures) were merged with MFAPs. Data on meteorological factors were obtained from the National Climate Data Center of the Korea Meteorological Administration. Additionally, data on air pollutants (atmospheric particulate matter ≤2.5 µm in diameter (PM2.5), PM10, ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide) were obtained from the Air Korea database.Primary and secondary outcome measures We hypothesised that there would be an association between MFAPs and the incidence of fracture. A generalised additive model was used while factoring in the non-linear relationship between MFAPs and fractures as well as a time lag ≤7 days. Multivariate analysis was performed. Backward elimination with an Akaike information criterion was used to fit the multivariate model.Results Overall, in eight urban areas, 2 129 955 patients with fractures were finally analysed. These included 370 344, 187 370, 173 100, 140 358, 246 775, 6501, 228 346, 57 183 and 719 978 patients with hip, knee, shoulder, elbow, wrist, hand, ankle, foot and spine fractures, respectively. Various MFAPs (average temperature, daily rain, wind speed, daily snow and PM2.5) showed significant association with fractures, with positive correlations at time lags 7, 5–7, 5–7, 3–7 and 6–7 days, respectively.Conclusions Various MFAPs could affect the occurrence of fractures. The average temperature, daily rain, wind speed, daily snow and PM2.5 were most closely associated with fracture. Thus, improved public awareness on these MFAPs is required for clinical prevention and management of fractures.https://bmjopen.bmj.com/content/11/6/e047000.full |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Jinwook Hong Jaehun Jung Taewook Kang Munkhzul Radnaabaatar Si Young Park |
spellingShingle |
Jinwook Hong Jaehun Jung Taewook Kang Munkhzul Radnaabaatar Si Young Park Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study BMJ Open |
author_facet |
Jinwook Hong Jaehun Jung Taewook Kang Munkhzul Radnaabaatar Si Young Park |
author_sort |
Jinwook Hong |
title |
Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
title_short |
Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
title_full |
Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
title_fullStr |
Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
title_full_unstemmed |
Effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
title_sort |
effect of meteorological factors and air pollutants on fractures: a nationwide population-based ecological study |
publisher |
BMJ Publishing Group |
series |
BMJ Open |
issn |
2044-6055 |
publishDate |
2021-06-01 |
description |
Objective To determine the association of meteorological factors and air pollutants (MFAPs) with fracture and to estimate the effect size/time lag.Design This is a nationwide population-based ecological study from 2008 to 2017.Setting Eight large metropolitan areas in Korea.Participants Of 8 093 820 patients with fractures reported in the Korea National Health Insurance database, 2 129 955 were analysed after the data set containing patient data (age, sex and site of fractures) were merged with MFAPs. Data on meteorological factors were obtained from the National Climate Data Center of the Korea Meteorological Administration. Additionally, data on air pollutants (atmospheric particulate matter ≤2.5 µm in diameter (PM2.5), PM10, ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide) were obtained from the Air Korea database.Primary and secondary outcome measures We hypothesised that there would be an association between MFAPs and the incidence of fracture. A generalised additive model was used while factoring in the non-linear relationship between MFAPs and fractures as well as a time lag ≤7 days. Multivariate analysis was performed. Backward elimination with an Akaike information criterion was used to fit the multivariate model.Results Overall, in eight urban areas, 2 129 955 patients with fractures were finally analysed. These included 370 344, 187 370, 173 100, 140 358, 246 775, 6501, 228 346, 57 183 and 719 978 patients with hip, knee, shoulder, elbow, wrist, hand, ankle, foot and spine fractures, respectively. Various MFAPs (average temperature, daily rain, wind speed, daily snow and PM2.5) showed significant association with fractures, with positive correlations at time lags 7, 5–7, 5–7, 3–7 and 6–7 days, respectively.Conclusions Various MFAPs could affect the occurrence of fractures. The average temperature, daily rain, wind speed, daily snow and PM2.5 were most closely associated with fracture. Thus, improved public awareness on these MFAPs is required for clinical prevention and management of fractures. |
url |
https://bmjopen.bmj.com/content/11/6/e047000.full |
work_keys_str_mv |
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