Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature

Abstract Background Dry eye disease (DED) is one of the most common ocular surface disorders caused by various contributors. Air pollutants are considered a risk factor for ocular surface diseases. We aimed to investigate the associations between air pollutants (PM2.5, PM10, NO2, SO2, CO and O3) and...

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Main Authors: Dandan Chu, Juan Chen, Chenlu Yang, Yan Li, Mingwei Wang, Junzhe Bao
Format: Article
Language:English
Published: BMC 2025-03-01
Series:BMC Public Health
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Online Access:https://doi.org/10.1186/s12889-025-22187-4
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author Dandan Chu
Juan Chen
Chenlu Yang
Yan Li
Mingwei Wang
Junzhe Bao
author_facet Dandan Chu
Juan Chen
Chenlu Yang
Yan Li
Mingwei Wang
Junzhe Bao
author_sort Dandan Chu
collection DOAJ
description Abstract Background Dry eye disease (DED) is one of the most common ocular surface disorders caused by various contributors. Air pollutants are considered a risk factor for ocular surface diseases. We aimed to investigate the associations between air pollutants (PM2.5, PM10, NO2, SO2, CO and O3) and PM2.5 constituents and daily outpatient visits for DED, as well as the modifying effect of temperature on the associations. Methods Daily data on DED outpatient visits and environmental variables during 2014–2019 were collected in Hangzhou, China. Distributed lag nonlinear models (DLNM) combined with time-stratified case-crossover design were utilized to evaluate the effects of air pollutants and PM2.5 constituents on DED daily outpatient visits during 0‒3 lag days. Furthermore, we also estimated the modification effect of temperature stratified by median. The attributable fraction (AF) of air pollutants and PM2.5 constituents on DED outpatient visits were quantified. Stratified analyses of gender, age, and seasons were conducted to assess vulnerable population characteristics and high-risk periods. Results Every interquartile range increase in PM2.5, PM10, NO2, SO2 and CO concentration were significantly associated with daily DED cases. The AF were 6.42% (95% CI: 1.09%, 11.58%), 8.00% (2.60%, 13.60%), 18.65% (11.52%, 25.21%), 10.82% (3.92%, 17.24%) and 12.28% (0.23%, 22.86%), respectively. For PM2.5 constituents, NO3 − and NH4 + were associated with DED, with AF of 4.34% (0.21%, 8.11%) and 4.84% (0.18%, 9.09%), respectively. The effects of air pollution were significant in low-temperature level for PM2.5, PM10, NO2, SO2, and CO; while the effects were statistically insignificant in high-temperature level. Subgroup analyses indicated significant associations were present in winter and among patients aged 21–40 but insignificant in other seasons and age groups. Conclusion Our results revealed that air pollutants were associated with DED outpatient visits. Low temperatures might increase the hazardous effects of air pollution. Besides, individuals aged 21–40 were vulnerable to air pollution, and winter was the high-risk period. Clinical trial number Not applicable. Graphical abstract
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spelling doaj-art-ba01c36d9ddb47af8317cdf2b78777332025-08-20T02:10:23ZengBMCBMC Public Health1471-24582025-03-0125111110.1186/s12889-025-22187-4Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperatureDandan Chu0Juan Chen1Chenlu Yang2Yan Li3Mingwei Wang4Junzhe Bao5College of Public Health, Zhengzhou UniversityDepartment of Ophthalmology, the Affiliated Hospital of Hangzhou Normal UniversityCollege of Public Health, Zhengzhou UniversityDepartment of Infection Control, Henan Provincial People’s Hospital, People’s Hospital of Zhengzhou UniversityDepartment of Ophthalmology, the Affiliated Hospital of Hangzhou Normal UniversityCollege of Public Health, Zhengzhou UniversityAbstract Background Dry eye disease (DED) is one of the most common ocular surface disorders caused by various contributors. Air pollutants are considered a risk factor for ocular surface diseases. We aimed to investigate the associations between air pollutants (PM2.5, PM10, NO2, SO2, CO and O3) and PM2.5 constituents and daily outpatient visits for DED, as well as the modifying effect of temperature on the associations. Methods Daily data on DED outpatient visits and environmental variables during 2014–2019 were collected in Hangzhou, China. Distributed lag nonlinear models (DLNM) combined with time-stratified case-crossover design were utilized to evaluate the effects of air pollutants and PM2.5 constituents on DED daily outpatient visits during 0‒3 lag days. Furthermore, we also estimated the modification effect of temperature stratified by median. The attributable fraction (AF) of air pollutants and PM2.5 constituents on DED outpatient visits were quantified. Stratified analyses of gender, age, and seasons were conducted to assess vulnerable population characteristics and high-risk periods. Results Every interquartile range increase in PM2.5, PM10, NO2, SO2 and CO concentration were significantly associated with daily DED cases. The AF were 6.42% (95% CI: 1.09%, 11.58%), 8.00% (2.60%, 13.60%), 18.65% (11.52%, 25.21%), 10.82% (3.92%, 17.24%) and 12.28% (0.23%, 22.86%), respectively. For PM2.5 constituents, NO3 − and NH4 + were associated with DED, with AF of 4.34% (0.21%, 8.11%) and 4.84% (0.18%, 9.09%), respectively. The effects of air pollution were significant in low-temperature level for PM2.5, PM10, NO2, SO2, and CO; while the effects were statistically insignificant in high-temperature level. Subgroup analyses indicated significant associations were present in winter and among patients aged 21–40 but insignificant in other seasons and age groups. Conclusion Our results revealed that air pollutants were associated with DED outpatient visits. Low temperatures might increase the hazardous effects of air pollution. Besides, individuals aged 21–40 were vulnerable to air pollution, and winter was the high-risk period. Clinical trial number Not applicable. Graphical abstracthttps://doi.org/10.1186/s12889-025-22187-4Air pollutionPM2.5 constituentsModification effectDry eye disease
spellingShingle Dandan Chu
Juan Chen
Chenlu Yang
Yan Li
Mingwei Wang
Junzhe Bao
Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
BMC Public Health
Air pollution
PM2.5 constituents
Modification effect
Dry eye disease
title Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
title_full Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
title_fullStr Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
title_full_unstemmed Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
title_short Associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
title_sort associations between air pollution and daily outpatient visits for dry eye disease and the effect modification of temperature
topic Air pollution
PM2.5 constituents
Modification effect
Dry eye disease
url https://doi.org/10.1186/s12889-025-22187-4
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