Abstract
Conjunctivitis is one of the most common eye-related health problems and significantly influences patients’ quality of life. Whether air pollution increased the risks of conjunctivitis is still unclear. Daily counts of outpatient visits for conjunctivitis, air pollution, and meteorological data during January 1, 2015-December 31, 2019 were collected from Tai’an, China. Generalized additive model with Poisson distribution was used to estimate the relationship between air pollution and visits for conjunctivitis, after controlling for the long-term and seasonal trends, weather variables, and day of the week. The effect of air pollution on visits for conjunctivitis was generally acute and significant at the current day and disappeared after 2 days. The relative risk of conjunctivitis visits associated with per 10 μg/m3 increases in PM2.5, PM10, SO2, and NO2 at lag 0-2 days was 1.006 (95% CI: 1.001-1.011), 1.003 (95% CI: 1.000-1.0107), 1.023 (95% CI: 1.009-1.037), and 1.025 (95% CI: 1.010-1.040), respectively. The impact of air pollution on visits for conjunctivitis varied greatly by individual characteristics. The impact of NO2 was higher in males than in females, with the opposite trend for SO2 and PM2.5. Effect estimates of air pollutants were higher among return visits for conjunctivitis, the elderly, and white-collar workers. Our study highlights that the vulnerable subpopulations should pay more attention to protect themselves from air pollution.
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The datasets used and/or analyzed under the current study are available from the corresponding author on reasonable request.
References
Alfonso SA, Fawley JD, Alexa Lu X (2015) Conjunctivitis. Prim Care 42:325–345
Ali TK, Pantanelli SM (2016) Conjunctivitis. Springer, Berlin
Calderon-Ezquerro MC, Guerrero-Guerra C, Galán C, Serrano-Silva N, Guidos-Fogelbach G, Jiménez-Martínez MC, Larenas-Linnemann D, López Espinosa ED, Ayala-Balboa J (2018) Pollen in the atmosphere of Mexico City and its impact on the health of the pediatric population. Atmos Environ 186:198–208
Chander A, Chopra R, Batra N (2013) Vitamin A deficiency: an eye sore. J Med Nutr Nutraceuticals 2:41
Chang C-J, Yang H-H, Chang C-A, Tsai H-Y (2012) Relationship between air pollution and outpatient visits for nonspecific conjunctivitis. Invest Ophthalmol Vis Sci 53:429–433
Chen R, Yang J, Zhang C, Li B, Bergmann S, Zeng F, Wang H, Wang B (2019) Global associations of air pollution and conjunctivitis diseases: a systematic review and meta-analysis. Int J Environ Res Public Health 16:3652
Chiang CC, Liao CC, Chen PC, Tsai YY, Wang YC (2012) Population study on chronic and acute conjunctivitis associated with ambient environment in urban and rural areas. J Expo Sci Environ Epidemiol 22:533–538
Chien LC, Lien YJ, Yang CH, Yu HL (2014) Acute increase of children’s conjunctivitis clinic visits by Asian dust storms exposure-a spatiotemporal study in Taipei, Taiwan. PLoS One 9:e109175
Dadaci Z, Borazan M, Kiyici A, Oncel Acir N (2014) Plasma vitamin D and serum total immunoglobulin E levels in patients with seasonal allergic conjunctivitis. Acta Ophthalmol 92:e443–e446
Dai Y-H, Zhou W-X (2017) Temporal and spatial correlation patterns of air pollutants in Chinese cities. PLoS One 12:e0182724–e0182724
Fu Q, Mo Z, Lyu D, Zhang L, Qin Z, Tang Q, Yin H, Xu P, Wu L, Lou X, Chen Z, Yao K (2017) Air pollution and outpatient visits for conjunctivitis: a case-crossover study in Hangzhou, China. Environ Pollut 231:1344–1350
Gerard C, Aida C, Marta C, Arcadi G, Carolina L (2015) Acid-sensing ion channels detect moderate acidifications to induce ocular pain. Pain 156:483–495
Geravandi S, Goudarzi G, Mohammadi MJ, Taghavirad SS, Salmanzadeh S (2015) Sulfur and nitrogen dioxide exposure and the incidence of health endpoints in Ahvaz, Iran. Health Scope 4: e24318
Guo Y, Li S, Tian Z, Pan X, Zhang J, Williams G (2014) The burden of air pollution on years of life lost in Bei**g, China, 2004-08: retrospective regression analysis of daily deaths. BMJ 347:f7139
Hong J, Zhong T, Li H, Xu J, Ye X, Mu Z, Lu Y, Mashaghi A, Zhou Y, Tan M, Li Q, Sun X, Liu Z, Xu J (2016) Ambient air pollution, weather changes, and outpatient visits for allergic conjunctivitis: a retrospective registry study. Sci Rep 6:23858
Lee HS, Kwon JY, Joo C-K (2017) Vitamin D supplementation modulates Th2 immune response by inducing T regulatory cells in allergic conjunctivitis. J Immunol 198:194–121
Lu P, Zhang Y, **a G, Zhang W, Li S, Guo Y (2019) Short-term exposure to air pollution and conjunctivitis outpatient visits: a multi-city study in China. Environ Pollut 254:113030
Nucci P, Sacchi M, Pichi F, Allegri P, Serafino M, Dello Strologo M, De Cilla S, Villani E (2017) Pediatric conjunctivitis and air pollution exposure: a prospective observational study. Semin Ophthalmol 32:407–411
Pitt AD, Smith AF, Lindsell L, Voon LW, Rose PW, Bron AJ (2004) Economic and quality-of-life impact of seasonal allergic conjunctivitis in Oxfordshire. Ophthalmic Epidemiol 11:17–33
Pransky G, Snyder T, Dembe A, Himmelstein J (1999) Under-reporting of work-related disorders in the workplace: a case study and review of the literature. Ergonomics 42:171–182
Ramirez DA, Porco TC, Lietman TM, Keenan JD (2017) Epidemiology of conjunctivitis in US emergency departments. JAMA Ophthalmol 135:1119–1121
Richards A, Guzman-Cottrill JA (2010) Conjunctivitis. Pediatr Rev 31:196–208
Singh P, Tyagi M, Kumar Y, Gupta KK, Sharma PD (2013) Ocular chemical injuries and their management. Oman J Ophthalmol 6:83–86
Smith AF, Pitt AD, Rodruiguez AE, Alio JL, Marti N, Teus M, Guillen S, Bataille L, Barnes JR (2005) The economic and quality of life impact of seasonal allergic conjunctivitis in a Spanish setting. Ophthalmic Epidemiol 12:233–242
Szyszkowicz M, Kousha T, Castner J (2016) Air pollution and emergency department visits for conjunctivitis: a case-crossover study. Int J Occup Med Environ Health 29:381–393
Torricelli AA, Matsuda M, Novaes P, Braga AL, Saldiva PH, Alves MR, Monteiro ML (2014) Effects of ambient levels of traffic-derived air pollution on the ocular surface: analysis of symptoms, conjunctival goblet cell count and mucin 5AC gene expression. Environ Res 131:59–63
Wang Y, Ying Q, Hu J, Zhang H (2014) Spatial and temporal variations of six criteria air pollutants in 31 provincial capital cities in China during 2013–2014. Environ Int 73:413–422
Yang J, Ou CQ, Ding Y, Zhou YX, Chen PY (2012) Daily temperature and mortality: a study of distributed lag non-linear effect and effect modification in Guangzhou. Environ Health 11:63
Yang J, Ou CQ, Song YF, Li L, Chen PY, Liu QY (2016) Estimating years of life lost from cardiovascular mortality related to air pollution in Guangzhou, China. Sci Total Environ 573:1566–1572
Yang J, Yin P, Sun J, Wang B, Zhou M, Li M, Tong S, Meng B, Guo Y, Liu Q (2019) Heatwave and mortality in 31 major Chinese cities: definition, vulnerability and implications. Sci Total Environ 649:695–702
Yang J, Zhou M, Li M, Yin P, Hu J, Zhang C, Wang H, Liu Q, Wang B (2020a) Fine particulate matter constituents and cause-specific mortality in China: a nationwide modelling study. Environ Int 143:105927
Yang J, Zhou M, Zhang F, Yin P, Liu Q (2020b) Diabetes mortality burden attributable to short-term effect of PM10 in China. Environ Sci Pollut Res 27:18784–18792
Yoon S, Han S, Jeon KJ, Kwon S (2018) Effects of collected road dusts on cell viability, inflammatory response, and oxidative stress in cultured human corneal epithelial cells. Toxicol Lett 284:152–160
Funding
The study was supported by the National Natural Science Foundation of China (No. 82003552), the Guangdong Basic and Applied Basic Research Foundation (No. 2020A1515011161), the Fundamental Research Funds for the Central Universities (No. 11618323), and the Department of Science and Technology of Guangdong Province (2019B121202002, 2019B121205004, 2019B110206002). YG was supported by the Career Development Fellowship of Australian National Health and Medical Research Council (#APP1107107). SL was supported by the Early Career Fellowship of Australian National Health and Medical Research Council (#APP1109193).
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Y.G., J.Y., S.L., and B.W. initiated the study. Y.G., Y.W., and S.L. collected the data. R.C and J.Y. performed statistical analysis. J.Y. and R.C. drafted the manuscript. Y.G., B.W., D.C., W.L., C.Z., H.W., B.L., B.W., Y.W., P.X., and S.L. revised the manuscript. All authors read and approved the final manuscript.
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Renchao Chen, Jun Yang, and Di Chen are co-first authors.
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Chen, R., Yang, J., Chen, D. et al. Air pollution and hospital outpatient visits for conjunctivitis: a time-series analysis in Tai’an, China. Environ Sci Pollut Res 28, 15453–15461 (2021). https://doi.org/10.1007/s11356-020-11762-4
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DOI: https://doi.org/10.1007/s11356-020-11762-4