Abstract
We aimed to comprehensively investigate the associations of air pollutants with hospital admissions for critical illness in ED. Patients with critical illness including level 1 and level 2 of the Emergency Severity Index admitted in ED of Changsha Central Hospital from January 2016 to December 2020 were enrolled. Meteorological and air pollutants data source were collected from the National Meteorological Science Data Center. A Poisson generalized linear regression combined with a polynomial distributed lag model (PDLM) was utilized to explore the effect of air pollution on hospital admissions for critical illness in ED. Benchmarks as references (25th) were conducted for comparisons with high levels of pollutant concentrations (75th). At first, lagged effects of all different air pollutants were analyzed. Then, based on the most significant factor, analyses in subgroups were performed by gender (male and female), age (< 45, 45–65, and > 65), disorders (cardiovascular, neurological, respiratory), and seasons (spring, summer, autumn, and winter). A total of 47,290 patients with critical illness admitted in ED were included. The effects of air pollutants (PM2.5, PM10, SO2, NO2, O3 and CO) on critical illness ED visits were statistically significant. Strong collinearity between PM2.5 and PM10 (r = 0.862) was found. Both single-day lag and cumulative-day lag day models showed that PM2.5 had the strongest effects (lag 0, RR = 1.025, 95% CI 1.008–1.043, and lag 0–14, RR = 1.067, 95% CI 1.017–1.120, respectively). In both PM2.5 and PM10, the risks of critical illness in male, > 65 ages, respiratory diseases, and winter increased the most significant. Air pollutants, especially PM2.5 and PM10 exposure, could increase the risk of critical illness admission.




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The datasets used and/or analyzed during the present study are available from the corresponding author on reasonable request.
Abbreviations
- PM2.5 :
-
Particulate matter with an aerodynamic diameter ≤ 2.5 μm
- PM10 :
-
Particulate matter with an aerodynamic diameter ≤ 10 μm
- SO2 :
-
Sulfur dioxide
- NO2 :
-
Nitrogen dioxide
- CO:
-
Carbon monoxide
- O3 :
-
Ozone
- T:
-
Temperature
- SD:
-
Standard deviation
- ESI:
-
Emergency Severity Index
- ED:
-
Emergency department
- PDLM:
-
Polynomial distributed lag model
- AQI:
-
Air quality index
References
Bernardini F, Trezzi R, Quartesan R, Attademo L (2020) Air Pollutants and daily hospital admissions for psychiatric care: a review. Psychiatr Serv 71(12):1270–1276
Bi J, D’Souza RR, Rich DQ, Hopke PK, Russell AG, Liu Y, Chang HH and Ebelt S (2020) Temporal changes in short-term associations between cardiorespiratory emergency department visits and PM2.5 in Los Angeles, 2005 to 2016. Environ Res 190: 109967
Boehm A, Aichner M, Sonnweber T, Tancevski I, Fischer T, Sahanic S, Joannidis M, Weiss G, Pizzini A, Loeffler-Ragg J (2021) COPD exacerbations are related to poor air quality in Innsbruck: a retrospective pilot study. Heart Lung 50(4):499–503
Chatkin J, Correa L, Santos U (2021) External environmental pollution as a risk factor for asthma." Clin Rev Allergy Immunol
Chen J, Lv M, Yao W, Chen R, Lai H, Tong C, Fu W, Zhang W and Wang C (2020) Association between fine particulate matter air pollution and acute aortic dissections: a time-series study in Shanghai, China. Chemosphere 243: 125357
Chen TT, Zhan ZY, Yu YM, Xu LJ, Guan Y, Ou CQ (2020b) Effects of hourly levels of ambient air pollution on ambulance emergency call-outs in Shenzhen, China. Environ Sci Pollut Res Int 27(20):24880–24888
Cheng FJ, Wu KH, Hung SC, Lee KH, Lee CW, Liu KY, Hsu PC (2020) Association between ambient air pollution and out-of-hospital cardiac arrest: are there potentially susceptible groups? J Expo Sci Environ Epidemiol 30(4):641–649
Cromar KR, Ghazipura M, Gladson LA and Perlmutt L (2020) Evaluating the U.S. Air Quality Index as a risk communication tool: comparing associations of index values with respiratory morbidity among adults in California. PLoS One 15(11): e0242031
Cui Y, Ai S, Liu Y, Qian ZM, Wang C, Sun J, Sun X, Zhang S, Syberg KM, Howard S, Qin L and Lin H (2020) Hourly associations between ambient temperature and emergency ambulance calls in one central Chinese city: call for an immediate emergency plan. Sci Total Environ 711: 135046
Duan J, Cheng Q, Luo X, Bai L, Zhang H, Wang S, Xu Z, Gao J, Zhang Y, Su H (2018) Is the serious ambient air pollution associated with increased admissions for schizophrenia? Sci Total Environ 644:14–19
Fan M, He G and Zhou M (2020) The winter choke: coal-Fired heating, air pollution, and mortality in China. J Health Econ 71: 102316
Fuller CH, Jones JW and Roblin DW (2020) "Evaluating changes in ambient ozone and respiratory-related healthcare utilization in the Washington, DC metropolitan area." Environ Res 186: 109603
Gestro M, Condemi V, Bardi L, Tomaino L, Roveda E, Bruschetta A, Solimene U, Esposito F (2020) Short-term air pollution exposure is a risk factor for acute coronary syndromes in an urban area with low annual pollution rates: results from a retrospective observational study (2011–2015). Arch Cardiovasc Dis 113(5):308–320
Groves CP, Butland BK, Atkinson RW, Delaney AP, Pilcher DV (2020) Intensive care admissions and outcomes associated with short-term exposure to ambient air pollution: a time series analysis. Intensive Care Med 46(6):1213–1221
Hsu SC, Chang JH, Lee CL, Huang WC, Hsu YP, Liu CT, Jean SS, Huang SK, Hsu CW (2020) Differential time-lag effects of ambient PM2.5 and PM2.5-bound PAHs on asthma emergency department visits. Environ Sci Pollut Res Int 27(34):43117–43124
Hu J, Tang M, Zhang X, Ma Y, Li Y, Chen R, Kan H, Cui Z and Ge J (2020) "Size-fractionated particulate air pollution and myocardial infarction emergency hospitalization in Shanghai, China." Sci Total Environ 737: 140100
Hu Y, Wang S, Yang X, Kang Y, Ning G, Du H (2019) Impact of winter droughts on air pollution over Southwest China. Sci Total Environ 664:724–736
Jo EJ, Choi MH, Kim CH, Won KM, Kim YK, Jeong JH, An HY, Hwang MK and Park HK (2021) "Patterns of medical care utilization according to environmental factors in asthma and chronic obstructive pulmonary disease patients." Korean J Intern Med
Khalaila S, Coreanu T, Vodonos A, Kloog I, Shtein A, Colwell LE, Novack V, Tsumi E (2021) Association between ambient temperature, particulate air pollution and emergency room visits for conjunctivitis. BMC Ophthalmol 21(1):100
Kim SY, Peel JL, Hannigan MP, Dutton SJ, Sheppard L, Clark ML, Vedal S (2012) The temporal lag structure of short-term associations of fine particulate matter chemical constituents and cardiovascular and respiratory hospitalizations. Environ Health Perspect 120(8):1094–1099
Li L, Yan D, Xu S, Huang M, Wang X, Xie S (2017) Characteristics and source distribution of air pollution in winter in Qingdao, eastern China. Environ Pollut 224:44–53
Li X, Sun Y, An Y, Wang R, Lin H, Liu M, Li S, Ma M, Xiao C (2019) Air pollution during the winter period and respiratory tract microbial imbalance in a healthy young population in Northeastern China. Environ Pollut 246:972–979
Li Y, Lin TY, Chiu YH (2020) Dynamic linkages among economic development, environmental pollution and human health in Chinese. Cost Eff Resour Alloc 18:32
Liu L, Liu C, Chen R, Zhou Y, Meng X, Hong J, Cao L, Lu Y, Dong X, Xia M, Ding B, Qian L, Wang L, Zhou W, Gui Y and Zhang X (2021) Associations of short-term exposure to air pollution and emergency department visits for pediatric asthma in Shanghai, China. Chemosphere 263: 127856
Liu X, Zhu B, Kang H, Hou X, Gao J, Kuang X, Yan S, Shi S, Fang C, Pan C and Meng K (2021) Stable and transport indices applied to winter air pollution over the Yangtze River Delta, China." Environ Pollut 272: 115954
Marx T, Bernard N, Parmentier AL, Puyraveau M, Martin B, Gantelet M, Pretalli JB, Dalphin JC, Mauny F, Desmettre T (2020) Short term association between air pollution (PM10, NO2 and O3) and secondary spontaneous pneumothorax. Sci Rep 10(1):11823
Mistry B, Stewart De Ramirez S, Kelen G, Schmitz P, Balhara K, Levin S, Martinez D, Psoter K, Anton X, Hinson J (2018) Accuracy and reliability of emergency department triage using the emergency severity index: an international multicenter assessment. Ann Emerg Med 71(5):581-587.e583
Ni ZZ, Luo K, Zhang JX, Feng R, Zheng HX, Zhu HR, Wang JF, Fan JR, Gao X, Cen KF (2018) Assessment of winter air pollution episodes using long-range transport modeling in Hangzhou, China, during World Internet Conference, 2015. Environ Pollut 236:550–561
Nwaichi EO, Uzodike SE, Amadi BA, Ugwoha EO (2020) Ambient particulate matter levels and health profile in residents of Choba and Mgbuoba areas of Rivers state: a cross-sectional study. J Air Waste Manag Assoc
Ryu, H. J., M. R. Seo, H. J. Choi, J. Cho and H. J. Baek (2021). "Particulate matter (PM10) as a newly identified environmental risk factor for acute gout flares: a time-series study." Joint Bone Spine 88(2): 105108.
Song X, Jiang L, Wang S, Tian J, Yang K, Wang X, Guan H, Zhang N (2021) The impact of main air pollutants on respiratory emergency department visits and the modification effects of temperature in Beijing, China. Environ Sci Pollut Res Int 28(6):6990–7000
Szyszkowicz M, de Angelis N (2021) Ambient air pollution and emergency department visits in Toronto, Canada. Environ Sci Pollut Res Int 28(22):28789–28796
Szyszkowicz, M., R. Zemek, I. Colman, W. Gardner, T. Kousha and M. Smith-Doiron (2020). Air pollution and emergency department visits for mental disorders among youth. Int J Environ Res Public Health 17(12).
Tang C, Chen Y, Song Q, Ma J, Zhou Y, Gong L, Chen X, Qu J, Luo Y (2021) Short-term exposure to air pollution and occurrence of emergency stroke in Chongqing, China. Int Arch Occup Environ Health 94(1):69–76
Tapia V, Steenland K, Sarnat SE, Vu B, Liu Y, Sanchez-Ccoyllo O, Vasquez V, Gonzales GF (2020) Time-series analysis of ambient PM2.5 and cardiorespiratory emergency room visits in Lima, Peru during 2010–2016. J Expo Sci Environ Epidemiol 30(4):680–688
Thilakaratne RA, Malig BJ, Basu R (2020) Examining the relationship between ambient carbon monoxide, nitrogen dioxide, and mental health-related emergency department visits in California, USA. Sci Total Environ 746: 140915
Wang H, Lu F, Guo M, Fan W, Ji W, Dong Z (2021) Associations between PM1 exposure and daily emergency department visits in 19 hospitals, Beijing. Sci Total Environ 755(Pt 1): 142507
Wang X, Tian J, Li Z, Lai J, Huang X, He Y, Ye Z, Li G (2020) Relationship between different particle size fractions and all-cause and cause-specific emergency ambulance dispatches. Environ Health 19(1):69
Wen W, Guo C, Ma X, Zhao X, Liu L, Chen D, Xu J (2020) Impact of emission reduction on aerosol-radiation interaction during heavy pollution periods over Beijing-Tianjin-Hebei region in China. J Environ Sci (china) 95:2–13
White PF, Conway RP, Byrne DG, O’Riordan DMR, Silke BM (2020) Air pollution and comorbidity burden influencing acute hospital mortality outcomes in a large academic teaching hospital in Dublin, Ireland: a semi-ecologic analysis. Public Health 186:164–169
Yang Z, Song K, Lin H, Li C, Ding N (2021) Factors associated with emergency department length of stay in critically ill patients: a single-center retrospective study. Med Sci Monit 27: e931286
Yee J, Cho YA, Yoo HJ, Yun H, Gwak HS (2021) Short-term exposure to air pollution and hospital admission for pneumonia: a systematic review and meta-analysis. Environ Health 20(1):6
Zanobetti A, Franklin M, Koutrakis P, Schwartz J (2009) Fine particulate air pollution and its components in association with cause-specific emergency admissions. Environ Health 8:58
Zhang Q, Sun S, Sui X, Ding L, Yang M, Li C, Zhang C, Zhang X, Hao J, Xu Y, Lin S, Ding R, Cao J (2021) Associations between weekly air pollution exposure and congenital heart disease. Sci Total Environ 757: 143821
Zhu Y, Wang Y, Xu H, Luo B, Zhang W, Guo B, Chen S, Zhao X, Li W (2020) Joint effect of multiple air pollutants on daily emergency department visits in Chengdu, China. Environ Pollut 257: 113548
Funding
Changsha Central Hospital, University of South China (YNKY202115); Natural Science Foundation of Changsha (kq2004172).
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Conception and design: Hang Lin, Ning Ding
Administrative support: Ning Ding
Provision of study materials or patients: Changluo Li, Yong Long, Kun Song, Yingjie Su
Collection and assembly of data: Yingjie Su, Ning Ding
Data analysis and interpretation: Hang Lin, Ning Ding
Final approval of manuscript: All authors
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The study was approved by the Ethics Committees of Changsha Central Hospital of University of South China (Changsha, China). All research was performed in accordance with the relevant guidelines and regulations. Due to the retrospective characteristics of the study, informed consent was waived, which was also approved by the Ethics Committee of Changsha Central Hospital of University of South China (Changsha, China).
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Lin, H., Long, Y., Su, Y. et al. Air pollution and hospital admissions for critical illness in emergency department: a tertiary-center research in Changsha, China, 2016–2020. Environ Sci Pollut Res 29, 21440–21450 (2022). https://doi.org/10.1007/s11356-021-17295-8
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DOI: https://doi.org/10.1007/s11356-021-17295-8


