Investigating the impact of air pollution on AMI and COPD hospital admissions in the coastal city of Qingdao, China

Jiuli Yang, Mingyang Liu, Qu Cheng, Lingyue Yang, Xiaohui Sun, Haidong Kan, Yang Liu, Michelle L. Bell, Rohini Dasan, Huiwang Gao, Xiaohong Yao, Yang Gao

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Front. Environ. Sci. Eng. ›› 2022, Vol. 16 ›› Issue (5) : 56. DOI: 10.1007/s11783-021-1490-7
RESEARCH ARTICLE
RESEARCH ARTICLE

Investigating the impact of air pollution on AMI and COPD hospital admissions in the coastal city of Qingdao, China

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Highlights

• The impact of air pollution on AMI/COPD hospital admissions were examined.

• Significant connection was found between air pollutants and AMI/COPD in Qingdao.

• Nonlinearity exists between air pollution and AMI/COPD hospital admissions.

Abstract

Air pollution has been widely associated with adverse effects on the respiratory and cardiovascular systems. We investigated the relationship between acute myocardial infarction (AMI), chronic obstructive pulmonary disease (COPD) and air pollution exposure in the coastal city of Qingdao, China. Air pollution in this region is characterized by inland and oceanic transportation sources in addition to local emission. We examined the influence of PM2.5, PM10, NO2, SO2, CO and O3 concentrations on hospital admissions for AMI and COPD from October 1, 2014, to September 30, 2018, in Qingdao using a Poisson generalized additive model (GAM). We found that PM2.5, PM10, NO2, SO2 and CO exhibited a significant short-term (lag 1 day) association with AMI in the single-pollutant model among older adults (>65 years old) and females, especially during the cold season (October to March). In contrast, only NO2 and SO2 had clear cumulative lag associations with COPD admission for females and those over 65 years old at lag 01 and lag 03, respectively. In the two-pollutant model, the exposure-response relationship fitted by the two-pollutant model did not change significantly. Our findings indicated that there is an inflection point between the concentration of certain air pollutants and the hospital admissions of AMI and COPD even under the linear assumption, indicative of the benefits of reducing air pollution vary with pollution levels. This study has important implications for the development of policy for air pollution control in Qingdao and the public health benefits of reducing air pollution levels.

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Keywords

AMI / COPD / Air pollution exposure / GAM

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Jiuli Yang, Mingyang Liu, Qu Cheng, Lingyue Yang, Xiaohui Sun, Haidong Kan, Yang Liu, Michelle L. Bell, Rohini Dasan, Huiwang Gao, Xiaohong Yao, Yang Gao. Investigating the impact of air pollution on AMI and COPD hospital admissions in the coastal city of Qingdao, China. Front. Environ. Sci. Eng., 2022, 16(5): 56 https://doi.org/10.1007/s11783-021-1490-7

References

[1]
Allred E N, Bleecker E R, Chaitman B R, Dahms T E, Gottlieb S O, Hackney J D, Pagano M, Selvester R H, Walden S M, Warren J (1989). Short-term effects of carbon monoxide exposure on the exercise performance of subjects with coronary artery disease. New England Journal of Medicine, 321(21): 1426–1432
CrossRef Pubmed Google scholar
[2]
Athanasopoulou E, Tombrou M, Pandis S N, Russell A G (2008). The role of sea-salt emissions and heterogeneous chemistry in the air quality of polluted coastal areas. Atmospheric Chemistry and Physics, 8(19): 5755–5769
CrossRef Google scholar
[3]
Baskurt O K, Levi E, Caglayan S, Dikmenoglu N, Kutman M N (1990). Hematological and hemorheological effects of air pollution. Archives of Environmental Health, 45(4): 224–228
CrossRef Pubmed Google scholar
[4]
Bell M L, Dominici F, Samet J M (2005). A meta-analysis of time-series studies of ozone and mortality with comparison to the national morbidity, mortality, and air pollution study. Epidemiology (Cambridge, Mass.), 16(4): 436–445
CrossRef Pubmed Google scholar
[5]
Bell M L, McDermott A, Zeger S L, Samet J M, Dominici F (2004). Ozone and short-term mortality in 95 US urban communities, 1987–2000. Journal of the American Medical Association, 292(19): 2372–2378
CrossRef Pubmed Google scholar
[6]
Bie S, Yang L, Zhang Y, Huang Q, Li J, Zhao T, Zhang X, Wang P, Wang W (2021). Source appointment of PM2.5 in Qingdao Port, East of China. Science of the Total Environment, 755(Pt 1): 142456
CrossRef Pubmed Google scholar
[7]
Brook R D, Rajagopalan S, Pope C A 3rd, Brook J R, Bhatnagar A, Diez-Roux A V, Holguin F, Hong Y, Luepker R V, Mittleman M A, Peters A, Siscovick D, Smith S C Jr, Whitsel L, Kaufman J D, the American Heart Association Council on Epidemiology and Prevention, Council on the Kidney in Cardiovascular Disease, Council on Nutrition, Physical Activity and Metabolism (2010). Particulate matter air pollution and cardiovascular disease: An update to the scientific statement from the American Heart Association. Circulation, 121(21): 2331–2378
CrossRef Pubmed Google scholar
[8]
Cai J, Chen R, Wang W, Xu X, Ha S, Kan H (2015). Does ambient CO have protective effect for COPD patient? Environmental Research, 136: 21–26
CrossRef Pubmed Google scholar
[9]
Cai J, Zhao A, Zhao J, Chen R, Wang W, Ha S, Xu X, Kan H (2014). Acute effects of air pollution on asthma hospitalization in Shanghai, China. Environment and Pollution, 191: 139–144
CrossRef Pubmed Google scholar
[10]
Chan C K, Yao X (2008). Air pollution in mega cities in China. Atmospheric Environment, 42(1): 1–42
CrossRef Google scholar
[11]
Chang C C, Tsai S S, Ho S C, Yang C Y (2005). Air pollution and hospital admissions for cardiovascular disease in Taipei, Taiwan, China. Environmental Research, 98(1): 114–119
CrossRef Pubmed Google scholar
[12]
Chen C, Zhu P, Lan L, Zhou L, Liu R, Sun Q, Ban J, Wang W, Xu D, Li T (2018). Short-term exposures to PM2.5 and cause-specific mortality of cardiovascular health in China. Environmental Research, 161: 188–194
CrossRef Pubmed Google scholar
[13]
Chen J Y, Shi C L, Li Y, Ni H Z, Zeng J, Lu R, Zhang L (2021). Effects of short-term exposure to ambient airborne pollutants on COPD-related mortality among the elderly residents of Chengdu city in Southwest China. Environmental Health and Preventive Medicine, 26, 7
[14]
Chen R, Kan H, Chen B, Huang W, Bai Z, Song G, Pan G, the CAPES Collaborative Group (2012). Association of particulate air pollution with daily mortality: the China air pollution and health effects study. American Journal of Epidemiology, 175(11): 1173–1181
CrossRef Pubmed Google scholar
[15]
Cohen A J, Brauer M, Burnett R, Anderson H R, Frostad J, Estep K, Balakrishnan K, Brunekreef B, Dandona L, Dandona R, (2017). Estimates and 25-year trends of the global burden of disease attributable to ambient air pollution: An analysis of data from the Global Burden of Diseases Study 2015. Lancet, 389(10082): 1907–1918
CrossRef Pubmed Google scholar
[16]
Collart P, Coppieters Y, Mercier G, Massamba Kubuta V, Leveque A (2015). Comparison of four case-crossover study designs to analyze the association between air pollution exposure and acute myocardial infarction. International Journal of Environmental Health Research, 25(6): 601–613
CrossRef Pubmed Google scholar
[17]
Dominici F, McDermott A, Zeger S L, Samet J M (2002). On the use of generalized additive models in time-series studies of air pollution and health. American Journal of Epidemiology, 156(3): 193–203
CrossRef Pubmed Google scholar
[18]
Dominici F, Peng R D, Bell M L, Pham L, McDermott A, Zeger S L, Samet J M (2006). Fine particulate air pollution and hospital admission for cardiovascular and respiratory diseases. Journal of the American Medical Association, 295(10): 1127–1134PMCID: PMC3543154
CrossRef Pubmed Google scholar
[19]
Fischer P, Hoek G, Brunekreef B, Verhoeff A, van Wijnen J (2003). Air pollution and mortality in The Netherlands: are the elderly more at risk? European Respiratory Journal. Supplement, 21(Supplement 40): 34S–38S
CrossRef Pubmed Google scholar
[20]
Gao Y, Shan H, Zhang S, Sheng L, Li J, Zhang J, Ma M, Meng H, Luo K, Gao H, Yao X (2020). Characteristics and sources of PM2.5 with focus on two severe pollution events in a coastal city of Qingdao, China. Chemosphere, 247: 125861
CrossRef Pubmed Google scholar
[21]
Goggins W B, Chan E Y, Yang C Y (2013). Weather, pollution, and acute myocardial infarction in Hong Kong (China) and Taiwan (China). International Journal of Cardiology, 168(1): 243–249
CrossRef Pubmed Google scholar
[22]
Gold D R, Litonjua A, Schwartz J, Lovett E, Larson A, Nearing B, Allen G, Verrier M, Cherry R, Verrier R (2000). Ambient pollution and heart rate variability. Circulation, 101(11): 1267–1273
CrossRef Pubmed Google scholar
[23]
Götschi T, Sunyer J, Chinn S, de Marco R, Forsberg B, Gauderman J W, Garcia-Esteban R, Heinrich J, Jacquemin B, Jarvis D, Ponzio M, Villani S, Künzli N (2008). Air pollution and lung function in the European Community Respiratory Health Survey. International Journal of Epidemiology, 37(6): 1349–1358
CrossRef Pubmed Google scholar
[24]
Guo Y, Barnett A G, Zhang Y, Tong S, Yu W, Pan X (2010a). The short-term effect of air pollution on cardiovascular mortality in Tianjin, China: Comparison of time series and case-crossover analyses. Science of the Total Environment, 409(2): 300–306
CrossRef Pubmed Google scholar
[25]
Guo Y, Jia Y, Pan X, Liu L, Wichmann H E (2009). The association between fine particulate air pollution and hospital emergency room visits for cardiovascular diseases in Beijing, China. Science of the Total Environment, 407(17): 4826–4830
CrossRef Pubmed Google scholar
[26]
Guo Y, Tong S, Zhang Y, Barnett A G, Jia Y, Pan X (2010b). The relationship between particulate air pollution and emergency hospital visits for hypertension in Beijing, China. Science of the Total Environment, 408(20): 4446–4450
CrossRef Pubmed Google scholar
[27]
Huang J, Pan X, Guo X, Li G (2018). Health impact of China’s Air Pollution Prevention and Control Action Plan: An analysis of national air quality monitoring and mortality data. Lancet. Planetary Health, 2(7): e313–e323
CrossRef Pubmed Google scholar
[28]
Islam T, Gauderman W J, Berhane K, McConnell R, Avol E, Peters J M, Gilliland F D (2007). Relationship between air pollution, lung function and asthma in adolescents. Thorax, 62(11): 957–963
CrossRef Pubmed Google scholar
[29]
Kan H, London S J, Chen G, Zhang Y, Song G, Zhao N, Jiang L, Chen B (2007). Differentiating the effects of fine and coarse particles on daily mortality in Shanghai, China. Environment International, 33(3): 376–384
CrossRef Pubmed Google scholar
[30]
Kan H, London S J, Chen G, Zhang Y, Song G, Zhao N, Jiang L, Chen B (2008). Season, sex, age, and education as modifiers of the effects of outdoor air pollution on daily mortality in Shanghai, China: The public health and air pollution in Asia (PAPA) study. Environmental Health Perspectives, 116(9): 1183–1188
CrossRef Pubmed Google scholar
[31]
Kim C S, Hu S C (1998). Regional deposition of inhaled particles in human lungs: comparison between men and women. Journal of Applied Physiology, 84(6): 1834–1844
CrossRef Pubmed Google scholar
[32]
Kim S Y, Peel J L, Hannigan M P, Dutton S J, Sheppard L, Clark M L, Vedal S (2012). The temporal lag structure of short-term associations of fine particulate matter chemical constituents and cardiovascular and respiratory hospitalizations. Environmental Health Perspectives, 120(8): 1094–1099
CrossRef Pubmed Google scholar
[33]
Kohlhäufl M, Brand P, Scheuch G, Meyer T S, Schulz H, Häussinger K, Heyder J (1999). Increased fine particle deposition in women with asymptomatic nonspecific airway hyperresponsiveness. American Journal of Respiratory and Critical Care Medicine, 159(3): 902–906
CrossRef Pubmed Google scholar
[34]
Landrigan P J, Fuller R, Acosta N J R, Adeyi O, Arnold R, Basu N, Baldé A B, Bertollini R, Bose-O'reilly S, Boufford J I, (2018). The Lancet Commission on pollution and health. Lancet, 391(10119): 462–512
CrossRef Pubmed Google scholar
[35]
Lee H, Honda Y, Hashizume M, Guo Y L, Wu C F, Kan H, Jung K, Lim Y H, Yi S, Kim H (2015). Short-term exposure to fine and coarse particles and mortality: A multicity time-series study in East Asia. Environment and Pollution, 207: 43–51
CrossRef Pubmed Google scholar
[36]
Li L, Yan D, Xu S, Huang M, Wang X, Xie S (2017a). Characteristics and source distribution of air pollution in winter in Qingdao, eastern China. Environment and Pollution, 224: 44–53
CrossRef Pubmed Google scholar
[37]
Li Y, Shi X, Yang M, Liang L (2017b). Variable selection in data envelopment analysis via Akaike’s information criteria. Annals of Operations Research, 253(1): 453–476
CrossRef Google scholar
[38]
Lin C M, Kuo H W (2013). Sex-age differences in association with particulate matter and emergency admissions for cardiovascular diseases: a hospital-based study in Taiwan, China. Public Health, 127(9): 828–833
CrossRef Pubmed Google scholar
[39]
Lin H, An Q, Luo C, Pun V C, Chan C S, Tian L (2013). Gaseous air pollution and acute myocardial infarction mortality in Hong Kong, China: A time-stratified case-crossover study. Atmospheric Environment, 76: 68–73
CrossRef Google scholar
[40]
Liu Y, Xie S, Yu Q, Huo X, Ming X, Wang J, Zhou Y, Peng Z, Zhang H, Cui X, Xiang H, Huang X, Zhou T, Chen W, Shi T (2017). Short-term effects of ambient air pollution on pediatric outpatient visits for respiratory diseases in Yichang city, China. Environment and Pollution, 227: 116–124
CrossRef Pubmed Google scholar
[41]
Lozano R, Naghavi M, Foreman K, Lim S, Shibuya K, Aboyans V, Abraham J, Adair T, Aggarwal R, Ahn S Y, (2012). Global and regional mortality from 235 causes of death for 20 age groups in 1990 and 2010: A systematic analysis for the Global Burden of Disease Study 2010. Lancet, 380(9859): 2095–2128
CrossRef Pubmed Google scholar
[42]
Ma M, Gao Y, Wang Y, Zhang S, Leung L R, Liu C, Wang S, Zhao B, Chang X, Su H, Zhang T, Sheng L, Yao X, Gao H (2019). Substantial ozone enhancement over the North China Plain from increased biogenic emissions due to heat waves and land cover in summer 2017. Atmospheric Chemistry and Physics, 19(19): 12195–12207
CrossRef Google scholar
[43]
Marius-Nunez A L (1990). Myocardial infarction with normal coronary arteries after acute exposure to carbon monoxide. Chest, 97(2): 491–494
CrossRef Pubmed Google scholar
[44]
Middleton N, Yiallouros P, Kleanthous S, Kolokotroni O, Schwartz J, Dockery D W, Demokritou P, Koutrakis P (2008). A 10-year time-series analysis of respiratory and cardiovascular morbidity in Nicosia, Cyprus: the effect of short-term changes in air pollution and dust storms. Environmental Health, 7: 39
CrossRef Pubmed Google scholar
[45]
Murray C J L, Aravkin A Y, Zheng P, Abbafati C, Abbas K M, Abbasi-Kangevari M, Abd-Allah F, Abdelalim A, Abdollahi M, Abdollahpour I, (2020). Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the Global Burden of Disease Study 2019. Lancet, 396(10258): 1223–1249
CrossRef Pubmed Google scholar
[46]
Neumann D, Matthias V, Bieser J, Aulinger A, Quante M (2016). Sensitivity of modeled atmospheric nitrogen species and nitrogen deposition to variations in sea salt emissions in the North Sea and Baltic Sea regions. Atmospheric Chemistry and Physics, 16(5): 2921–2942
CrossRef Google scholar
[47]
Newell K, Kartsonaki C, Lam K B H, Kurmi O P (2017). Cardiorespiratory health effects of particulate ambient air pollution exposure in low-income and middle-income countries: a systematic review and meta-analysis. The Lancet. Planetary health, 1(9): e368–e380
CrossRef Pubmed Google scholar
[48]
Pekkanen J, Brunner E J, Anderson H R, Tiittanen P, Atkinson R W (2000). Daily concentrations of air pollution and plasma fibrinogen in London. Occupational and Environmental Medicine, 57(12): 818–822
CrossRef Pubmed Google scholar
[49]
Phung D, Hien T T, Linh H N, Luong L M, Morawska L, Chu C, Binh N D, Thai P K (2016). Air pollution and risk of respiratory and cardiovascular hospitalizations in the most populous city in Vietnam. Science of the Total Environment, 557– 558: 322–330
CrossRef Pubmed Google scholar
[50]
Reames T G, Bravo M A (2019). People, place and pollution: Investigating relationships between air quality perceptions, health concerns, exposure, and individual- and area-level characteristics. Environment International, 122: 244–255
CrossRef Pubmed Google scholar
[51]
Ren M, Li N, Wang Z, Liu Y, Chen X, Chu Y, Li X, Zhu Z, Tian L, Xiang H (2017). The short-term effects of air pollutants on respiratory disease mortality in Wuhan, China: Comparison of time-series and case-crossover analyses. Scientific Reports, 7(1): 40482
CrossRef Pubmed Google scholar
[52]
Samoli E, Aga E, Touloumi G, Nisiotis K, Forsberg B, Lefranc A, Pekkanen J, Wojtyniak B, Schindler C, Niciu E, Brunstein R, Dodic Fikfak M, Schwartz J, Katsouyanni K (2006). Short-term effects of nitrogen dioxide on mortality: an analysis within the APHEA project. European Respiratory Journal, 27(6): 1129–1138
CrossRef Pubmed Google scholar
[53]
Schikowski T, Sugiri D, Ranft U, Gehring U, Heinrich J, Wichmann H E, Krämer U (2005). Long-term air pollution exposure and living close to busy roads are associated with COPD in women. Respiratory Research, 6(1): 152
CrossRef Pubmed Google scholar
[54]
Sinharay R, Gong J, Barratt B, Ohman-Strickland P, Ernst S, Kelly F J, Zhang J J, Collins P, Cullinan P, Chung K F (2018). Respiratory and cardiovascular responses to walking down a traffic-polluted road compared with walking in a traffic-free area in participants aged 60 years and older with chronic lung or heart disease and age-matched healthy controls: a randomised, crossover study. Lancet, 391(10118): 339–349
CrossRef Pubmed Google scholar
[55]
Stafoggia M, Samoli E, Alessandrini E, Cadum E, Ostro B, Berti G, Faustini A, Jacquemin B, Linares C, Pascal M, Randi G, Ranzi A, Stivanello E, Forastiere F, MED-PARTICLES Study Group (2013). Short-term associations between fine and coarse particulate matter and hospitalizations in Southern Europe: results from the MED-PARTICLES project. Environmental Health Perspectives, 121(9): 1026–1033
CrossRef Pubmed Google scholar
[56]
Stieb D M, Szyszkowicz M, Rowe B H, Leech J A (2009). Air pollution and emergency department visits for cardiac and respiratory conditions: a multi-city time-series analysis. Environmental Health, 8(1): 25
CrossRef Pubmed Google scholar
[57]
Stone V, Brown D M, Watt N, Wilson M, Donaldson K, Ritchie H, MacNee W (2000). Ultrafine particle-mediated activation of macrophages: intracellular calcium signaling and oxidative stress. Inhalation Toxicology, 12(Suppl 3): 345–351
CrossRef Pubmed Google scholar
[58]
Su C, Breitner S, Schneider A, Liu L, Franck U, Peters A, Pan X (2016). Short-term effects of fine particulate air pollution on cardiovascular hospital emergency room visits: a time-series study in Beijing, China. International Archives of Occupational and Environmental Health, 89(4): 641–657
CrossRef Pubmed Google scholar
[59]
Tao Y, Mi S, Zhou S, Wang S, Xie X (2014). Air pollution and hospital admissions for respiratory diseases in Lanzhou, China. Environment and Pollution, 185: 196–201
CrossRef Pubmed Google scholar
[60]
Thurston G D, Kipen H, Annesi-Maesano I, Balmes J, Brook R D, Cromar K, De Matteis S, Forastiere F, Forsberg B, Frampton M W, (2017). A joint ERS/ATS policy statement: What constitutes an adverse health effect of air pollution? An analytical framework. European Respiratory Journal, 49(1): 1600419
CrossRef Pubmed Google scholar
[61]
Touloumi G, Samoli E, Pipikou M, Le Tertre A, Atkinson R, Katsouyanni K, APHEA-2 Project Group (2006). Seasonal confounding in air pollution and health time-series studies: Effect on air pollution effect estimates. Statistics in Medicine, 25(24): 4164–4178
CrossRef Pubmed Google scholar
[62]
Wang C, Xu J, Yang L, Xu Y, Zhang X, Bai C, Kang J, Ran P, Shen H, Wen F, (2018a). Prevalence and risk factors of chronic obstructive pulmonary disease in China (the China Pulmonary Health [CPH] study): A national cross-sectional study. Lancet, 391(10131): 1706–1717
CrossRef Pubmed Google scholar
[63]
Wang X, Kindzierski W, Kaul P (2015). Air pollution and acute myocardial infarction hospital admission in Alberta, Canada: A three-step procedure case-crossover study. PLoS One, 10(7): e0132769
CrossRef Pubmed Google scholar
[64]
Wang Y, Zu Y, Huang L, Zhang H, Wang C, Hu J (2018b). Associations between daily outpatient visits for respiratory diseases and ambient fine particulate matter and ozone levels in Shanghai, China. Environment and Pollution, 240: 754–763
CrossRef Pubmed Google scholar
[65]
Wang Z B, Fang C L (2016). Spatial-temporal characteristics and determinants of PM2.5 in the Bohai Rim Urban Agglomeration. Chemosphere, 148: 148–162
CrossRef Pubmed Google scholar
[66]
Xu H, Bi X H, Zheng W W, Wu J H, Feng Y C (2015). Particulate matter mass and chemical component concentrations over four Chinese cities along the western Pacific coast. Environmental Science and Pollution Research International, 22(3): 1940–1953
CrossRef Pubmed Google scholar
[67]
Xu Q, Li X, Wang S, Wang C, Huang F, Gao Q, Wu L, Tao L, Guo J, Wang W, Guo X (2016). Fine particulate air pollution and hospital emergency room visits for respiratory disease in urban areas in Beijing, China, in 2013. PLoS One, 11(4): e0153099
CrossRef Pubmed Google scholar
[68]
Xu Q, Wang S, Guo Y, Wang C, Huang F, Li X, Gao Q, Wu L, Tao L, Guo J, (2017). Acute exposure to fine particulate matter and cardiovascular hospital emergency room visits in Beijing, China. Environment and Pollution, 220(Pt A): 317–327
[69]
Zhai G, Zhang K, Chai G (2021). Lag effects of size-fractionated particulate matter pollution on outpatient visits for respiratory diseases in Lanzhou, China. Annals of Agricultural and Environmental Medicine, 28(1): 131–141
Pubmed
[70]
Zhang G, Gao Y, Cai W, Leung L R, Wang S, Zhao B, Wang M, Shan H, Yao X, Gao H (2019). Seesaw haze pollution in North China modulated by the sub-seasonal variability of atmospheric circulation. Atmospheric Chemistry and Physics, 19(1): 565–576
CrossRef Google scholar
[71]
Zhang L, Gao Y, Wu S, Zhang S, Smith K R, Yao X, Gao H (2020). Global impact of atmospheric arsenic on health risk: 2005 to 2015. Proceedings of the National Academy of Sciences of the United States of America, 117(25): 13975–13982
CrossRef Pubmed Google scholar
[72]
Zhang P, Dong G, Sun B, Zhang L, Chen X, Ma N, Yu F, Guo H, Huang H, Lee Y L, Tang N, Chen J (2011). Long-term exposure to ambient air pollution and mortality due to cardiovascular disease and cerebrovascular disease in Shenyang, China. PLoS One, 6(6): e20827
CrossRef Pubmed Google scholar
[73]
Zhang Z, Wang J, Chen L, Chen X, Sun G, Zhong N, Kan H, Lu W (2014). Impact of haze and air pollution-related hazards on hospital admissions in Guangzhou, China. Environmental Science and Pollution Research International, 21(6): 4236–4244
CrossRef Pubmed Google scholar

Acknowledgements

This research was supported by the grants from the National Natural Science Foundation of China (Grant No. 91744208) and Fundamental Research Funds for the Central Universities (No. 201941006). The data used in this study can be accessed by contacting the corresponding author.

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