Skip to main content

Advertisement

Log in

Rural-urban differences in associations between air pollution and cardiovascular hospital admissions in Guangxi, southwest China

  • Research Article
  • Published:
Environmental Science and Pollution Research Aims and scope Submit manuscript

Abstract

Epidemiological studies found that exposure to air pollution increases cardiovascular hospitalizations. However, studies on rural-urban differences in associations between hospitalizations for cardiovascular diseases and air pollution are limited. The generalized linear model (GLM) was applied to investigate the associations between cardiovascular hospitalizations and air pollution (SO2, NO2, PM2.5, PM10, CO, and O3) in Guangxi, southwest China, in 2015 (January 1–December 31). The relative risk of pollutants (SO2, NO2) on cardiovascular hospital admissions was significantly different between urban and rural areas. The effect of SO2 on cardiovascular hospitalizations was higher in urban areas than in rural areas at lag0 to lag3 and cumulative lag01 to lag03. In urban areas, there were positive associations between NO2 and cardiovascular hospitalizations at lag0, lag1 and cumulative lag01, lag02. In contrast, the effect of NO2 on cardiovascular hospitalizations was not significant in rural areas. Urban residents were more sensitive than rural residents to SO2 and NO2. Subgroup analyses showed statistically significant differences between rural and urban areas in the association between SO2 and NO2 and cardiovascular hospitalizations for males. For age groups, people aged ≥ 65 years appeared to be more vulnerable to SO2 and NO2 in urban areas. The effects of PM2.5 PM10, CO, and O3 on cardiovascular hospitalizations were consistently negative for all groups. Our findings indicated that there were rural-urban differences in associations between cardiovascular hospitalizations and air pollutants. In rural areas, the risk of cardiovascular hospitalizations was mainly influenced by SO2. Therefore, we expect to pay attention to protecting people from air pollution, particularly for those aged ≥ 65 years in urban areas.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

Data availability

Air pollution data were collected from the China National Environmental Monitoring Center (http://106.37.208.233:20035/). Meteorological data were acquired from the National Weather Sharing Website (http://data.cma.cn). The datasets of cardiovascular hospitalizations are not publicly available due to confidentiality requirements, but they are available from corresponding authors upon reasonable request.

Abbreviations

GLM:

generalized linear model

RR:

relative risk

SO2 :

sulfur dioxide

NO2 :

nitrogen dioxide

PM2.5 :

particulate matter < 2.5 μm

PM10 :

particulate matter < 10 μm

CO:

carbon oxide

O3 :

ozone

GDP:

gross domestic product

ICD:

International Classification of Diseases

TEM:

mean temperature

PRS:

surface pressure

RHU:

2-m relative humidity

PRE:

precipitation

WIN:

10-m wind speed

SD:

standard deviation

Min:

minimum

Max:

maximum

IDW:

inverse distance weighted

CI:

confidence interval

References

  • Amsalu E, Guo Y, Li H, Wang T, Liu Y, Wang A (2019) Short-term effect of ambient sulfur dioxide (SO2) on cause-specific cardiovascular hospital admission in Beijing, China: A time series study. Atmos Environ 208:74–81

    Article  CAS  Google Scholar 

  • Bayat R, Ashrafi K, Motlagh MS, Hassanvand MS, Daroudi R, Fink G (2019) Health impact and related cost of ambient air pollution in Tehran. Environ Res 176:1–12

    Article  Google Scholar 

  • Bhaskaran K, Gasparrini A, Hajat S, Smeeth L, Armstrong B (2013) Time series regression studies in environmental epidemiology. Int J Epidemiol 42:1187–1195

    Article  Google Scholar 

  • Chang C, Tsai S, Ho S, Yang C (2005) Air pollution and hospital admissions for cardiovascular disease in Taipei, Taiwan. Environ Res 98:114–119

    Article  CAS  Google Scholar 

  • Cheng J, Xu Z, Zhang X, Zhao H, Hu W (2019) Estimating cardiovascular hospitalizations and associated expenses attributable to ambient carbon monoxide in Lanzhou, China: scientific evidence for policy making. Sci Total Environ 682:514–522

    Article  CAS  Google Scholar 

  • Dastoorpoor M, Sekhavatpour Z, Masoumi K et al (2019) Air pollution and hospital admissions for cardiovascular diseases in Ahvaz, Iran. Sci Total Environ 652:1318–1330

    Article  Google Scholar 

  • Dong H (2003) Health financing policies: patient care-seeking behavior in rural China. Int J Technol Assess Health Care 19:526–532

    Article  Google Scholar 

  • Feng Y, Ning M, Lei Y, Sun Y, Liu W, Wang J (2019) Defending blue sky in China: effectiveness of the “Air Pollution Prevention and Control Action Plan” on air quality improvements from 2013 to 2017. J Environ Manag 252:109603

    Article  CAS  Google Scholar 

  • Galav A, Bhatanagar R, Meghawal SC, Jain M (2015) Prevalence of hypertension among rural and urban population in Southern Rajasthan. Nat J Com Med 6:174–178

  • Ge E, Lai K, Xiao X, Luo M, Fang Z, Zeng Y et al (2018) Differential effects of size-specific particulate matter on emergency department visits for respiratory and cardiovascular diseases in Guangzhou, China. Environ Pollut 243:336–345

    Article  CAS  Google Scholar 

  • Guangxi Zhuang Autonomous Region Bureau of Statistics (2016) Guangxi Statistical Yearbook. China Statistics Press, Beijing

    Google Scholar 

  • Guo Y, Jia Y, Pan X, Liu L, Wichmann HE (2009) The association between fine particulate air pollution and hospital emergency room visits for cardiovascular diseases in Beijing, China. Sci Total Environ 407:4826–4830

    Article  CAS  Google Scholar 

  • Han WX, Ren GL, Chen W, Zhang SH, He WX, Wang XJ (2015) Composite analysis of chronic diseases among inpatients in 8 general hospitals in Anyang. Chronic Pathem J 16:637–643

  • Hashemi SY, Khanjani N (2016) Air pollution and cardiovascular hospital admissions in Kerman, Iran. J Heart Cardiol 2:1–6

    Article  Google Scholar 

  • Hu H, Huang W, Zhang X, Zhu Y, Lou L, Luo H (2003) Correlative degree analysis between air pollution of Nanning city and human health and its sustainable countermeasure. China Popul Res Environ 13:86–90

  • Jevtić M, Dragić N, Bijelović S, Popović M (2014) Cardiovascular diseases and air pollution in Novi Sad, Serbia. Int J Occup Med Env 27:153–164

    Google Scholar 

  • Jian W, Chan KY, Reidpath DD, Xu L (2010) China’s rural-urban care gap shrank for chronic disease patients, but inequities persist. Health Aff 29:2189–2196

    Article  Google Scholar 

  • Kuerban M, Waili Y, Fan F, Liu Y, Qin W, Dore AJ (2019) Spatio-temporal patterns of air pollution in China From 2015 to 2018 and implications for health risks. Environ Pollut 258:113659

    Article  Google Scholar 

  • Li H, Ge J (2015) Cardiovascular diseases in China: Current status and furture perspectives. IJC Heart & Vasculature, 6:25–34

  • Liu P, Guo W, Liu H, Hua W, Xiong L (2018) The integration of urban and rural medical insurance to reduce the Rural medical burden in China: a case study of a county in Baoji City. BMC Health Serv Res 18:796

    Article  Google Scholar 

  • Liu Y, Sun J, Gou Y, Sun X, Zhang D, Xue F (2020) Analysis of short-term effects of air pollution on cardiovascular disease using Bayesian spatio-temporal models. Int J Environ Res Public Health 17:879

    Article  CAS  Google Scholar 

  • Lu Y, Lin S, Fatmi Z, Malashock D, Hussain MM, Siddique A (2019) Assessing the association between fine particulate matter (PM2.5) constituents and cardiovascular diseases in a mega-city of Pakistan. Environ Pollut 252:1412–1422

    Article  CAS  Google Scholar 

  • Maheswaran R, Pearson T, Smeeton NC, Beevers SD, Campbell MJ, Wolfe CD (2012) Outdoor air pollution and incidence of ischemic and hemorrhagic stroke: a small-area level ecological study. Stroke 43:22–27

    Article  CAS  Google Scholar 

  • Mengersen K, Morawska L, Wang H et al (2011) The effect of housing characteristics and occupant activities on the respiratory health of women and children in Lao PDR. Sci Total Environ 409:1378–1384

    Article  CAS  Google Scholar 

  • Milojevic A, Wilkinson P, Armstrong B, Bhaskaran K, Smeeth L, Hajat S (2014) Short-term effects of air pollution on a range of cardiovascular events in England and Wales: case-crossover analysis of the MINAP database, hospital admissions and mortality. Heart 100:1093–1098

    Article  Google Scholar 

  • National Center for Cardiovascular Diseases (2020) Report on cardiovascular disease in China 2019. Encyclopedia of China Publishing House.

  • Nhung N, Schindler C, Chau N, Hanh P, Hoang L, Dien T, Thanh N, Künzli N (2020) Exposure to air pollution and risk of hospitalizations for cardiovascular diseases amongst Vietnamese adults: case-crossover study. Sci Total Environ 703:13467

    Article  Google Scholar 

  • Phung D, Hien TT, Linh HN, Luong LMT, Morawska L, Chu C, Binh ND Thai PK (2016) Air pollution and risk of respiratory and cardiovascular hospitalizations in the most populous city in Vietnam. Sci Total Environ 557-558:322-330.

  • Qiu H, Yu ITS, Tian L, Wang X, Tse LA, Tam W, Wong TZ (2012) Effects of coarse particulate matter on emergency hospital admissions for respiratory diseases: a time-series analysis in Hong Kong. Environ Health Perspect 120:572–576

    Article  CAS  Google Scholar 

  • Rich DQ, Mittleman MA, Link MS, Schwartz J, Dockery DW (2006) Increased risk of paroxysmal atrial fibrillation episodes associated with acute increases in ambient air pollution. Environ Health Perspect 114:120–123

    Article  CAS  Google Scholar 

  • Rosengren A, Smyth A, Rangarajan S et al (2019) Socioeconomic status and risk of cardiovascular disease in 20 low-income, middle-income, and high-income countries: the prospective urban rural epidemiologic (PURE) study. Lancet Glob Health 7:e748–e760

    Article  Google Scholar 

  • Routledge HC, Manney S, Harrison RM, Ayres JG, Townend JN (2006) Effect of inhaled sulphur dioxide and carbon particles on heart rate variability and markers of inflammation and coagulation in human subjects. Heart 92:220–227

    Article  CAS  Google Scholar 

  • Scarinzi C, Alessandrini ER, Chiusolo M et al (2013) Air pollution and urgent hospital admissions in 25 Italian cities: results from the EpiAir2 project. Epidemiol Prev 37:230–241

    Google Scholar 

  • Schenker N, Gentleman JF (2001) On judging the significance of differences by examining the overlap between confidence intervals. Am Stat 55:182–186

    Article  Google Scholar 

  • Sunyer J, Ballester F, Tertre AL, Atkinson R, Ayres JG, Forastiere F (2003) The association of daily sulfurdioxide air pollution levels with hospital admissions for cardiovascular diseases in Europe (The Aphea-II study). Eur Heart J 24:752–760

    Article  CAS  Google Scholar 

  • Shahi A M, Omraninava A, Goli M, Soheilarezoomand H R, Mirzaei N (2014) The effects of air pollution on cardiovascular and respiratory causes of emergency admission. Emergency 2:107–114

  • Vahedian M, Khanjani N, Mirzaee M, Koolivand A (2017) Ambient air pollution and daily hospital admissions for cardiovascular diseases in Arak, Iran. ARYA atherosclerosis 13:117–134

  • Vidale S, Arnaboldi M, Bosio V, Corrado G, Guidotti M, Sterzi R, Campana C (2017) Short-term air pollution exposure and cardiovascular events: a 10-year study in the urban area of Como, Italy. Int J Cardiol 248:389–393

    Article  Google Scholar 

  • Walker BR, Colledge NR (2013) Davidson’s principles and practice of pedicine e-book. Elsevier Health Science

    Google Scholar 

  • Wang X, Wang W, Jiao S, Yuan J, Hu C, Wang L (2018) The effects of air pollution on daily cardiovascular diseases hospital admissions in Wuhan from 2013 to 2015. Atmos Environ 182:307–312

    Article  CAS  Google Scholar 

  • Xie J, He M, Zhu W (2014) Acute effects of outdoor air pollution on emergency department visits due to five clinical subtypes of coronary heart diseases in Shanghai, China. J Epidemiol 24:452–459

    Article  Google Scholar 

  • Yang X (2016) Analysis on China’s urban-rural integration: The perspective of path-dependence. Open J Soc Sci 4:133–140

    Google Scholar 

  • Yang GH, Wang Y, Zeng YX et al (2013) Rapid health transition in China, 1990-2010: findings from the Global Burden of Disease Study 2010. Lancet 381:1987–2015

    Article  Google Scholar 

  • Ying GY, Gan HP, Li XR (2011) The unused inpatient service of urban and rural residents and its influencing factors in Sichuan province. Mod Prev Med 38:1045–1047

  • Yu J (2018) Temporal and spatial variation characteristics and influencing factors of urban air quality in Guangxi. Guangxi Normal University, Guangxi

    Google Scholar 

  • Yu K, Qiu G, Chan KH, Lam K et al (2018) Association of solid fuel use with risk of cardiovascular and all-cause mortality in rural China. JAMA 319:1351–1361

    Article  CAS  Google Scholar 

  • Zhang F, Li L, Krafft T, Lv J, Wang W, Pei D (2011) Study on the association between ambient air pollution and daily cardiovascular and respiratory mortality in an urban district of Beijing. Int J Environ Res Public Health 8:2109–2123

    Article  Google Scholar 

  • Zhang Y, Wang S, Ma Y, Shuang K, Cheng Y, Li X, Ning C, Zhao W, Li N (2015) Association between ambient air pollution and hospital emergency admissions for respiratory and cardiovascular diseases in Beijing: a time series study. Biomed Environ Sci 28:352–363

  • Zhang Y, Zhang L, Wei J J, Liu L, Zhang Y et al (2021) Size-specific particulate matter and hospitalization for cardiovascular diseases: a case-crossover study in ShenZhen, China. Atmos Environ 249:118271

    Article  Google Scholar 

Download references

Acknowledgements

All of the authors thank the Major Application Project of Guangdong Science and Technology Department for providing the data of cardiovascular diseases.

Funding

The work was supported by the Major Application Project of Guangdong Science and Technology Department [grant number: 2015B010131016].

Author information

Authors and Affiliations

Authors

Contributions

GZ: Methodology, data curation, writing—original draft, and writing—review and editing. SZ: Conceptualization, methodology, and writing—review and editing. XL: Methodology and writing—review and editing. GS: Writing—review and editing. HS: Writing—review and editing. LL: Funding acquisition. YK: Methodology and conceptualization. RM: Data curation. XH: Data curation.

Corresponding author

Correspondence to Shiyan Zhai.

Ethics declarations

Ethics approval and consent to participate

Biomedical Research Ethics Sub-Committee of Henan University approved the research protocol (Prot. Number: HUSOM2020-292).

Consent for publication

All of the authors approved the manuscript for publication.

Competing interests

The authors declare no competing interests.

Additional information

Responsible Editor: Lotfi Aleya

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

ESM 1

(DOC 1759 kb)

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhang, G., Liu, X., Zhai, S. et al. Rural-urban differences in associations between air pollution and cardiovascular hospital admissions in Guangxi, southwest China. Environ Sci Pollut Res 29, 40711–40723 (2022). https://doi.org/10.1007/s11356-021-18196-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11356-021-18196-6

Keywords

Navigation