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Diabetes mortality burden attributable to short-term effect of PM10 in China

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Abstract

Ambient air pollution may be associated with diabetes mellitus. However, evidence from developing countries is limited although the concentrations of air pollution are disproportionably higher in these countries. We collected daily data on diabetes mortality, air pollution, and weather conditions from 16 Chinese provincial cities during 2007–2013. A quasi-Poisson regression combined with a distributed lag model was used to quantify the city-specific mortality risk of PM10 (particulate matter with aerodynamic diameter < 10 μm). Then, a random-effect meta-analysis was conducted to pool effect estimates from 16 cities. We also calculated the attributable fraction and attributable number of diabetes mortality due to PM10. Effects of PM10 were found to be acute and limited to 3 days. Harvesting effect of PM10 was found during lag 4–10 days on diabetes mortality. An increase of 0.17% (95%CI: 0.01–0.34), 0.48% (95%CI: 0.22–0.73), and 0.53% (95%CI: 0.27–0.80) in diabetes mortality was associated with per 10 μg/m3 increase in PM10 at lag 0, 0–4 and 0–10 days, respectively. Totally, 5.76% (95%CI: 2.59–8.00%) and 5878 (95%CI: 2639–8163) deaths due to diabetes could be attributable to PM10. If the concentration of PM10 attained the Chinese government and WHO targets, the reduction in number of PM2.5-attributed diabetes deaths was 2016 and 5528, respectively. Higher effect estimates of PM10 were observed among females and those aged 0–64 years old at lag 0 day, while greater cumulative effects of PM10 were among males, the elderly aged 75 or over, and the illiterate at lag 0–10 days. However, the between-group differences were not statistically significant. It is one of the few studies on examining the attributable burden of diabetes mortality caused by particulate matter. Our findings indicated that effective efforts on controlling air pollution could reduce a prominent number of air pollution-related diabetes deaths.

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References

  • Altman DG, Bland JM (2003) Interaction revisited: the difference between two estimates. BMJ 326:219

    Article  Google Scholar 

  • Andersen ZJ, Raaschou-Nielsen O, Ketzel M, Jensen SS, Hvidberg M, Loft S, Tjønneland A, Overvad K, Sørensen M (2012) Diabetes incidence and long-term exposure to air pollution: a cohort study. Diabetes Care 35:92

    Article  CAS  Google Scholar 

  • Bateson TF, Schwartz J (2004) Who is sensitive to the effects of particulate air pollution on mortality? A case-crossover analysis of effect modifiers. Epidemiology 15:143–149

    Article  Google Scholar 

  • Bell ML, Zanobetti A, Dominici F (2013) Evidence on vulnerability and susceptibility to health risks associated with short-term exposure to particulate matter: a systematic review and meta-analysis. Am J Epidemiol 178:865–876

    Article  Google Scholar 

  • Chen G, Li S, Zhang Y, Zhang W, Li D, Wei X, He Y, Bell ML, Williams G, Marks GB (2017) Effects of ambient PM1 air pollution on daily emergency hospital visits in China: an epidemiological study. Lancet 1:e221–e229

    Google Scholar 

  • Eze IC, Schaffner E, Fischer E, Schikowski T, Adam M, Imboden M, Tsai M, Carballo D, Von EA, Künzli N (2014) Long-term air pollution exposure and diabetes in a population-based Swiss cohort. Environ Int 70:95

    Article  CAS  Google Scholar 

  • Eze IC, Hemkens LG, Bucher HC, Hoffmann B, Schindler C, Künzli N, Schikowski T, Probsthensch NM (2015) Association between ambient air pollution and diabetes mellitus in Europe and North America: systematic review and meta-analysis. Environ Health Perspect 123:381–389

    Article  CAS  Google Scholar 

  • Forastiere F, Perucci CA (2008) Particulate matter and daily mortality: a case-crossover analysis of individual effect modifiers. Epidemiology 19:571

    Article  Google Scholar 

  • Fuller J, Elford J, Goldblatt P, Adelstein A (1983) Diabetes mortality: new light on an underestimated public health problem. Diabetologia 24:336–341

    Article  CAS  Google Scholar 

  • Gasparrini A (2011) Distributed lag linear and non-linear models in R: the package dlnm. J Stat Softw 43:1–20

    Article  Google Scholar 

  • Gasparrini A, Leone M (2014) Attributable risk from distributed lag models. BMC Med Res Methodol 14:55

    Article  Google Scholar 

  • IDF Diabetes Atlas 7th Edition (2015) International Diabetes Federation. Available at: https://www.idf.org/e-library/epidemiology-research/diabetes-atlas/13-diabetes-atlas-seventh-edition. Accessed 20 Aug 2017

  • Kan H, Jia J, Chen B (2004) The association of daily diabetes mortality and outdoor air pollution in Shanghai, China. J Environ Health 67:21

    CAS  Google Scholar 

  • Kodavanti UP (2015) Air pollution and insulin resistance: do all roads lead to Rome? Diabetes 64:712–714

    Article  CAS  Google Scholar 

  • Laumbach R, Meng Q, Kipen H (2015) What can individuals do to reduce personal health risks from air pollution? J Thorac Dis 7:96–107

    Google Scholar 

  • Li L, Yang J, Song YF, Chen PY, Ou CQ (2016) The burden of COPD mortality due to ambient air pollution in Guangzhou, China. Sci Rep 6:25900

    Article  CAS  Google Scholar 

  • Lipfert FW (2017) A critical review of the ESCAPE project for estimating long-term health effects of air pollution. Environ Int 99:87–96

    Article  CAS  Google Scholar 

  • Liu C, Ying Z, Harkema J, Sun Q, Rajagopalan S (2013) Epidemiological and experimental links between air pollution and type 2 diabetes. Toxicol Pathol 41:361–373

    Article  CAS  Google Scholar 

  • Liu C, Yin P, Chen R, Meng X, Wang L, Niu Y, Lin Z, Liu Y, Liu J, Qi J (2018) Ambient carbon monoxide and cardiovascular mortality: a nationwide time-series analysis in 272 cities in China. Lancet Planet Health 2:e12–e18

    Article  Google Scholar 

  • Mills NL, Törnqvist H, Robinson SD, Gonzalez M, Darnley K, Macnee W, Boon NA, Donaldson K, Blomberg A, Sandstrom T (2005) Diesel exhaust inhalation causes vascular dysfunction and impaired endogenous fibrinolysis. Circulation 112:3930–3936

    Article  CAS  Google Scholar 

  • NAAQS (2011) Ministry of Environmental Protection of the Republic of China: ambient air quality standards (GB 3095-2012). Environmental Science Press, Beijing

    Google Scholar 

  • Ostro B, Broadwin R, Green S, Feng WY, Lipsett M (2006) Fine particulate air pollution and mortality in nine California counties: results from CALFINE. Environ Health Perspect 114:29

    Article  Google Scholar 

  • Puett RC, Hart JE, Schwartz J, Hu FB, Liese AD, Laden F (2011) Are particulate matter exposures associated with risk of type 2 diabetes? Environ Health Perspect 119:384

    Article  Google Scholar 

  • Raaschou-Nielsen O, Sørensen M, Ketzel M, Hertel O, Loft S, Tjønneland A, Overvad K, Andersen Z (2013) Long-term exposure to traffic-related air pollution and diabetes-associated mortality: a cohort study. Diabetologia 56:36–46

    CAS  Google Scholar 

  • Raudenbush SW (2009) Analyzing effect sizes: random-effects models. Handbook Res Synth Meta-Anal 2:295–316

    Google Scholar 

  • Samoli E, Stafoggia M, Rodopoulou S, Ostro B, Alessandrini E, Basagaña X, Díaz J, Faustini A, Gandini M, Karanasiou A (2014) Which specific causes of death are associated with short term exposure to fine and coarse particles in Southern Europe? Results from the MED-PARTICLES project. Environ Int 67:54–61

    Article  CAS  Google Scholar 

  • Shang Y, Sun Z, Cao J, Wang X, Zhong L, Bi X, Li H, Liu W, Zhu T, Huang W (2013) Systematic review of Chinese studies of short-term exposure to air pollution and daily mortality. Environ Int 54:100–111

    Article  CAS  Google Scholar 

  • Sun QH, Yue PB, Deiuliis JA, Lumeng CN, Kampfrath T, Mikolaj MB, Cai Y, Ostrowski MC, Lu B, Parthasarathy S (2009) Ambient air pollution exaggerates adipose inflammation and insulin resistance in a mouse model of diet-induced obesity. Circulation 119:538

    Article  CAS  Google Scholar 

  • Thiering E, Heinrich J (2015) Epidemiology of air pollution and diabetes. Trends Endocrinol Metab 26:384

    Article  CAS  Google Scholar 

  • Viechtbauer W (2010) Conducting meta-analyses in R with the metafor Package. J Stat Softw 36:1–48

    Article  Google Scholar 

  • Wang L, Gao P, Zhang M, Huang Z, Zhang D, Deng Q, Li Y, Zhao Z, Qin X, Jin D (2017) Prevalence and ethnic pattern of diabetes and prediabetes in China in 2013. JAMA 317:2515–2523

    Article  Google Scholar 

  • WHO (2014) Ambient (outdoor) air quality and health. Available at: http://www.who.int/mediacentre/factsheets/fs313/en/. Accessed 29 Jan 2017

  • WHO (2017) The top 10 causes of death. Available at: http://www.who.int/en/news-room/fact-sheets/detail/the-top-10-causes-of-death. Accessed 20 Aug 2017

  • 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

    Article  Google Scholar 

  • Yang J, Ou CQ, Song YF, Li L, Chen PY, Liu QY (2016a) Estimating years of life lost from cardiovascular mortality related to air pollution in Guangzhou, China. Sci Total Environ 573:1566–1572

    Article  CAS  Google Scholar 

  • Yang J, Yin P, Zhou M, Ou CQ, Li M, Li J, Liu X, Gao J, Liu Y, Qin R, Xu L, Huang C, Liu Q (2016b) The burden of stroke mortality attributable to cold and hot ambient temperatures: epidemiological evidence from China. Environ Int 92-93:232–238

    Article  Google Scholar 

  • Yang J, Yin P, Zhou M, Ou CQ, Li M, Liu Y, Gao J, Chen B, Liu J, Bai L (2016c) The effect of ambient temperature on diabetes mortality in China: a multi-city time series study. Sci Total Environ 543:75

    Article  CAS  Google Scholar 

  • 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

    Article  CAS  Google Scholar 

  • Yin P, He G, Fan M, Chiu KY, Fan M, Liu C, Xue A, Liu T, Pan Y, Mu Q, Zhou M (2017) Particulate air pollution and mortality in 38 of China's largest cities: time series analysis. BMJ 356:j667

    Article  Google Scholar 

  • Yunginger JW, Reed CE, O'Connell EJ, O'Fallon WM, Silverstein MD (1992) A community-based study of the epidemiology of asthma. Incidence rates, 1964-1983. Am Rev Respir Dis 146:888–894

    Article  CAS  Google Scholar 

  • Zare Sakhvidi MJ, Zare Sakhvidi F, Mehrparvar AH, Foraster M, Dadvand P (2018) Association between noise exposure and diabetes: a systematic review and meta-analysis. Environ Res 166:647–657

    Article  CAS  Google Scholar 

  • Zeka A, Zanobetti A, Schwartz J (2006) Individual-level modifiers of the effects of particulate matter on daily mortality. Am J Epidemiol 163:849–859

    Article  Google Scholar 

Download references

Funding

The study was supported by the Fundamental Research Funds for the Central Universities (No. 11618323), the National Key Research and Development Program of China (No. 2018YFC0213602), the Natural Science Foundation of Guangdong Province (No. 2018A030310655), and the Department of Science and Technology of Guangdong Province (2019B110206002 and 2019B121202002).

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Authors

Contributions

J.Y. and Q.L. initiated the study. M.Z., P.Y., Q.L., F.Z., and J.Y. collected the data. J.Y. performed statistical analysis. J.Y. drafted the manuscript. B.W., Y.G., S.T., H.W., C.Z., X.S., F.Z., Q.S., and Q.L. revised the manuscript. All authors read and approved the final manuscript.

Corresponding authors

Correspondence to Jun Yang or Qiyong Liu.

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The authors declare that they have no competing interests.

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Ethical approval was not required for secondary analysis of anonymous data in this study.

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Responsible editor: Lotfi Aleya

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Jun Yang, Maigeng Zhou and Fengying Zhang are co-first authors.

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Yang, J., Zhou, M., Zhang, F. et al. Diabetes mortality burden attributable to short-term effect of PM10 in China. Environ Sci Pollut Res 27, 18784–18792 (2020). https://doi.org/10.1007/s11356-020-08376-1

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