Skip to main content

Advertisement

Log in

Neighborhood Social Determinants of Public Health: Analysis of Three Prevalent Non-communicable Chronic Diseases in Shenzhen, China

  • Published:
Social Indicators Research Aims and scope Submit manuscript

Abstract

Past literature has reported the ubiquitous differences in health outcomes associated with socioeconomic status across different international settings. Due to the absence of fine level aggregated data, however, rather limited studies have been conducted to explore the neighborhood social determinants of public health in developing countries, especially in China. Using district level official data in 2010, this study examines the neighborhood social determinants of three prevalent non-communicable diseases (NCDs) in Shenzhen, China. In total, 22 exploratory social variables are selected from five domains: employment, education, housing, demographic structure and income. Spatial regression in binary and stepwise form is used to recognize the most influential social determinants. Results indicate the social determinants vary with the three NCDs and they have some general similarities. Spatial binary regression identifies four principle social determinants of NCDs prevalence: employment, income, housing and demographic structure. One essential social determinant (percentage of the floating population) is identified for all the three diseases by stepwise regression. Our study highlights that the main social determinant related to the incidence rates of all NCDs is the indicator of demographic structure denoting percentage of the floating population. This paper advances the understanding of the essential social determinants of NCDs in China.

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

References

  • Agay-Shay, K., Peled, A., Valentín Crespo, A., et al. (2014). Green spaces and adverse pregnancy outcomes. Occupation and Environmental Medicine, 71, 562–569.

    Article  Google Scholar 

  • Anselin, L. (1988). Spatial econometrics: Methods and models. New York: Springer.

    Book  Google Scholar 

  • Berry, A., Bellisario, V., Capoccia, S., Tirassa, P., Calza, A., Alleva, E., et al. (2012). Social deprivation stress is a triggering factor for the emergence of anxiety- and depression-like behaviours and leads to reduced brain BDNF levels in C57BL/6 J mice. Psychoneuroendocrinology, 37, 762–772.

    Article  Google Scholar 

  • Bonfim, C., Aguiar-Santos, A. M., Pedroza, D., Costa, T. R., Portugal, J. L., Oliveira, C., et al. (2009). Social deprivation index and lymphatic filariasis: A tool for mapping urban areas at risk in northeastern Brazil. International Health, 1, 78–84.

    Article  Google Scholar 

  • Calvin, R., Winters, K., Wyatt, S., Williams, D., Henderson, F. C., Walker, E. R., et al. (2003). Racism and cardiovascular disease in African Americans. The American Journal of the Medical Sciences, 325, 315–331.

    Article  Google Scholar 

  • Chaix, B., Rosvall, M., & Merlo, J. (2007). Assessment of the magnitude of geographical variations and socioeconomic contextual effects on ischaemic heart disease mortality: A multilevel survival analysis of a large Swedish cohort. Journal of Epidemiology and Community Health, 61(4), 349–355.

    Article  Google Scholar 

  • Chalkias, C., Papadopoulos, A. G., Kalogeropoulos, K., Tambalis, K., Psarra, G., & Sidossis, L. (2013). Geographical heterogeneity of the relationship between childhood obesity and socio-environmental status: Empirical evidence from Athens, Greece. Applied Geography, 37, 34–43.

    Article  Google Scholar 

  • Chen, V., Wu, P., Yang, T., & Su, H. (2010). Examining non-stationary effects of social determinants on cardiovascular mortality after cold surges in Taiwan. Science of the Total Environment, 408, 2042–2049.

    Article  Google Scholar 

  • Chen, J. G., & Zhang, S. W. (2011). Liver cancer epidemic in china: Past, present and future. Seminars in Cancer Biology, 21(1), 59–69.

    Article  Google Scholar 

  • Cutter, S. L., Boruff, B. J., & Shirley, W. L. (2003). Social vulnerability to environmental hazards. Social Science Quarterly, 84, 242–261.

    Article  Google Scholar 

  • Fano, V., Pezzotti, P., Gnavi, R., Bontempi, K., Miceli, M., Pagnozzi, E., et al. (2013). The role of socio-economic factors on prevalence and health outcomes of persons with diabetes in Rome, Italy. European Journal of Public Health, 23(6), 991–997.

    Article  Google Scholar 

  • Gong, P., Liang, S., Carlton, E. J., Jiang, Q., Wu, J., Wang, L., et al. (2012). Urbanisation and health in China. Lancet, 379, 843–852.

    Article  Google Scholar 

  • Goovaerts, P., Xiao, H., Adunlin, G., Ali, A., Tan, F., Gwede, C. K., et al. (2015). Geographically-weighted regression analysis of percentage of late-stage prostate cancer diagnosis in Florida. Applied Geography, 62, 191–200.

    Article  Google Scholar 

  • Günther, I., & Schipper, Y. (2013). Pumps, germs and storage: The impact of improved water containers on water quality and health. Health Economics, 22(7), 757–774.

    Article  Google Scholar 

  • Havard, S., Deguen, S. J., Louis, K., Laurent, O., & Bard, D. (2008). A small-area index of socioeconomic deprivation to capture health inequalities in France. Social Science and Medicine, 67, 2007–2016.

    Article  Google Scholar 

  • Henke, J. M., & Petropoulos, G. P. (2013). A GIS-based exploration of the relationships between human health, social deprivation and ecosystem services: The case of wales, UK. Applied Geography, 45(5), 77–88.

    Article  Google Scholar 

  • Ilse, B., Prell, T., Walther, M., Hartung, V., Penzlin, S., Tietz, F., et al. (2015). Relationships between disease severity, social support and health-related quality of life in patients with amyotrophic lateral sclerosis. Social Indicators Research, 120, 1–12.

    Article  Google Scholar 

  • Jin, L., & Tam, T. (2015). Investigating the effects of temporal and interpersonal relative deprivation on health in China. Social Science and Medicine, 143, 26–35.

    Article  Google Scholar 

  • Kawamura, Y., Arase, Y., Ikeda, K., Akuta, N., Kobayashi, M., Saitoh, S., et al. (2016). Effects of alcohol consumption on hepatocarcinogenesis in Japanese patients with fatty liver disease. Clinical Gastroenterology and Hepatology, 14, 597–605.

    Article  Google Scholar 

  • LeSage, J., & Pace, R. K. (2009). Introduction to Spatial Econometrics. London: Taylor & Francis/CRC.

    Book  Google Scholar 

  • Li, X., Sundquist, J., Zöller, B., & Sundquist, K. (2015). Neighborhood deprivation and lung cancer incidence and mortality: A multilevel analysis from Sweden. Journal of Thoracic Oncology, 10, 256–263.

    Article  Google Scholar 

  • Miles, A., Rainbow, S., & Wagner, C. V. (2011). Cancer fatalism and poor self-rated health mediate the association between socioeconomic status and uptake of colorectal cancer screening in England. Cancer Epidemiology, Biomarkers and Prevention, 20(10), 2132–2140.

    Article  Google Scholar 

  • Mosquera, P. A., San, S. M., Waenerlund, A. K., Ivarsson, A., Weinehall, L., & Gustafsson, P. E. (2016). Income-related inequalities in cardiovascular disease from mid-life to old age in a northern Swedish cohort: A decomposition analysis. Social Science and Medicine, 149, 135–144.

    Article  Google Scholar 

  • Noble, M., Wright, G., Smith, G., & Dibben, C. (2006). Measuring multiple deprivation at the small-area level. Environment and Planning, 38, 160–185.

    Article  Google Scholar 

  • Pampalon, R., & Simpson, A. (2012). An area-based material and social deprivation index for public health in québec and canada. Canadian Journal of Public Health Revue Canadienne De Santé Publique, 103(8 Suppl 2), 17–22.

    Google Scholar 

  • Pearce, J., Witten, K., Hiscock, R., & Blakely, T. (2007). Are socially disadvantaged neighborhoods deprived of health-related community resources? International Journal of Epidemiology, 36, 348–355.

    Article  Google Scholar 

  • Robson, B., Bradford, M., & Tye, R. (1995). Deprivation index: A review of approaches and a matrix of results. London: HMSO.

    Google Scholar 

  • Rolph, J. E. (2002). Counting on the census? Race, group identity, and the evasion of politics. Journal of the American Statistical Association, 96, 341–344.

    Article  Google Scholar 

  • Roura, L. C., & Arulkumaran, S. S. (2014). Facing the non-communicable disease (NCD) global epidemic—the battle of prevention starts in utero—the FIGO challenge. Best Practice & Research in Clinical Obstetrics & Gynaecology, 29, 5–14.

    Article  Google Scholar 

  • Sánchez-Cantalejo, C., Ocana-Riola, R., & Fernández-Ajuria, A. (2008). Deprivation index for small areas in Spain. Social Indicators Research, 89(2), 259–273.

    Article  Google Scholar 

  • Shenzhen Health Statistical Yearbook. (2014). Health and Family Planning Commission of Shenzhen Municipality, Shenzhen.

  • Shenzhen Statistical Yearbook. (2014). China Statistic Press, Beijing.

  • Shmool, J. L. C., Bobb, J. F., Ito, K., Elston, B., Savitz, D. A., Ross, Z., et al. (2015). Area-level socioeconomic deprivation, nitrogen dioxide exposure, and term birth weight in New York City. Environmental Research, 142, 624–632.

    Article  Google Scholar 

  • Smith, W. C., Anderson, E., Salinas, D., Horvatek, R., & Baker, D. P. (2015). A meta-analysis of education effects on chronic disease: The causal dynamics of the population education transition curve. Social Science and Medicine, 127(3), 29–40.

    Article  Google Scholar 

  • Su, S., Zhang, Q., Pi, J., Wan, C., & Weng, M. (2016a). Public health in linkage to land use: Theoretical framework, empirical evidence, and critical implications for reconnecting health promotion to land use policy. Land Use Policy, 57, 605–618.

    Article  Google Scholar 

  • Su, S., Gong, Y., Tan, B., et al. (2016b). Area social deprivation and public health: Analyzing the spatial non-stationary associations using geographically weighed regression. Social Indicators Research. doi:10.1007/s11205-016-1390-6.

    Google Scholar 

  • Sundquist, K., Malmstrom, M., & Johansson, S. E. (2004). Neighbourhood deprivation and incidence of coronary heart disease: A multilevel study of 2.6 million women and men in Sweden. Journal of Epidemiology and Community Health, 58, 71–77.

    Article  Google Scholar 

  • Tao, L., Wong, F., & Hui, E. (2014). Residential satisfaction of migrant workers in China: A case study of Shenzhen. Habitat International, 42, 193–202.

    Article  Google Scholar 

  • Tatami, Y., Yasuda, Y., Suzuki, S., Ishii, H., Sawai, A., Shibata, Y., et al. (2015). Impact of abdominal aortic calcification on long-term cardiovascular outcomes in patients with chronic kidney disease. Atherosclerosis, 243(2), 349–355.

    Article  Google Scholar 

  • Thomas, B., Meentemeyer, R. K., Shoemaker, D. A., Chang, R., Zachary, W., & William, R. (2010). Alleviating the modifiable areal unit problem within probe-based geospatial analyses. Computer Graphics Forum, 29(3), 923–932.

    Article  Google Scholar 

  • To, T., Zhua, J., Villeneuvee, P. J., Simatovica, J., Feldmana, L., Gao, C., et al. (2015). Chronic disease prevalence in women and air pollution—A 30-year longitudinal cohort study. Environment International, 80, 26–32.

    Article  Google Scholar 

  • Veronesi, G., Gianfagna, F., Giampaoli, S., Chambless, L. E., Mancia, G., Cesana, G., et al. (2014). Improving long-term prediction of first cardiovascular event: The contribution of family history of coronary heart disease and social status. Preventive Medicine, 64, 75–80.

    Article  Google Scholar 

  • Wan, C., & Su, S. (2016). Neighborhood housing deprivation and public health: Theoretical linkage, empirical evidence, and implications for urban planning. Habitat International, 57, 11–23.

    Article  Google Scholar 

  • Weng, M., Pi, J., Tan, B., Su, S., & Cai, Z. (2016). Area deprivation and liver cancer prevalence in Shenzhen, China: A spatial approach based on social indicators. Social Indicators Research. doi:10.1007/s11205-016-1358-6.

    Google Scholar 

  • Yuan, Y., & Wu, F. W. (2013). Regional social inequalities and social deprivation in Guangdong Province, China. Growth & Change, 44(1), 149–167.

    Article  Google Scholar 

Download references

Acknowledgements

This paper is supported by the Fundamental Research Funds for the Central Universities (No. 2042014kf0282) and the Research Training Program of Geographical Science Base of Wuhan University (No. J0105).

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Min Weng.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Pi, J., Sun, Y., Xu, M. et al. Neighborhood Social Determinants of Public Health: Analysis of Three Prevalent Non-communicable Chronic Diseases in Shenzhen, China. Soc Indic Res 135, 683–698 (2018). https://doi.org/10.1007/s11205-016-1509-9

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11205-016-1509-9

Keywords

Navigation