IDEAS home Printed from https://ideas.repec.org/a/plo/pone00/0328924.html
   My bibliography  Save this article

Longitudinal associations between socioeconomic status and cardiovascular disease in a Chinese population: Evidence from CHARLS

Author

Listed:
  • Qingping Zeng
  • Mengqian Liao
  • Yu Li
  • Fei She
  • Ping Zhang

Abstract

Importance: The relationship between socioeconomic status and cardiovascular disease among the general Chinese population is inconclusive. Objective: This study aims to investigate the relationship between socioeconomic status and cardiovascular disease in the Chinese general population through a large sample. Design: We retrospectively analyzed data from the 2015 and 2018 waves of the China Health and Retirement Longitudinal Study (CHARLS). Participants were required to be at least 45 years old and have cardiovascular disease (CVD) data. The study was divided into two parts: a cross-sectional analysis using 2015 data, and a longitudinal analysis of participants without CVD in 2015 but with complete follow-up data in 2018. Socioeconomic status (SES) was assessed using self-reported household income, occupation, education level, and health insurance. CVD events were identified through participant-reported diagnoses of heart disease or stroke. Logistic and Cox proportional hazards regression models were used to estimate the association between SES and CVD. Participants: 16,560 participants were included in the cross-sectional analysis and 11,587 in the longitudinal analysis. Exposures: Socioeconomic status. Main outcomes and measures: Cardiovascular disease, heart disease, and stroke. Results: In the cross-sectional analysis, 16% of the 16,560 participants had CVD, with higher prevalence in lower SES groups. After adjustments, middle SES was significantly associated with increased CVD risk (OR 1.77, 95% CI 1.21–2.58). In the longitudinal analysis, during a 3-year follow-up, 12.1% of 11,587 participants developed CVD. Middle SES was associated with a 67% higher risk of new-onset CVD (HR 1.67, 95% CI 1.02–2.74). Sensitivity analysis confirmed these findings, with middle SES showing a significant association with CVD risk (HR 1.32, 95% CI 1.04–1.67). Conclusions and relevance: In the general population of China, middle socioeconomic status is positively associated with cardiovascular disease and is more likely to be associated with new-onset cardiovascular disease. Our findings support the need for trade-offs between socioeconomic status groups to benefit different populations, especially considering the middle socioeconomic status group, which is an easily overlooked group. However, more long-term prospective studies are needed to further elucidate the relationship between changes in socioeconomic status and cardiovascular disease in China.

Suggested Citation

  • Qingping Zeng & Mengqian Liao & Yu Li & Fei She & Ping Zhang, 2025. "Longitudinal associations between socioeconomic status and cardiovascular disease in a Chinese population: Evidence from CHARLS," PLOS ONE, Public Library of Science, vol. 20(8), pages 1-17, August.
  • Handle: RePEc:plo:pone00:0328924
    DOI: 10.1371/journal.pone.0328924
    as

    Download full text from publisher

    File URL: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0328924
    Download Restriction: no

    File URL: https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0328924&type=printable
    Download Restriction: no

    File URL: https://libkey.io/10.1371/journal.pone.0328924?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Nancy Birdsall, 2010. "The (Indispensable) Middle Class in Developing Countries; or, The Rich and the Rest, Not the Poor and the Rest," Working Papers 207, Center for Global Development.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Angel Melguizo, 2015. "Pensions, informality, and the emerging middle class," IZA World of Labor, Institute of Labor Economics (IZA), pages 169-169, July.
    2. Isabel Ortiz & Matthew Cummins, 2011. "Global Inequality: Beyond the Bottom Billion – A Rapid Review of Income Distribution in 141 Countries," Working papers 1102, UNICEF,Division of Policy and Strategy.
    3. Berrou, Jean-Philippe & Clément, Matthieu & Combarnous, François & Darbon, Dominique & Fauré, Yves-André, 2020. "Anatomy of the Brazilian middle class: identification, behaviours and expectations," Revista CEPAL, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL), April.
    4. Simplice A. Asongu & Nicholas M. Odhiambo, 2021. "Income Levels, Governance and Inclusive Human Development in Sub-Saharan Africa," Applied Research in Quality of Life, Springer;International Society for Quality-of-Life Studies, vol. 16(1), pages 71-103, February.
    5. Huynh, Phu. & Kapsos, Steven., 2013. "Economic class and labour market inclusion poor and middle class workers in developing Asia and the Pacific," ILO Working Papers 994822963402676, International Labour Organization.
    6. Simplice Asongu & Sara le Roux, 2018. "Understanding Sub-Saharan Africa’s Extreme Poverty Tragedy," AFEA Working Papers 18/010, African Finance and Economic Association (AFEA).
    7. Antonio Martins-Neto & Nanditha Mathew & Pierre Mohnen & Tania Treibich, 2024. "Is There Job Polarization in Developing Economies? A Review and Outlook," The World Bank Research Observer, World Bank, vol. 39(2), pages 259-288.
    8. Francesco Farina, 2015. "Development theory and poverty. A review," Working Papers 46-2015, Macerata University, Department of Studies on Economic Development (DiSSE), revised Jan 2015.
    9. Abebe Shimeles & Mthuli Ncube, 2015. "The Making of the Middle-Class in Africa: Evidence from DHS Data," Journal of Development Studies, Taylor & Francis Journals, vol. 51(2), pages 178-193, February.
    10. David Tschirley & Thomas Reardon & Michael Dolislager & Jason Snyder, 2015. "The Rise of a Middle Class in East and Southern Africa: Implications for Food System Transformation," Journal of International Development, John Wiley & Sons, Ltd., vol. 27(5), pages 628-646, July.
    11. Simplice A. Asongu & Samba Diop, 2025. "Bribing to Escape Poverty in Africa," International Journal of Public Administration, Taylor & Francis Journals, vol. 48(1), pages 30-42, January.
    12. Maitra, Sudeshna, 2016. "The poor get poorer: Tracking relative poverty in India using a durables-based mixture model," Journal of Development Economics, Elsevier, vol. 119(C), pages 110-120.
    13. Amrita Chhachhi & Jan Nederveen Pieterse, 2014. "Protest Begets Progress, Probably: Human Development Report 2013," Development and Change, International Institute of Social Studies, vol. 45(5), pages 1205-1218, September.
    14. Vyacheslav Bobkov & Igor Kolmakov, 2017. "Identifying the Social Structure and the Inequality in Monetary Income of Russian Population," Economy of region, Centre for Economic Security, Institute of Economics of Ural Branch of Russian Academy of Sciences, vol. 1(4), pages 971-984.
    15. Eduardo Lora & Johanna Fajardo, 2013. "Latin American Middle Classes: The Distance Between Perception and Reality," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2013), pages 33-60.
    16. Henning Melber, 2017. "The African middle class(es) – in the middle of what?," Review of African Political Economy, Taylor & Francis Journals, vol. 44(151), pages 142-154, January.
    17. Vyacheslav Bobkov & Peter Herrmann & Igor Kolmakov & Yelena Odintsova, 2018. "Two-Criterion Model of the Russian Society Stratification by Income and Housing Security," Economy of region, Centre for Economic Security, Institute of Economics of Ural Branch of Russian Academy of Sciences, vol. 1(4), pages 1061-1075.
    18. Lukas Schlogl & Andy Sumner, 2014. "How Middle Class are the ‘Emerging Middle’ or ‘Scooter Class’ in Indonesia? A Household Asset Approach to Social Stratification," Working Papers in Economics and Development Studies (WoPEDS) 201407, Department of Economics, Padjadjaran University, revised May 2014.
    19. Handley, Antoinette, 2014. "Varieties of capitalists? The middle class, private sector and economic outcomes in Africa," WIDER Working Paper Series 101, World Institute for Development Economic Research (UNU-WIDER).
    20. F. Clementi & A. L. Dabalen & V. Molini & F. Schettino, 2017. "When the Centre Cannot Hold: Patterns of Polarization in Nigeria," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(4), pages 608-632, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:plo:pone00:0328924. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: plosone (email available below). General contact details of provider: https://journals.plos.org/plosone/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.