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Non-monotonic effects and spatial spillovers of urban green space on chronic infectious disease dynamics in China


Abstract

As global public health faces unprecedented challenges, Urban Green Space (UGS) is increasingly recognized as a vital instrument for health intervention. However, its efficacy in mitigating infectious diseases remains conceptually contested. Drawing on longitudinal data from 300 Chinese prefecture-level cities (2003–2023), this study employs Spatial Durbin Models (SDM) and threshold regression to unravel the complex spatio-temporal trade-offs between UGS and chronic infectious diseases. Focusing on the mitigation of chronic infectious diseases, our findings challenge linear paradigms by unveiling a non-monotonic “risk-to-resilience” transition. In the nascent stages of greening, UGS expansion may paradoxically create a “pathogenic window” elevating transmission risk through intensified human-wildlife-environment interactions. However, once UGS coverage surpasses a critical tipping point, it serves as a potent ecological shield, significantly curbing the spread and latency of chronic infectious diseases. This suppression is achieved through microclimate stabilization, bio-filtration, and the enhancement of community salutogenesis. Furthermore, our analysis reveals robust positive spatial externalities, demonstrating that protection against chronic infections propagates across administrative borders via ecological corridors. This study identifies a pivotal scale effect in green governance, positioning UGS as a long-term strategic asset for demographic health. Our results advocate for a transition from localized planting to trans-regional collaborative green infrastructure networks, providing crucial theoretical scaffolding for the Healthy China 2030 initiative and the management of chronic infectious risks.

Data availability

The data that support the findings of this study are available from the corresponding author, [[email protected]], upon reasonable request.

References

  1. Alara, J. A. & Alara, O. R. An overview of the global alarming increase of multiple drug resistant: a major challenge in clinical diagnosis. Infect. Disorders-Drug TargetsDisorders). 24 (3), 26–42 (2024).

    Google Scholar 

  2. Bakker, E. Urbanization and infectious disease dynamics: examining the health risks of rapid urban growth. Insight into Epidemiol., 1(1),1 (2024).

  3. Bali, S. & Taaffe, J. The sustainable development goals and the global health security agenda: exploring synergies for a sustainable and resilient world. J. Public Health Policy. 38 (2), 257–268 (2017).

    Google Scholar 

  4. Borzoiepour, S., Alizadeh, G., Jafary, H. & Zarnaq, R. K. Identify affecting factors on total fertility rate: A systematic review. Health Scope. 13 (3), 1–10 (2024). Article e139351.

    Google Scholar 

  5. Buraerah, M. F., Patandjengi, B., Suryani, S., Hamzah, A. & Demmalino, E. B. The effect of vegetation in reducing air pollution in an urban environment: A review. In IOP conference series: earth and environmental science (1253,1,012105). IOP Publishing. October. (2023).

  6. Burholt, V. & Dobbs, C. Research on rural ageing: Where have we got to and where are we going in Europe? J. Rural Stud. 28 (4), 432–446 (2012).

    Google Scholar 

  7. Cacciatore, S. et al. Urban health inequities and healthy longevity: traditional and emerging risk factors across the cities and policy implications. Aging Clin. Exp. Res. 37 (1), 143 (2025).

    Google Scholar 

  8. Chang, A. Y., Skirbekk, V. F., Tyrovolas, S., Kassebaum, N. J. & Dieleman, J. L. Measuring population ageing: An analysis of the global burden of disease study 2017. Lancet Public. Health. 4 (3), e159–e167 (2019).

    Google Scholar 

  9. Chen, X. et al. The path to healthy ageing in China: a Peking University–Lancet Commission. Lancet 400 (10367), 1967–2006 (2022).

    Google Scholar 

  10. Cohen, S. A. & Greaney, M. L. Aging in rural communities. Curr. Epidemiol. Rep. 10 (1), 1–16 (2023).

    Google Scholar 

  11. Combe, M. & Gozlan, R. E. When the Blue Marble Health concept challenges our current understanding of One Health. One Health. 19, 100935 (2024).

    Google Scholar 

  12. Connolly, C., Keil, R. & Ali, S. H. Extended urbanisation and the spatialities of infectious disease: Demographic change, infrastructure and governance. Urban Stud. 58 (2), 245–263 (2021).

    Google Scholar 

  13. De la Barrera, F., Reyes-Paecke, S. & Banzhaf, E. Indicators for green spaces in contrasting urban settings. Ecol. Ind. 62, 212–219 (2016).

    Google Scholar 

  14. Ding, W. et al. Successful aging and environmental factors in older individuals in urban and rural areas: A cross-sectional study. Arch. Gerontol. Geriatr. 91, 104229 (2020).

    Google Scholar 

  15. Dormann, C. F. et al. Collinearity: A review of methods to deal with it and a simulation study evaluating their performance. Ecography 36 (1), 27–46 (2013).

    Google Scholar 

  16. Dye, C. After 2015: infectious diseases in a new era of health and development. Philosophical Trans. Royal Soc. B: Biol. Sci. 369 (1645), 20130426 (2014).

    Google Scholar 

  17. Dzhambov, A. M. & Dimitrova, D. D. Urban green spaces’ effectiveness as a psychological buffer for the negative health impact of noise pollution: A systematic review. Noise health. 16 (70), 157–165 (2014).

    Google Scholar 

  18. Edeigba, B. A. et al. Urban green spaces and their impact on environmental health: A Global Review. World J. Adv. Res. Rev. 21 (2), 917–927 (2024).

    Google Scholar 

  19. Fagan, A. A. et al. Scaling up evidence-based interventions in US public systems to prevent behavioral health problems: Challenges and opportunities. Prev. Sci. 20 (8), 1147–1168 (2019).

    Google Scholar 

  20. Flies, E. J. et al. Biodiverse green spaces: a prescription for global urban health. Front. Ecol. Environ. 15 (9), 510–516 (2017).

    Google Scholar 

  21. Gibb, R., Redding, D. W., Friant, S. & Jones, K. E. Towards a ‘people and nature’paradigm for biodiversity and infectious disease. Philosophical Transactions of the Royal Society B: Biological Sciences, 380(1917). (2025).

  22. Han, S. et al. A systematic review of objective factors influencing behavior in public open spaces. Front. Public. Health. 10, 898136 (2022).

    Google Scholar 

  23. Hansen, B. E. Threshold effects in non-dynamic panels: Estimation, testing, and inference. J. Econ. 93 (2), 345–368 (1999).

    Google Scholar 

  24. Janatabadi, F. & Ermagun, A. Access weight matrix: A place and mobility infused spatial weight matrix. Geographical Anal. 56 (4), 746–767 (2024).

    Google Scholar 

  25. Kifayatullah, S. et al. Equitable urban green space planning for sustainable cities: a GIS-based analysis of spatial disparities and functional strategies. Sci. Rep. 15 (1), 22686 (2025).

    Google Scholar 

  26. Koehler, E. Insect Resistance and Horticultural Trait Evaluation of Acylsugar Tomato Breeding Lines (Doctoral dissertation, Tennessee Technological University). (2023).

  27. Li, H. et al. Urban greenness and plant species are key factors in shaping air microbiomes and reducing airborne pathogens. Environ. Int. 153, 106539 (2021).

    Google Scholar 

  28. Liao, D., Lyu, T. & Li, J. United by Contagion: How Can China Improve Its Capabilities of Port Infectious Disease Prevention and Control? In H. Sano (Academic Ed.), HealthcareHealthcare (Vol. 10, No. 8, 1359). MDPI. (2022).

  29. Loaiza-Ceballos, M. C., Marin-Palma, D., Zapata, W. & Hernandez, J. C. Viral respiratory infections and air pollutants. Air Qual. Atmos. Health. 15 (1), 105–114 (2022).

    Google Scholar 

  30. Makvandi, M., Khodabakhshi, Z., Liu, Y., Li, W. & Yuan, P. F. Can AI and Urban Design Optimization Mitigate Cardiovascular Risks Amid Rapid Urbanization? Unveiling the Impact of Environmental Stressors on Health Resilience. Sustainability 17 (15), 6973 (2025).

    Google Scholar 

  31. Mao, N. et al. Transmission risk of infectious droplets in physical spreading process at different times: a review. Build. Environ. 185, 107307 (2020).

    Google Scholar 

  32. Olszewska-Guizzo, A., Fogel, A., Benjumea, D. & Tahsin, N. Sustainable solutions in urban health: transdisciplinary directions in urban planning for global public health. In W. Leal Filho, D. G. Vidal, M. A. P. Dinis, & R. C. Dias (Eds.), Sustainable Policies and Practices in Energy, Environment and Health Research: Addressing Cross-cutting Issues (223–243). Cham: Springer International Publishing. (2021).

    Google Scholar 

  33. Onuma, A. & Tsuge, T. Comparing green infrastructure as ecosystem-based disaster risk reduction with gray infrastructure in terms of costs and benefits under uncertainty: A theoretical approach. Int. J. disaster risk Reduct. 32, 22–28 (2018).

    Google Scholar 

  34. Pereira, C., Flores-Colen, I. & Mendes, M. P. Guidelines to reduce the effects of urban heat in a changing climate: Green infrastructures and design measures. Sustain. Dev. 32 (1), 57–83 (2024).

    Google Scholar 

  35. Pinter-Wollman, N., Jelić, A. & Wells, N. M. The impact of the built environment on health behaviours and disease transmission in social systems. Philosophical Trans. Royal Soc. B: Biol. Sci. 373 (1753), 20170245 (2018).

    Google Scholar 

  36. Putsoane, T., Bhanye, J. I. & Matamanda, A. Extreme weather events and health inequalities: Exploring vulnerability and resilience in marginalized communities. Developments Environ. Sci. 15, 225–248 (2024).

    Google Scholar 

  37. Reyes, R., Ahn, R., Thurber, K. & Burke, T. F. Urbanization and infectious diseases: general principles, historical perspectives, and contemporary challenges. In I. W. Fong (Ed.), Challenges in infectious diseases (123–146). New York, NY: Springer New York. (2012).

    Google Scholar 

  38. Robinson, J. M., Watkins, H., Man, I., Liddicoat, C., Cameron, R., Parker, B., … Meagher,L. (2021). Microbiome-Inspired Green Infrastructure: a bioscience roadmap for urban ecosystem health. Arq: Architectural Research Quarterly, 25(4), 292–303.

  39. Shao, T. et al. Physical activity and nutritional influence on immune function: an important strategy to improve immunity and health status. Front. Physiol. 12, 751374 (2021).

    Google Scholar 

  40. Shuda, Q., Bougoulias, M. E. & Kass, R. Effect of nature exposure on perceived and physiologic stress: A systematic review. Complement. Ther. Med. 53, 102514 (2020).

    Google Scholar 

  41. Singh, N., Singh, S. & Mall, R. K. Urban ecology and human health: implications of urban heat island, air pollution and climate change nexus. In (eds Verma, P., Singh, P. & Singh, R.) Urban ecology (317–334). Elsevier. (2020).

  42. Snowden, F. M. Emerging and reemerging diseases: a historical perspective. Immunol. Rev. 225 (1), 9–26 (2008).

    Google Scholar 

  43. Teixeira, A. S. C. The benefits of natural spaces in promoting physical activity and health and mitigating climate change. (2023).

  44. Tsai, P., Scott, K. A., González, M. C., Pappaioanou, M. & Keusch, G. T. (eds). Sustaining global surveillance and response to emerging zoonotic diseases. (2010).

  45. Vogt, M. Functional biodiversity for urban planning: access to mitigative effects and therapeutic benefits of UGS. Urban Sci. 9 (9), 372 (2025).

    Google Scholar 

  46. Wang, L., Liu, J. & Chin, D. P. Progress in tuberculosis control and the evolving public-health system in China. Lancet 369 (9562), 691–696 (2007).

    Google Scholar 

  47. Wang, Y., Li, F., Liu, D. & Zhang, Z. Urban Green–Blue Space Utilization and Public Perceptions Amid the COVID-19 Pandemic: Insights from Northwest China. Land 13 (4), 540 (2024).

    Google Scholar 

  48. World Health Organization. People’s Republic of China health system review. Health Syst. Transition. 5 (7), 1–217 (2015).

    Google Scholar 

  49. World Health Organization. Global report on neglected tropical diseases 2023 (World Health Organization, 2023).

  50. Xu, X. & Wang, Y. Measurement of China’s rural revitalization level, decomposition of regional differences and dynamic evolution (*Journal of Quantitative and Technical Economics*, 2022).

  51. Yadav, N. & Upadhyay, R. K. Global effect of climate change on seasonal cycles, vector population and rising challenges of communicable diseases: a review. J. Atmospheric Sci. Res. 6 (1), 21–59 (2023).

    Google Scholar 

  52. Yang, H., Chen, T., Zeng, Z. & Mi, F. Does urban green space justly improve public health and well-being? A case study of Tianjin, a megacity in China. J. Clean. Prod. 380, 134920 (2022).

    Google Scholar 

  53. Zywert, K. Sustainable Communities for a Healthy Planet (University of Toronto, 2024).

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Funding

Funder: National Social Science Fund of China. Key Project “Research on the Financial and Fiscal Synergy Mechanism and Policy Optimization for Promoting Ecological Industrialization in Ethnic Regions”. Project Approval Number: 24AMZ009. Recipient: Dongmei Zhang Funder: supported by the Graduate Research Projects of Minzu University of ChinaKey Project “Research on the Mechanism, Path and Effect of Ecological Compensation Empowering County-level Ecological Industry Development” Project Approval Number: BZZKY-Y2025106Recipient: Xiaoning Zheng

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First Author: Xiaoning ZhengConceptualization, Methodology, Software, Investigation, Formal Analysis, Writing – Original Draft; Second Author: Yujue WangConceptualization, Writing – Review & Editing, Writing – Original Draft; Third Author: Boyuan WangConceptualization, Writing – Review & Editing, Revise; Corresponding Author: Dongmei ZhangConceptualization, Resources, Supervision, Writing – Review & Editing.

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Dongmei Zhang.

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Zheng, X., Wang, Y., Wang, B. et al. Non-monotonic effects and spatial spillovers of urban green space on chronic infectious disease dynamics in China.
Sci Rep (2026). https://doi.org/10.1038/s41598-026-41543-x

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  • DOI: https://doi.org/10.1038/s41598-026-41543-x

Keywords

  • Urban Green Space
  • Chronic Infectious Diseases
  • Spatial Externalities
  • Non-monotonic Relationship
  • Public Health Resilience


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