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Integrating human activity into food environments can better predict cardiometabolic diseases in the United States

Author

Listed:
  • Ran Xu

    (University of Connecticut
    University of Connecticut)

  • Xiao Huang

    (Emory University)

  • Kai Zhang

    (University at Albany, State University of New York)

  • Weixuan Lyu

    (University of Connecticut)

  • Debarchana Ghosh

    (University of Connecticut
    University of Connecticut)

  • Zhenlong Li

    (University of South Carolina)

  • Xiang Chen

    (University of Connecticut
    University of Connecticut)

Abstract

The prevalence of cardiometabolic diseases in the United States is presumably linked to an obesogenic retail food environment that promotes unhealthy dietary habits. Past studies, however, have reported inconsistent findings about the relationship between the two. One underexplored area is how humans interact with food environments and how to integrate human activity into scalable measures. In this paper, we develop the retail food activity index (RFAI) at the census tract level by utilizing Global Positioning System tracking data covering over 94 million aggregated visit records to approximately 359,000 food retailers across the United States over two years. Here we show that the RFAI has significant associations with the prevalence of multiple cardiometabolic diseases. Our study indicates that the RFAI is a promising index with the potential for guiding the development of policies and health interventions aimed at curtailing the burden of cardiometabolic diseases, especially in communities characterized by obesogenic dietary behaviors.

Suggested Citation

  • Ran Xu & Xiao Huang & Kai Zhang & Weixuan Lyu & Debarchana Ghosh & Zhenlong Li & Xiang Chen, 2023. "Integrating human activity into food environments can better predict cardiometabolic diseases in the United States," Nature Communications, Nature, vol. 14(1), pages 1-9, December.
    • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-42667-8
    DOI: 10.1038/s41467-023-42667-8
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    References listed on IDEAS

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    1. Chen, X. & Kwan, M.-P., 2015. "Contextual uncertainties, human mobility, and perceived food environment: The uncertain geographic context problem in food access research," American Journal of Public Health, American Public Health Association, vol. 105(9), pages 1734-1737.
    2. Ronald W. Cotterill & Andrew W. Franklin, 1995. "The Urban Grocery Store Gap," Issue Papers 08, University of Connecticut, Department of Agricultural and Resource Economics, Charles J. Zwick Center for Food and Resource Policy.
    3. Noli Brazil, 2022. "Environmental inequality in the neighborhood networks of urban mobility in US cities," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 119(17), pages 2117776119-, May.
    4. Ruiz, J.M. & Steffen, P. & Smith, T.B., 2013. "Hispanic mortality paradox: A systematic review and meta-analysis of the longitudinal literature," American Journal of Public Health, American Public Health Association, vol. 103(3), pages 52-60.
    5. Horowitz, C.R. & Colson, K.A. & Hebert, P.L. & Lancaster, K., 2004. "Barriers to buying healthy foods for people with diabetes: Evidence of environmental disparities," American Journal of Public Health, American Public Health Association, vol. 94(9), pages 1549-1554.
    6. Pruchno, R. & Wilson-Genderson, M. & Gupta, A.K., 2014. "Neighborhood food environment and obesity in community-dwelling older adults: Individual and neighborhood effects," American Journal of Public Health, American Public Health Association, vol. 104(5), pages 924-929.
    7. Reitzel, L.R. & Regan, S.D. & Nguyen, N. & Cromley, E.K. & Strong, L.L. & Wetter, D.W. & McNeill, L.H., 2014. "Density and proximity of fast food restaurants and body mass index among African Americans," American Journal of Public Health, American Public Health Association, vol. 104(1), pages 110-116.
    8. Tim Althoff & Hamed Nilforoshan & Jenna Hua & Jure Leskovec, 2022. "Large-scale diet tracking data reveal disparate associations between food environment and diet," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    9. Cotterill, Ronald & Franklin, Andrew, 1995. "The Urban Grocery Store Gap," Issue Papers 161547, University of Connecticut, Food Marketing Policy Center.
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