Skip to main content
Log in

Association of County-Level Food Deserts and Food Swamps with Hepatopancreatobiliary Cancer Outcomes

  • Original Article
  • Published:
Journal of Gastrointestinal Surgery

Abstract

Background

Malnutrition has been linked to the development of hepatopancreatobiliary (HPB) cancer. We sought to examine the association between food swamps and food deserts on surgical outcomes of patients with HPB cancer.

Methods

Patients who underwent surgery for HPB cancer between 2014 and 2020 were identified from the Medicare Standard Analytic Files. Patient-level data were linked to the United States Department of Agriculture data on food swamps and deserts. Multivariable regression was performed to examine the association between the food environment and outcomes.

Results

Among 53,426 patients, patients from the worse food environment were more likely to be Black, have a higher Charlson Comorbidity Index, and reside in areas with high social vulnerability. Following surgery, the overall incidence of textbook outcome (TO) was 41.6% (n = 22,220). Patients residing in the worse food environments less often achieved a TO versus individuals residing in the healthiest food environments (food swamp: 39.4% vs. 43.9%; food desert: 38.5% vs 42.2%; p < 0.05). On multivariable analysis, individuals residing in the poorest food environments were associated with lower odds of achieving TO compared with individuals living in healthiest food environments (food swamp: OR 0.83, 95%CI 0.75–0.92, food desert: OR 0.86, 95%CI 0.76–0.97; both p < 0.05).

Conclusion

The surrounding food environment of patients may serve as a modifiable socio-demographic risk factor that contributes to disparities in surgical outcomes of HPB cancer.

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

  1. Lam MB, Raphael K, Mehtsun WT, et al. Changes in Racial Disparities in Mortality After Cancer Surgery in the US, 2007-2016. JAMA Netw Open. 2020;3(12):e2027415. https://doi.org/10.1001/jamanetworkopen.2020.27415

    Article  PubMed  PubMed Central  Google Scholar 

  2. Munir MM, Endo Y, Alaimo L, et al. Impact Of Community Privilege On Access To Care Among Patients Following Complex Cancer Surgery. Ann Surg. Published online July 3, 2023. https://doi.org/10.1097/SLA.0000000000005979

  3. Ko NY, Hong S, Winn RA, Calip GS. Association of Insurance Status and Racial Disparities With the Detection of Early-Stage Breast Cancer. JAMA Oncol. 2020;6(3):385-392. https://doi.org/10.1001/jamaoncol.2019.5672

    Article  PubMed  PubMed Central  Google Scholar 

  4. Fong AJ, Lafaro K, Ituarte PHG, Fong Y. Association of Living in Urban Food Deserts with Mortality from Breast and Colorectal Cancer. Ann Surg Oncol. 2021;28(3):1311-1319. https://doi.org/10.1245/s10434-020-09049-6

    Article  PubMed  Google Scholar 

  5. Chen D, Jaenicke EC, Volpe RJ. Food Environments and Obesity: Household Diet Expenditure Versus Food Deserts. Am J Public Health. 2016;106(5):881-888. https://doi.org/10.2105/AJPH.2016.303048

    Article  PubMed  PubMed Central  Google Scholar 

  6. Mezuk B, Li X, Cederin K, Rice K, Sundquist J, Sundquist K. Beyond Access: Characteristics of the Food Environment and Risk of Diabetes. Am J Epidemiol. 2016;183(12):1129-1137. https://doi.org/10.1093/aje/kwv318

    Article  PubMed  PubMed Central  Google Scholar 

  7. Kaiser P, Diez Roux AV, Mujahid M, et al. Neighborhood Environments and Incident Hypertension in the Multi-Ethnic Study of Atherosclerosis. Am J Epidemiol. 2016;183(11):988-997. https://doi.org/10.1093/aje/kwv296

    Article  PubMed  PubMed Central  Google Scholar 

  8. Fay KA, Maeder ME, Emond JA, et al. Residing in a food desert is associated with an increased risk of readmission following esophagectomy for cancer. J Thorac Dis. 2022;14(6):1854-1868. https://doi.org/10.21037/jtd-21-1637

    Article  PubMed  PubMed Central  Google Scholar 

  9. Dutko P, Ploeg MV, Farrigan T. Characteristics and Influential Factors of Food Deserts. http://www.ers.usda.gov/publications/pub-details/?pubid=45017. Accessed 1 May 2023

  10. Cooksey-Stowers K, Schwartz MB, Brownell KD. Food Swamps Predict Obesity Rates Better Than Food Deserts in the United States. Int J Environ Res Public Health. 2017;14(11):1366. https://doi.org/10.3390/ijerph14111366

    Article  PubMed  PubMed Central  Google Scholar 

  11. Reddy SK, Hyder O, Marsh JW, et al. Prevalence of nonalcoholic steatohepatitis among patients with resectable intrahepatic cholangiocarcinoma. J Gastrointest Surg Off J Soc Surg Aliment Tract. 2013;17(4):748-755. https://doi.org/10.1007/s11605-013-2149-x

    Article  Google Scholar 

  12. Selby LV, Ejaz A, Brethauer SA, Pawlik TM. Fatty liver disease and primary liver cancer: disease mechanisms, emerging therapies and the role of bariatric surgery. Expert Opin Investig Drugs. 2020;29(2):107-110. https://doi.org/10.1080/13543784.2020.1721457

    Article  CAS  PubMed  Google Scholar 

  13. Xu M, Jung X, Hines OJ, Eibl G, Chen Y. Obesity and Pancreatic Cancer: Overview of Epidemiology and Potential Prevention by Weight Loss. Pancreas. 2018;47(2):158-162. https://doi.org/10.1097/MPA.0000000000000974

    Article  PubMed  PubMed Central  Google Scholar 

  14. Kang J, Park JS, Yoon DS, et al. A Study on the Dietary Intake and the Nutritional Status among the Pancreatic Cancer Surgical Patients. Clin Nutr Res. 2016;5(4):279-289. https://doi.org/10.7762/cnr.2016.5.4.279

    Article  PubMed  PubMed Central  Google Scholar 

  15. USDA ERS - Data Access and Documentation Downloads. Accessed June 6, 2023. https://www.ers.usda.gov/data-products/food-environment-atlas/data-access-and-documentation-downloads/. Accessed 1 May 2023

  16. Ploeg MV, Breneman V, Farrigan T, et al. Access to Affordable and Nutritious Food-Measuring and Understanding Food Deserts and Their Consequences: Report to Congress. Accessed June 15, 2023. http://www.ers.usda.gov/publications/pub-details/?pubid=42729. Accessed 1 May 2023

  17. Chinaemelum A, Munir MM, Azap L, et al. Impact of Food Insecurity on Outcomes Following Resection of Hepatopancreaticobiliary Cancer. Ann Surg Oncol. Published online June 14, 2023. https://doi.org/10.1245/s10434-023-13723-w

  18. de Graaff MR, Elfrink AKE, Buis CI, et al. Defining Textbook Outcome in liver surgery and assessment of hospital variation: A nationwide population-based study. Eur J Surg Oncol. 2022;48(12):2414-2423. https://doi.org/10.1016/j.ejso.2022.06.012

    Article  PubMed  Google Scholar 

  19. Dean LT, Gehlert S, Neuhouser ML, et al. Social factors matter in cancer risk and survivorship. Cancer Causes Control. 2018;29(7):611-618. https://doi.org/10.1007/s10552-018-1043-y

    Article  PubMed  PubMed Central  Google Scholar 

  20. Social Determinants of Health - Healthy People 2030 | health.gov. Accessed June 6, 2023. https://health.gov/healthypeople/priority-areas/social-determinants-health. Accessed 1 May 2023

  21. Bevel MS, Tsai MH, Parham A, Andrzejak SE, Jones S, Moore JX. Association of Food Deserts and Food Swamps With Obesity-Related Cancer Mortality in the US. JAMA Oncol. Published online May 4, 2023:e230634. https://doi.org/10.1001/jamaoncol.2023.0634

  22. Smith EJ, Matthay E, Matthay Z, et al. Living in a Food Desert Increases Wound Complication Risk after Colorectal Surgery. J Am Coll Surg. 2021;233(5):S57. https://doi.org/10.1016/j.jamcollsurg.2021.07.098

    Article  Google Scholar 

  23. Wight V, Kaushal N, Waldfogel J, Garfinkel I. Understanding the Link between Poverty and Food Insecurity among Children: Does the Definition of Poverty Matter? J Child Poverty. 2014;20(1):1-20. https://doi.org/10.1080/10796126.2014.891973

    Article  PubMed  PubMed Central  Google Scholar 

  24. Hunger In America Study | Feeding America. Accessed June 15, 2023. https://www.feedingamerica.org/research/hunger-in-america. Accessed 1 May 2023

  25. Sharkey JR, Horel S. Neighborhood socioeconomic deprivation and minority composition are associated with better potential spatial access to the ground-truthed food environment in a large rural area. J Nutr. 2008;138(3):620-627. https://doi.org/10.1093/jn/138.3.620

    Article  CAS  PubMed  Google Scholar 

  26. Moore LV, Diez Roux AV, Franco M. Measuring Availability of Healthy Foods: Agreement Between Directly Measured and Self-reported Data. Am J Epidemiol. 2012;175(10):1037-1044. https://doi.org/10.1093/aje/kwr445

    Article  PubMed  PubMed Central  Google Scholar 

  27. Food Accessibility, Insecurity and Health Outcomes. NIMHD. Accessed June 15, 2023. https://www.nimhd.nih.gov/resources/understanding-health-disparities/food-accessibility-insecurity-and-health-outcomes.html. Accessed 1 May 2023

  28. Vilar-Compte M, Burrola-Méndez S, Lozano-Marrufo A, et al. Urban poverty and nutrition challenges associated with accessibility to a healthy diet: a global systematic literature review. Int J Equity Health. 2021;20(1):40. https://doi.org/10.1186/s12939-020-01330-0

    Article  PubMed  PubMed Central  Google Scholar 

  29. Pooler JA, Hartline-Grafton H, DeBor M, Sudore RL, Seligman HK. Food Insecurity: A Key Social Determinant of Health for Older Adults. J Am Geriatr Soc. 2019;67(3):421-424. https://doi.org/10.1111/jgs.15736

    Article  PubMed  Google Scholar 

  30. Lussiez A, Hallway A, Lui M, et al. Evaluation of an Intervention to Address Smoking and Food Insecurity at Preoperative Surgical Clinic Appointments. JAMA Netw Open. 2022;5(10):e2238677. https://doi.org/10.1001/jamanetworkopen.2022.38677

    Article  PubMed  PubMed Central  Google Scholar 

  31. Lloyd JT, Blackwell SA, Wei II, Howell BL, Shrank WH. Validity of a Claims-Based Diagnosis of Obesity Among Medicare Beneficiaries. Eval Health Prof. 2015;38(4):508-517. https://doi.org/10.1177/0163278714553661

    Article  PubMed  Google Scholar 

  32. Suissa K, Schneeweiss S, Lin KJ, Brill G, Kim SC, Patorno E. Validation of obesity-related diagnosis codes in claims data. Diabetes Obes Metab. 2021;23(12):2623-2631. https://doi.org/10.1111/dom.14512

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

None.

Funding

The authors declare no funding or financial support.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Timothy M. Pawlik MD, PhD, MPH, MTS, MBA.

Ethics declarations

Data Sharing Statement

The data for this study were obtained from the Medicare database. There are restrictions to the availability of this data, which is used under license for this study. Data can be accessed with permission from the Centers for Medicare and Medicaid Services.

Conflicts of Interest

The authors declare no conflict of interest.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

Below is the link to the electronic supplementary material.

Supplementary file1 (DOCX 14 KB)

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Khalil, M., Munir, M.M., Endo, Y. et al. Association of County-Level Food Deserts and Food Swamps with Hepatopancreatobiliary Cancer Outcomes. J Gastrointest Surg 27, 2771–2779 (2023). https://doi.org/10.1007/s11605-023-05879-3

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11605-023-05879-3

Keywords

Navigation