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Social Determinants of Health, Cost-related Nonadherence, and Cost-reducing Behaviors Among Adults With Diabetes: Findings From the National Health Interview Survey
Open accessAbstract
Background: Cost-related nonadherence (CRN) is prevalent among individuals with diabetes and can have significant negative health consequences. We examined health-related and non–health-related pressures and the use of cost-reducing strategies among the US adult population with and without diabetes that may impact CRN. Methods: Data from the 2013 wave of National Health Interview Survey (n=34,557) were used to identify the independent impact of perceived financial stress, financial insecurity with health care, food insecurity, and cost-reducing strategies on CRN. Results: Overall, 11% (n=4158) of adults reported diabetes; 14% with diabetes reported CRN, compared with 7% without diabetes. Greater perceived financial stress [prevalence ratio (PR)=1.07; 95% confidence interval (CI), 1.05–1.09], financial insecurity with health care (PR=1.6; 95% CI, 1.5–1.67), and food insecurity (PR=1.30; 95% CI, 1.2–1.4) were all associated with a greater likelihood of CRN. Asking the doctor for a lower cost medication was associated with a lower likelihood of CRN (PR=0.2; 95% CI, 0.2–0.3), and 27% with CRN reported this. Other cost-reducing behavioral strategies (using alternative therapies, buying prescriptions overseas) were associated with a greater likelihood of CRN. Conclusions: Half of the adults with diabetes perceived financial stress, and one fifth reported financial insecurity with health care and food insecurity. Talking to a health care provider about low-cost options may be protective against CRN in some situations. Improving screening and communication to identify CRN and increase transparency of low-cost options patients are pursuing may help safeguard from the health consequences of cutting back on treatment.
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“High out-of-pocket (OOP) drug costs are identified as a factor that limit initiation of and adherence to prescribed glucose lowering therapies.8,9,10,11,12”
From Evaluation of Out-of-Pocket Costs and Treatment Intensification With an SGLT2 Inhibitor or GLP-1 RA in Patients With Type 2 Diabetes and Cardiovascular Disease (2023) · cites this paper as [9]
Experimental — accuracy not yet measuredThe source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
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“Medication costs can be a major source of stress for people with diabetes and contribute to worse medication-taking behavior (197); cost-reducing strategies may improve medication-taking behavior in some cases (198).”
From 9. Pharmacologic Approaches to Glycemic Treatment: Standards of Care in Diabetes—2025 (2025) · cites this paper as [198]
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“Social determinants have also been linked to nonadherence, and a recent study using data from the National Health Interview Survey found that half of the adults with diabetes perceived financial stress, while one-fifth reported financial insecurity and food insecurity [30].”
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“Social determinants have also been linked to nonadherence, and a recent study using data from the National Health Interview Survey found that half of the adults with diabetes perceived financial stress, while one-fifth reported financial insecurity and food insecurity [30].”
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“In a study of patients with chronic disease, two-thirds of those who reported not taking medications as prescribed due to cost never shared this with their physician [30,31].”
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Citations
Cites
Patient-Physician Communication About Out-of-Pocket Costs
Alexander, G. C. (2003) · JAMA · doi:10.1001/jama.290.7.953 · Cited by 417
Treat or Eat: Food Insecurity, Cost-related Medication Underuse, and Unmet Needs
Berkowitz, S. A., Seligman, H. K., & Choudhry, N. K. (2014) · The American Journal of Medicine · doi:10.1016/j.amjmed.2014.01.002 · Cited by 386
Piette, J. D., Heisler, M., & Wagner, T. H. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.10.1782 · Cited by 349
Self-citationMeasuring concurrent adherence to multiple related medications.
Choudhry, N. K., Shrank, W. H., Levin, R., Lee, J. L.-Y., Jan, S. A., Brookhart, M. A., & Solomon, D. H. (2009) · PubMed · Cited by 342
The Intersection between Food Insecurity and Diabetes: A Review
Gucciardi, E., Vahabi, M., Norris, N., Monte, J. P. D., & Farnum, C. (2014) · Current Nutrition Reports · doi:10.1007/s13668-014-0104-4 · Cited by 318
Piette, J. D., Wagner, T. H., Potter, M. B., & Schillinger, D. (2004) · Medical Care · doi:10.1097/01.mlr.0000108742.26446.17 · Cited by 294
Self-citationCost-Related Medication Underuse
Piette, J. D., Heisler, M., & Wagner, T. H. (2004) · Archives of Internal Medicine · doi:10.1001/archinte.164.16.1749 · Cited by 251
Self-citationFood insecurity is associated with diabetes self‐care behaviours and glycaemic control
Heerman, W. J., Wallston, K. A., Osborn, C. Y., Bian, A., Schlundt, D. G., Barto, S., & Rothman, R. L. (2015) · Diabetic Medicine · doi:10.1111/dme.12896 · Cited by 121
Vijayaraghavan, M., Jacobs, E. A., Seligman, H. K., & Fernández, A. (2011) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2011.0131 · Cited by 120
Marcum, Z. A., Zheng, Y., Perera, S., Strotmeyer, E. S., Newman, A. B., Simonsick, E. M., Shorr, R. I., Bauer, D. C., Donohue, J. M., & Hanlon, J. T. (2013) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2012.12.002 · Cited by 111
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Ruscitti, B., Kern, C., & H, D. B. M. P. (2024) · Health Services Insights · doi:10.1177/11786329241304618 · Cited by 3
Giombi, K., D’Angelo, S. R., Kirsch, S., & Shenkar, E. (2025) · BMJ Open · doi:10.1136/bmjopen-2024-095832 · Cited by 3
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Sutarno, M., & Anam, K. (2022) · American Journal of Health Behavior · doi:10.5993/ajhb.46.6.19 · Cited by 3
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Confusing Costs of Healthcare and Impact on Patients and Families
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Hunter, B. D., Brown-Gentry, K. D., Santilli, M. A., & Prasla, K. (2024) · Journal of Managed Care & Specialty Pharmacy · doi:10.18553/jmcp.2024.30.4.364 · Cited by 3
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Habka, D., Hsu, W. C., & Antoun, J. (2024) · Value in Health · doi:10.1016/j.jval.2024.08.003 · Cited by 1
Smart, M. H., Lin, J., Layden, B. T., Eisenberg, Y., Pickard, A. S., Sharp, L. K., Danielson, K. K., & Kong, A. (2025) · Journal of Diabetes Research · doi:10.1155/jdr/8830658 · Cited by 1
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Babaita, A. O., Ademuyiwa, I. Y., & Moriyama, M. (2026) · Frontiers in Endocrinology · doi:10.3389/fendo.2026.1857675 · Cited by 1
Treatment burden across multimorbidity combinations among middle-aged and older adults in the U.S.
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Johnson, E., Bwititi, P., & Nwose, E. U. (2020) · The Foot · doi:10.1016/j.foot.2019.101658 · Cited by 1
Gao, G., Kerr, M. J., Beman, S. B., Bruhjell, C., Rudenick, J. M., Singh, O., Rafiei, M., & Monsen, K. A. (2019) · PubMed Central · Cited by 1
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McClintock, H. F. D. V., Edmonds, S., & Okronipa, H. (2024) · The Science of Diabetes Self-Management and Care · doi:10.1177/26350106241296489
Association between dietary intake of macro-nutrient and type 2 diabetes mellitus
Wang, H. (2024) · Theoretical and Natural Science · doi:10.54254/2753-8818/2024.la18822 · Cited by 1
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Ellyson, A. M., Mendoza, J. A., Liese, A. D., Tabah, A., Bekelman, T. A., Rudisill, A. C., Dabelea, D., Frongillo, E. A., Pihoker, C., Malik, F. S., et al. (2025) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2025.108028 · Cited by 1
Kret, Z. S., Scarnati, K., Dakroub, A., Esser, K. L., Matus, C. D., & Paat, R. (2025) · Clinical Diabetes · doi:10.2337/cd24-0097
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(2025) · American Diabetes Association eBooks · doi:10.2337/9781580408462-ch04
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Yamaoka, T., Sugiyama, T., Nishioka, D., Kondo, N., & Tamiya, N. (2025) · Journal of Diabetes Investigation · doi:10.1111/jdi.70213
Thi, D. K., Xuan, B. N., Duc, C. L., Gammeltoft, T., Søndergaard, J., Meyrowitsch, D. W., Bygbjerg, I. C., & Nielsen, J. (2021) · Figshare · doi:10.6084/m9.figshare.15153872
Financial hardship from medical bills and depression among adults with diabetes in the United States
Alharbi, H., & Popovici, I. (2025) · Journal of Pharmaceutical Health Services Research · doi:10.1093/jphsr/rmaf016
Health Care Financial Hardship Among Nonelderly U.S. Adults by Diabetes Status
Zhou, X., Wang, Y., Li, R., Rolka, D. B., & Zhang, P. (2026) · Diabetes Obesity and Cardiometabolic CARE · doi:10.2337/doc25-0037
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Bernard, M. E., Sosso, J. L., Jegen, D. A., Allen, S. V., Fischer, K. M., Sobolik, G. J., Dickes, J. R., Foss, R. M., Maxson, J. A., Garrison, G. M., et al. (2026) · Journal of Primary Care & Community Health · doi:10.1177/21501319261431146
Mallisetty, Y., Chaudhary, S., Ellis, A. W., Shah, R. S., & Surbhi, S. (2026) · Diabetology · doi:10.3390/diabetology7050086
Ml, B., Sherbeny, F., Hastings, T., Boyd, L. J., & Adeoye‐Olatunde, O. A. (2023) · Purdue e-Pubs (Purdue University System)
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Self-citationEssien, U. R., Roberts, E. T., Ruggiero, D. A., Tang, J., Raghava, S., Ayanian, J. Z., & Tipirneni, R. (2026) · JAMA Network Open · doi:10.1001/jamanetworkopen.2026.34846
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Metadata
- Authors
- Patel, M. R., Piette, J. D., Resnicow, K., Kowalski-Dobson, T., & Heisler, M.
- Affiliations
- University of Michigan (US)
- Department of Health Behavior & Health Education, University of Michigan School of Public Health
- Corresponding author
- Patel, Minal R.
- Piette, John D.
- Kowalski-Dobson, Theresa
- Venue
- Medical Care
- Published
- 2016-08
- Volume
- 54
- Issue
- 8
- Pages
- 796-803
- ISSN
- 0025-7079 (ISSN-L)
- PMC
- PMC4945373
- OpenAlex
- W2408160586
- Cited by
- 143
- References
- 27
- Citations by year
- 2026: 11 · 2025: 17 · 2024: 16 · 2023: 17 · 2022: 17 · 2021: 19 · 2020: 18 · 2019: 10 · 2018: 10 · 2017: 5 · 2016: 3
- FWCI
- 11.38
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Medical Care (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Diabetes and Digestive and Kidney Diseases (P30DK092926)
- Topics
- Health Sciences › Medicine › Family Practice › Medication Adherence and Compliance
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Food Security and Health in Diverse Populations
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic and Financial Impacts of Cancer
- Keywords
- cost-related nonadherence, diabetes mellitus, social determinants of health, financial stress, financial insecurity, food insecurity, low-cost medication, complementary and alternative medicine, medication adherence
- MeSH terms
- Cost Control, Cross-Sectional Studies, Diabetes Mellitus, Female, Health Surveys, Humans, Insurance, Health, Male, Middle Aged, Patient Compliance, Self Care, Insurance Coverage, Social Determinants of Health
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