Racial Disparities in Barriers to Care for Patients With Diabetic Retinopathy in a Nationwide Cohort
Open accessAbstract
Purpose: To ascertain specific barriers of care among patients with diabetic retinopathy (DR) from different racial/ethnic groups. Methods: In this cross-sectional study, we included adult participants in the National Institutes of Health All of Us Research Program with DR who answered questions in the Healthcare Access & Utilization survey and Social Determinants of Health (SDoH) survey. Logistic regression was used to study the association between barriers to care and race/ethnicity. Results: Our cohort included 885 DR patients who answered the Healthcare Access & Utilization survey and 385 DR patients who responded to the SDoH survey. After adjusting for confounders, Hispanic individuals were more likely than non-Hispanic White individuals to report delaying getting medical care due to not being able to get child care (odds ratio [OR] = 6.57 [95% confidence interval {CI}, 1.67-27.8]). Furthermore, compared to non-Hispanic White individuals, non-Hispanic Black individuals were significantly more likely to report being treated with less respect (OR = 2.62 [95% CI, 1.15-5.80]), treated with less courtesy (OR = 2.51 [95% CI, 1.01-5.92]), and receive poorer service than other people (OR = 2.85 [95% CI, 1.25-6.34]) when they go to a doctor's office or other healthcare provider. Conclusions: We found that Hispanic and non-Hispanic Black individuals with DR reported greater delays/barriers to care compared to non-Hispanic White individuals even after controlling for individualized socioeconomic factors. Translational Relevance: This study highlights the importance of taking steps to promote health equity, such as increasing access to child care resources and reducing implicit bias among eye care providers, to increase access to care and prevent vision loss from DR.
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African-American patients who do undergo screening are more likely to present with more severe forms of DR.
“For African-American patients who do undergo screening, they are more likely to present with more severe forms of DR8.”
From Autonomous AI-assisted diabetic retinopathy screening at primary care is associated with increased presentation to eye care by at risk patients (2026) · cites this paper as [8]
The Introduction reports lower screening adherence among Black patients and a greater risk of DR-related visual impairment, but neither establishes the severity of DR when patients present for screening. The Results examine barriers to care rather than DR severity at screening; searches for severity and presentation at screening found no passage addressing the claim. (LLM, conf=0.73)
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Cites
The Values and Value of Patient-Centered Care
Epstein, R. M., & Street, R. L. (2011) · The Annals of Family Medicine · doi:10.1370/afm.1239 · Cited by 1,956 · see citing works
Prevalence of Diabetic Retinopathy in the United States, 2005-2008
Zhang, X., Saaddine, J. B., Chou, C.-F., Cotch, M. F., Cheng, Y. J., Geiss, L. S., Gregg, E. W., Albright, A. L., Klein, B. E. K., & Klein, R. (2010) · JAMA · doi:10.1001/jama.2010.1111 · Cited by 1,196 · see citing works
Takeshita, J., Wang, S., Loren, A. W., Mitra, N., Shults, J., Shin, D. B., & Sawinski, D. L. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.24583 · Cited by 697 · see citing works
National trends in ethnic disparities in mental health care
Blanco, C., Patel, S. R., Liu, L., Jiang, H., Lewis-Fernández, R., Schmidt, A. B., Liebowitz, M. R., & Olfson, M. (2007) · Medical Care · doi:10.1097/mlr.0b013e3180ca95d3 · Cited by 125 · see citing works
An, J., Niu, F., Turpcu, A., Rajput, Y., & Cheetham, T. C. (2018) · Ophthalmic Epidemiology · doi:10.1080/09286586.2018.1424344 · Cited by 55 · see citing works
Racial/Ethnic Disparities and Barriers to Diabetic Retinopathy Screening in Youths
Thomas, C. G., Channa, R., Prichett, L., Liu, T. Y. A., Abramoff, M. D., & Wolf, R. M. (2021) · JAMA Ophthalmology · doi:10.1001/jamaophthalmol.2021.1551 · Cited by 46 · see citing works
Flagged first, then by citations
Research works printed but not linked: 32
- [2]Leasher JL, Bourne RRA, Flaxman SR, et al. Global estimates on the number of people blind or visually impaired by diabetic retinopathy: A meta-analysis from 1990 to 2010. Diabetes Care. 2016; 39: 1643– 1649. 27555623
- [3]Harris MI, Klein R, Cowie CC, Rowland M, Byrd-Holt DD. Is the risk of diabetic retinopathy greater in non-Hispanic Blacks and Mexican Americans than in non-Hispanic Whites with type 2 diabetes?: A U.S. population study. Diabetes Care. 1998; 21: 1230– 1235. 9702425
- [4]Muñoz B, West SK, Rubin GS, et al. Causes of blindness and visual impairment in a population of older Americans: The Salisbury Eye Evaluation Study. Arch Ophthalmol. 2000; 118: 819– 825. 10865321
- [5]Executive summary: Standards of Medical Care in Diabetes—2014. Diabetes Care. 2013; 37(Supplement_1): S5– S13. 24357214
- [6]Wilkinson CP, Ferris FL, Klein RE, et al. Proposed international clinical diabetic retinopathy and diabetic macular edema disease severity scales. Ophthalmology. 2003; 110: 1677– 1682. 13129861
- [7]Flaxel CJ, Adelman RA, Bailey ST, et al. Diabetic retinopathy preferred practice pattern. Ophthalmology. 2020; 127(1): P66– P145. 31757498
- [8]Chou CF, Sherrod CE, Zhang X, et al. Barriers to Eye Care Among People Aged 40 Years and Older With Diagnosed Diabetes, 2006–2010. Diabetes Care. 2013; 37: 180– 188. 24009300 PMC4930070
- [9]Paz SH, Varma R, Klein R, Wu J, Azen SP. Noncompliance with vision care guidelines in Latinos with type 2 diabetes mellitus: The Los Angeles Latino Eye Study. Ophthalmology. 2006; 113: 1372– 1377. 16769120
- [10]Shi Q, Zhao Y, Fonseca V, Krousel-Wood M, Shi L. Racial disparity of eye examinations among the U.S. working-age population with diabetes: 2002–2009. Diabetes Care. 2014; 37: 1321– 1328. 24574354 PMC4876755
- [12]Eppley SE, Mansberger SL, Ramanathan S, Lowry EA. Characteristics associated with adherence to annual dilated eye examinations among US patients with diagnosed diabetes. Ophthalmology. 2019; 126: 1492– 1499. 31281055
- [13]Yusuf R, Chen EM, Nwanyanwu K, Richards B. Neighborhood deprivation and adherence to initial diabetic retinopathy screening. Ophthalmol Retina. 2020; 4: 550– 552. 32139294 PMC8281953
- [14]Murchison AP, Hark L, Pizzi LT, et al. Non-adherence to eye care in people with diabetes. BMJ Open Diabetes Res Care. 2017; 5(1): e000333. PMC5574424 28878930
- [15]Paksin-Hall A, Dent ML, Dong F, Ablah E. Factors contributing to diabetes patients not receiving annual dilated eye examinations. Ophthalmic Epidemiol. 2013; 20: 281– 287. 23662945
- [16]Cai CX, Li Y, Zeger SL, McCarthy ML. Social determinants of health impacting adherence to diabetic retinopathy examinations. BMJ Open Diabetes Res Care. 2021; 9(1): e002374. PMC8479983 34583972
- [17]All of Us Research Program Investigators. The “All of Us” Research Program. N Engl J Med. 2019; 381: 668– 676. 31412182 PMC8291101
- [20]Sherbourne CD, Stewart AL. The MOS social support survey. Soc Sci Med 1982. 1991; 32: 705– 714. 2035047
- [21]Peek ME, Nunez-Smith M, Drum M, Lewis TT. Adapting the everyday discrimination scale to medical settings: Reliability and validity testing in a sample of African American patients. Ethn Dis. 2011; 21: 502– 509. 22428358 PMC3350778
- [24]Baker A. Crossing the Quality Chasm: A New Health System for the 21st Century. London: British Medical Journal Publishing Group. 2001.
- [25]Catalyst N. What is patient-centered care? [Published online ahead of print January 1, 2017] NEJM Catal, 10.1056/CAT.17.0559 · DOI
- [27]Sleath B, Blalock SJ, Carpenter DM, et al. Ophthalmologist–patient communication, self-efficacy, and glaucoma medication adherence. Ophthalmology. 2015; 122: 748– 754. 25542521 PMC4994530
- [28]Marahrens L, Kern R, Ziemssen T, et al. Patients’ preferences for involvement in the decision-making process for treating diabetic retinopathy. BMC Ophthalmol. 2017; 17: 139. 28793881 PMC5551005
- [30]Coronado GD, Thompson B, Tejeda S, Godina R. Attitudes and beliefs among Mexican Americans about type 2 diabetes. J Health Care Poor Underserved. 2004; 15: 576– 588. 15531816
- [31]Sorkin DH, Ngo-Metzger Q, De Alba I. Racial/ethnic discrimination in health care: Impact on perceived quality of care. J Gen Intern Med. 2010; 25: 390– 396. 20146022 PMC2855001
- [32]Forsyth J, Schoenthaler A, Chaplin WF, Ogedegbe G, Ravenell J. Perceived discrimination and medication adherence in black hypertensive patients: The role of stress and depression. Psychosom Med. 2014; 76: 229– 236. 24677163
- [33]Shelton RC, Winkel G, Davis SN, et al. Validation of the group-based medical mistrust scale among urban black men. J Gen Intern Med. 2010; 25: 549– 555. 20195782 PMC2869405
- [34]Griffith DM, Ober Allen J, Gunter K. Social and cultural factors influence African American men's medical help seeking. Res Soc Work Pract. 2011; 21: 337– 347.
- [35]Cuevas AG, O'Brien K, Saha S. African American experiences in healthcare: “I always feel like I'm getting skipped over”. Health Psychol. 2016; 35: 987– 995. 27175576
- [36]Chapman EN, Kaatz A, Carnes M. Physicians and implicit bias: How doctors may unwittingly perpetuate health care disparities. J Gen Intern Med. 2013; 28: 1504– 1510. 23576243 PMC3797360
- [38]Xierali IM, Nivet MA, Wilson MR. Current and future status of diversity in ophthalmologist workforce. JAMA Ophthalmol. 2016; 134: 1016– 1023. 27416525
- [39]Olivier MMG, Forster S, Carter KD, Cruz OA, Lee PP. Lighting a pathway: The minority ophthalmology mentoring program. Ophthalmology. 2020; 127: 848– 851. 32564810
- [40]Baxter SL. Representation matters—diversity in retina clinical trials. JAMA Ophthalmol. 2022; 140: 1103– 1104. 36201217
- [41]Kaakour AH, Hua HU, Rachitskaya A. Representation of race and ethnicity in randomized clinical trials of diabetic macular edema and retinal vein occlusion compared to 2010 US Census Data. JAMA Ophthalmol. 2022; 140: 1096– 1102. 36201192 PMC9539735
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Leong, A., Wolf, R. M., Channa, R., Wang, J., Lehmann, H., Abramoff, M. D., & Liu, T. Y. A. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02460-5 · Cited by 3 · see citing works
- Authors
- Huang, B. B., Radha Saseendrakumar, B., Delavar, A., & Baxter, S. L.
- Affiliations
- Northwestern University (US)
- Division of Ophthalmology Informatics and Data Science, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, USA
- University of California San Diego (US)
- Corresponding author
- Baxter, Sally L.
- Venue
- Translational Vision Science & Technology
- Published
- 2023-03-16
- Volume
- 12
- Issue
- 3
- Pages
- 14
- ISSN
- 2164-2591 (ISSN-L)
- PMC
- PMC10029769
- OpenAlex
- W4327574136
- Cited by
- 29
- References
- 6
- Citations by year
- 2026: 10 · 2025: 7 · 2024: 10 · 2023: 2
- FWCI
- 7.84
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Translational Vision Science & Technology (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Funders
- Research to Prevent Blindness (1 U24 OD023163, 3 OT2 OD023206, P30EY022589, 1 OT2 OD026555, HHSN 263201600085U, U24 OD023176, AOD 16037, 1 OT2 OD025276, 3 OT2 OD023205, 1 OT2 OD025277, 1 U24 OD023121)
- National Institutes of Health (DP5OD029610, OT2OD026557, OT2OD025277, AOD 16037, HHSN263201600085U, OT2OD025315, OT2OD025337, U24OD023121, OT2OD023205, OT2OD026556, U24OD023176, OT2OD026549, OT2OD026553, OT2OD026555, U2COD023196, OT2OD026554, OT2OD026550, OT2OD026548, OT2OD026551, U24OD023163, 263201600085U, OT2OD026552, OT2OD023206, OT2OD025276)
- National Eye Institute (P30EY022589)
- National Institute of Diabetes and Digestive and Kidney Diseases (T35DK126628)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Health Sciences › Medicine › Ophthalmology › Retinal Diseases and Treatments
- Social Sciences › Sociology and Political Science › Cultural Competency in Health Care
- Keywords
- diabetic retinopathy, racial disparities, barriers to care, Hispanic patients, Black patients, childcare access, delayed care, patient-provider interaction, implicit bias, health equity, social determinants of health, access to eye care
- MeSH terms
- White, Adult, Aged, Black or African American, Cross-Sectional Studies, Diabetic Retinopathy, Female, Hispanic or Latino, Humans, Male, Middle Aged, United States, Cohort Studies, Health Care Surveys, Racial Groups, Healthcare Disparities, Social Determinants of Health
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