VolumeVol. 64 • Number No. 1 • January - March 2026 Back
Risk Factors of Presence and Severity of Diabetic Retinopathy in a Tertiary Hospital
Authors: Gertrude Camille Crisostomo Reyes, Mark Henry Joven
DOI: 10.65564/pjim.12b438a895
Date of Publication: February 2026
Abstract
Background. Diabetic retinopathy (DR) remains to be the leading cause of blindness worldwide. Traditionally, risk factors such as diabetes duration, HbA1c levels, hypertension and dyslipidemia have been closely linked to the development of this condition. However, recent research suggests that these factors account for only a portion of DR cases. Emerging studies highlight additional potential risk factors including diabetic nephropathy, insulin use, and body mass index -though data on these factors remain limited and at times contradictory. While there have been a few local studies exploring some of these variables, none have comprehensively examined how these factors collectively influence the occurrence and severity of diabetic retinopathy. This study aims to asses both the factors associated with presence and occurrence of diabetic retinopathy.
Methodology. This analytical cross-sectional study included patients with diabetes (n=201, aged 18 years and older) who underwent fundus photography at The Medical City Ortigas between January 1, 2022, and December 31, 2022. Data collection involved a thorough review of patient records, which provided demographic information and details on potential risk factors. The presence and severity of diabetic retinopathy (DR) were assessed based on fundus photography results, as interpreted by ophthalmologists. To evaluate the statistical significance of the association between risk factors and DR status, logistic regression analysis was done.
Results. Duration of diabetes (odds ratio [OR] 1.07; 95% CI, 1.01-1.13 per year increase), HBA1c (OR 1.4; 95% CI, 1.1-1.86), fasting blood sugar (OR 1.4; 95% CI, 0.977-0.998), hypercholesterolemia (OR 5.02; 95% CI 1.67-16.44) and presence of nephropathy (OR 3.39; 95% CI 1.49-8) were correlated with diabetic retinopathy.
In terms of severity, mild non proliferative diabetic retinopathy was associated with a lower creatinine eGFR (OR 1.03; 95% CI 1.003-1.06) while HBA1c (OR 1.42; 95% CI 1.02-2.05), presence of nephropathy (OR 10.35; 95% CI 2.08-74.22) and hypercholesterolemia (OR 20.64; 95% CI 3.4-182.8) were associated with moderate to severe non proliferative diabetic retinopathy. Insulin use (OR 6.48; 95% CI 1.22-47.82), elevated microalbumin creatinine ratio (OR 1.001; 95% CI 1.001-1.002) and presence of macroalbuminuria (OR 93.69; 95% CI 9.83-12538.71) were associated with proliferative diabetic retinopathy.
Conclusion. The presence of diabetic retinopathy was significantly associated with several clinical factors. Each additional year of diabetes mellitus duration was associated with a 1.07-fold increase in the likelihood of DR. Additionally, each 1% increase in HbA1c was linked to a 1.40-fold increase in DR risk. The presence of diabetic nephropathy and hypercholesterolemia were also strong predictors, associated with a 3.39-fold and 5-fold increase in the likelihood of DR, respectively. Glycemic control, dyslipidemia and nephropathy appear to be associated with more severe forms of diabetic retinopathy. Clinicians handling diabetes patients with this patient profile should be wary of this diabetes complication.
Keywords. Diabetic Retinopathy, Risk factors, severity
References
- American Optometric Association. (n.d.). Diabetic retinopathy. AOA. Retrieved May 14, 2022, from https://www.aoa.org/healthy-eyes/eye-and-vision-conditions/diabetic-retinopathy?sso=y
- Cheung, N., Mitchell, P., & Wong, T. Y. (2010). Diabetic retinopathy. The Lancet, 376(9735), 124–136. https://doi.org/10.1016/s0140-6736(09)62124-3
- Strengthening diagnosis and treatment of diabetic retinopathy in the South-East Asia Region. New Delhi: World Health Organization, Regional Office for South-East Asia; 2020. Licence: CC BY-NC-SA 3.0 IGO.
- Leo DP Cubillan, Em-Em Lamento, Lilibeth Manganip, Gary L. Yau, Jennifer K Sun, Lloyd P Aiello, Paolo Sandico Silva; Epidemiologic Assessment of Avoidable Blindness and Diabetic Retinopathy in the Philippines. Invest. Ophthalmol. Vis. Sci. 2017;58(8):837
- Hirsch, I. B. (2010). Beyond Hemoglobin A<sub>1c</sub>—Need for Additional Markers of Risk for Diabetic Microvascular Complications. JAMA, 303(22), 2291. https://doi.org/10.1001/jama.2010.785
- Soedarman, S., Kurnia, K. H., Prasetya, A. D. B., & Sasongko, M. B. (2022b). Cholesterols, Apolipoproteins, and Their Associations with the Presence and Severity of Diabetic Retinopathy: A Systematic Review. Vision, 6(4), 77. https://doi.org/10.3390/vision6040077
- Perais, J., Agarwal, R., Evans, J. R., Loveman, E., Colquitt, J. L., Owens, D., Hogg, R. E., Lawrenson, J. G., Takwoingi, Y., & Lois, N. (2023). Prognostic factors for the development and progression of proliferative diabetic retinopathy in people with diabetic retinopathy. The Cochrane Library, 2023(2). https://doi.org/10.1002/14651858.cd013775.pub2
- Gupta, M., Rao, I., Nagaraju, S. P., Bhandary, S. V., Gupta, J., & Babu, G. T. C. (2022b). Diabetic Retinopathy Is a Predictor of Progression of Diabetic Kidney Disease: A Systematic Review and Meta-Analysis. International Journal of Nephrology, 2022, 3922398. https://doi.org/10.1155/2022/3922398
- Murakami, T., Kato, S., Shigeeda, T., Itoh, H., Komuro, I., Takeuchi, M., & Yoshimura, N. (2021c). Intensive treat-to-target statin therapy and severity of diabetic retinopathy complicated by hypercholesterolaemia. Eye, 35(8), 2221–2228. https://doi.org/10.1038/s41433-020-01202-5
- Raj, R., Mishra, R., Jha, N., Joshi, V., Correa, R. G., & Kern, P. A. (2022b). Time in range, as measured by continuous glucose monitor, as a predictor of microvascular complications in type 2 diabetes: a systematic review. BMJ Open Diabetes Research & Care, 10(1), e002573. https://doi.org/10.1136/bmjdrc-2021-002573
- ElSayed, N. A., Aleppo, G., Aroda, V. R., Bannuru, R. R., Brown, F. M., Bruemmer, D., Collins, B. S., Hilliard, M. E., Isaacs, D., Johnson, E. L., Kahan, S., Khunti, K., Leon, J., Lyons, S. K., Perry, M. L., Prahalad, P., Pratley, R. E., Seley, J. J., Stanton, R. C., & Gabbay, R. A. (2022). 6. Glycemic Targets: Standards of Care in Diabetes—2023. Diabetes Care, 46(Supplement_1), S97–S110. https://doi.org/10.2337/dc23-s006
- Melmed, S., Koenig, R., Rosen, C., Auchus, R., & Goldfine, A. (2019). Williams Textbook of Endocrinology E-Book. Elsevier Health Sciences.
- Microalbumin test - Mayo Clinic. (2021, January 19). Mayo Clinic. Retrieved May 16, 2022, from https://www.mayoclinic.org/tests-procedures/microalbumin/about/pac-2038464
- Cholesterol test - Mayo Clinic. (2021, May 15). Mayo Clinic. https://www.mayoclinic.org/tests-procedures/cholesterol-test/about/pac-20384601
- Fajardo-Gomez, M. F., & Uy, H. (2005, December). Prevalence of diabetic retinopathy among diabetic patients in a tertiary hospital. Paojournal.Com. Retrieved May 12, 2022, from https://paojournal.com/wp-content/uploads/2019/02/9-5.pdf
- Wang, W., & Lo, A. (2018). Diabetic Retinopathy: Pathophysiology and Treatments. International journal of molecular sciences, 19(6), 1816. https://doi.org/10.3390/ijms19061816
- Fong, D. S., Aiello, L., Gardner, T. W., King, G. L., Blankenship, G., Cavallerano, J. D., Ferris, F. L., & Klein, R. (2004b). Retinopathy in Diabetes. Diabetes Care, 27(suppl_1), s84–s87. https://doi.org/10.2337/diacare.27.2007.s84
- Jeng, C. J., Hsieh, Y. T., Yang, C. M., Yang, C. H., Lin, C. L., & Wang, I. J. (2016). Diabetic Retinopathy in Patients with Diabetic Nephropathy: Development and Progression. PloS one, 11(8), e0161897. https://doi.org/10.1371/journal.pone.0161897
- Yin, L., Zhang, D., Ren, Q., Su, X., & Sun, Z. (2020). Prevalence and risk factors of diabetic retinopathy in diabetic patients: A community based cross-sectional study. Medicine, 99(9), e19236. https://doi.org/10.1097/MD.0000000000019236
- Magliah, S. F., Bardisi, W., Al Attah, M., & Khorsheed, M. M. (2018). The prevalence and risk factors of diabetic retinopathy in selected primary care centers during the 3-year screening intervals. Journal of family medicine and primary care, 7(5), 975–981. https://doi.org/10.4103/jfmpc.jfmpc_85_18
- Lima, V.C., Cavalieri, G.C., Lima, M.C. et al. Risk factors for diabetic retinopathy: a case–control study. Int J Retin Vitr 2, 21 (2016). https://doi.org/10.1186/s40942-016-0047-6
- Liu Y, Yang J, Tao L, et alRisk factors of diabetic retinopathy and sight-threatening diabetic retinopathy: a cross-sectional study of 13 473 patients with type 2 diabetes mellitus in mainland ChinaBMJ Open 2017;7:e016280. doi: 10.1136/bmjopen-2017-016280
- Sarrafan-Chaharsoughi, Z., Manaviat, M. R., Namiranian, N., Yazdian-Anari, P., & Rahmanian, M. (2018). Is there a relationship between body mass index and diabetic retinopathy in type II diabetic patients? A cross sectional study. Journal of diabetes and metabolic disorders, 17(1), 63–69. https://doi.org/10.1007/s40200-018-0339-5