Abstract
Purpose
To investigate outcomes of primary open-angle glaucoma (POAG) patients with and without type 2 diabetes mellitus (T2DM).
Methods
Retrospective observational study using U.S. nationwide healthcare insurance claims database. Patients ≥40 years old with at least one HbA1c within one year of POAG diagnosis were included. Diabetic factors associated with POAG progression requiring glaucoma surgery were evaluated using multivariable Cox proportional hazards regression models adjusted for demographic, diabetic and glaucoma factors. T2DM diagnosis and use of either oral hypoglycaemic agents or insulin therapy were assessed in association with POAG progression requiring glaucoma surgery.
Results
104,515 POAG patients were included, of which 70,315 (67%) had T2DM. The mean age was 68.9 years (Standard deviation 9.2) and 55% were female. Of those with T2DM, 93% were taking medication (65,468); 95% (62,412) taking oral hypoglycaemic agents, and 34% (22,028) were on insulin. In multivariable analyses, patients with T2DM had a higher hazard of requiring glaucoma surgery (Hazard ratio, HR 1.15, 95% CI 1.09–1.21, p < 0.001). Higher mean HbA1c was also a significant predictor of progression requiring glaucoma surgery (HR 1.02, 95% CI 1.01–1.03, p < 0.001). When evaluating only patients who were taking antidiabetic medication, after adjusting for confounders, insulin use was associated with a 1.20 higher hazard of requiring glaucoma surgery compared to oral hypoglycaemic agents (95% CI 1.14–1.27, p < 0.001), but when stratified by HbA1c, this effect was only significant for those with HbA1c > 7.5%.
Conclusions
Higher baseline HbA1c, particularly in patients taking insulin may be associated with higher rates of glaucoma surgery in POAG.
This is a preview of subscription content, access via your institution
Access options
Subscribe to this journal
Receive 18 print issues and online access
$259.00 per year
only $14.39 per issue
Buy this article
- Purchase on Springer Link
- Instant access to full article PDF
Prices may be subject to local taxes which are calculated during checkout
Similar content being viewed by others
Data availability
The data that support the findings of this study are available from Clinformatics Data Mart (OptumInsight) but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available. Data are however available from the authors upon reasonable request and with permission of Clinformatics Data Mart (OptumInsight).
References
Zhao D, Cho J, Kim MH, Friedman DS, Guallar E. Diabetes, fasting glucose, and the risk of glaucoma: a meta-analysis. Ophthalmology. 2015;122:72–8.
Zhao YX, Chen XW. Diabetes and risk of glaucoma: systematic review and a Meta-analysis of prospective cohort studies. Int J Ophthalmol. 2017;10:1430–5.
Zhou M, Wang W, Huang W, Zhang X. Diabetes mellitus as a risk factor for open-angle glaucoma: a systematic review and meta-analysis. PLoS One. 2014;9:e102972.
Ko F, Boland MV, Gupta P, Gadkaree SK, Vitale S, Guallar E, et al. Diabetes, triglyceride levels, and other risk factors for glaucoma in the national health and nutrition examination survey 2005–2008. Invest Ophthalmol Vis Sci. 2016;57:2152–7.
Pasquale LR, Kang JH, Manson JE, Willett WC, Rosner BA, Hankinson SE. Prospective study of type 2 diabetes mellitus and risk of primary open-angle glaucoma in women. Ophthalmology. 2006;113:1081–6.
Law SK, Hosseini H, Saidi E, Nassiri N, Neelakanta G, Giaconi JA, et al. Long-term outcomes of primary trabeculectomy in diabetic patients with primary open angle glaucoma. Br J Ophthalmol. 2013;97:561–6.
Edmunds B, Bunce CV, Thompson JR, Salmon JF, Wormald RP. Factors associated with success in first-time trabeculectomy for patients at low risk of failure with chronic open-angle glaucoma. Ophthalmology. 2004;111:97–103.
Mitchell P, Smith W, Chey T, Healey PR. Open-angle glaucoma and diabetes: the Blue Mountains eye study, Australia. Ophthalmology. 1997;104:712–8.
Dielemans I, de Jong PT, Stolk R, Vingerling JR, Grobbee DE, Hofman A. Primary open-angle glaucoma, intraocular pressure, and diabetes mellitus in the general elderly population. The Rotterdam Study. Ophthalmology. 1996;103:1271–5.
Hennis A, Wu SY, Nemesure B, Leske MC, Barbados Eye Studies G. Hypertension, diabetes, and longitudinal changes in intraocular pressure. Ophthalmology. 2003;110:908–14.
Kanamori A, Nakamura M, Mukuno H, Maeda H, Negi A. Diabetes has an additive effect on neural apoptosis in rat retina with chronically elevated intraocular pressure. Curr Eye Res. 2004;28:47–54.
Kass MA, Heuer DK, Higginbotham EJ, Johnson CA, Keltner JL, Miller JP, et al. The Ocular Hypertension Treatment Study: a randomized trial determines that topical ocular hypotensive medication delays or prevents the onset of primary open-angle glaucoma. Arch Ophthalmol. 2002;120:701–13.
Sommer A, Tielsch JM. Risk factors for open-angle glaucoma: the Barbados Eye Study. Arch Ophthalmol. 1996;114:235.
Tielsch JM, Katz J, Quigley HA, Javitt JC, Sommer A. Diabetes, intraocular pressure, and primary open-angle glaucoma in the Baltimore Eye Survey. Ophthalmology. 1995;102:48–53.
Akkaya S, Can E, Ozturk F. Comparison of optic nerve head topographic parameters in patients with primary open-angle glaucoma with and without diabetes mellitus. J Glaucoma. 2016;25:49–53.
Akkaya S, Can E, Ozturk F. Comparison of the corneal biomechanical properties, optic nerve head topographic parameters, and retinal nerve fiber layer thickness measurements in diabetic and non-diabetic primary open-angle glaucoma. Int Ophthalmol. 2016;36:727–36.
Ebneter A, Chidlow G, Wood JP, Casson RJ. Protection of retinal ganglion cells and the optic nerve during short-term hyperglycemia in experimental glaucoma. Arch Ophthalmol. 2011;129:1337–44.
Agostinone J, Alarcon-Martinez L, Gamlin C, Yu WQ, Wong ROL, Di, et al. Insulin signalling promotes dendrite and synapse regeneration and restores circuit function after axonal injury. Brain. 2018;141:1963–80.
Al Hussein Al Awamlh S, Wareham LK, Risner ML, Calkins DJ. Insulin Signaling as a Therapeutic Target in Glaucomatous Neurodegeneration. Int J Mol Sci. 2021;22:4672.
Dada T. Is glaucoma a neurodegeneration caused by central insulin resistance: diabetes Type 4? J Curr Glaucoma Pr. 2017;11:77–9.
Ito M. Insulin or bFGF and C2 ceramide increase newborn rat retinal ganglion cell survival rate. Biochem Biophys Res Commun. 2003;301:564–71.
El-Fayoumi D, Badr Eldine NM, Esmael AF, Ghalwash D, Soliman HM. Retinal nerve fiber layer and ganglion cell complex thicknesses are reduced in children with Type 1 diabetes with no evidence of vascular retinopathy. Invest Ophthalmol Vis Sci. 2016;57:5355–60.
Choi JA, Park YM, Han K, Lee J, Yun JS, Ko SH. Fasting plasma glucose level and the risk of open angle glaucoma: Nationwide population-based cohort study in Korea. PLoS One. 2020;15:e0239529.
Johnson NA, Jammal AA, Berchuck SI, Medeiros FA. Effect of diabetes control on rates of structural and functional loss in patients with glaucoma. Ophthalmol Glaucoma. 2021;4:216–23.
Bonovas S, Peponis V, Filioussi K. Diabetes mellitus as a risk factor for primary open-angle glaucoma: a meta-analysis. Diabet Med. 2004;21:609–14.
Nakamura M, Kanamori A, Negi A. Diabetes mellitus as a risk factor for glaucomatous optic neuropathy. Ophthalmologica. 2005;219:1–10.
Amato R, Lazzara F, Chou TH, Romano GL, Cammalleri M, Dal Monte M, et al. Diabetes exacerbates the intraocular pressure-independent retinal ganglion cells degeneration in the DBA/2J Model of Glaucoma. Invest Ophthalmol Vis Sci. 2021;62:9.
Yi YH, Cho YH, Kim YJ, Lee SY, Lee JG, Kong EH, et al. Metabolic syndrome as a risk factor for high intraocular pressure: the Korea National Health and Nutrition Examination Survey 2008-2010. Diabetes Metab Syndr Obes. 2019;12:131–7.
Chua J, Chee ML, Chin CWL, Tham YC, Tan N, Lim SH, et al. Inter-relationship between ageing, body mass index, diabetes, systemic blood pressure and intraocular pressure in Asians: 6-year longitudinal study. Br J Ophthalmol. 2019;103:196–202.
Yildiz P, Kebapci MN, Mutlu F, Yasar S, Gursoy H, Yildirim N. Intraocular pressure changes during oral glucose tolerance tests in diabetic and non-diabetic individuals. Exp Clin Endocrinol Diabetes. 2016;124:385–8.
Kim YH, Jung SW, Nam GE, Do Han K, Bok AR, Baek SJ, et al. High intraocular pressure is associated with cardiometabolic risk factors in South Korean men: Korean National Health and Nutrition Examination Survey, 2008-2010. Eye (Lond). 2014;28:672–9.
Luo XY, Dai W, Chee ML, Tao Y, Chua J, Tan NYQ, et al. Association of diabetes with central corneal thickness among a multiethnic Asian population. JAMA Netw Open. 2019;2:e186647.
Su DH, Wong TY, Wong WL, Saw SM, Tan DT, Shen SY, et al. Diabetes, hyperglycemia, and central corneal thickness: the Singapore Malay Eye Study. Ophthalmology. 2008;115:964–8.e1.
Luo XY, Tan NYQ, Chee ML, Shi Y, Tham YC, Wong TY, et al. Direct and indirect associations between diabetes and intraocular pressure: the singapore epidemiology of eye diseases study. Invest Ophthalmol Vis Sci. 2018;59:2205–11.
Hou H, Moghimi S, Baxter SL, Weinreb RN. Is diabetes mellitus a blessing in disguise for primary open-angle glaucoma? J Glaucoma. 2021;30:1–4.
Quigley HA. Can diabetes be good for glaucoma? Why can’t we believe our own eyes (or data)? Arch Ophthalmol. 2009;127:227–9.
Sim YS, Kwon JW, Jee D, Choi JA, Ko SH, Park CK. Increased prelaminar tissue thickness in patients with open-angle glaucoma and type 2 diabetes. PLoS One. 2019;14:e0211641.
Foxton RH, Finkelstein A, Vijay S, Dahlmann-Noor A, Khaw PT, Morgan JE, et al. VEGF-A is necessary and sufficient for retinal neuroprotection in models of experimental glaucoma. Am J Pathol. 2013;182:1379–90.
Lin HC, Stein JD, Nan B, Childers D, Newman-Casey PA, Thompson DA, et al. Association of geroprotective effects of metformin and risk of open-angle glaucoma in persons with diabetes mellitus. JAMA Ophthalmol. 2015;133:915–23.
Chen PP. Is diabetes, even without retinopathy, a risk factor for glaucoma filtering surgery failure in the age of anti-fibrosis agents? Br J Ophthalmol. 2013;97:541–2.
Landers J, Martin K, Sarkies N, Bourne R, Watson P. A twenty-year follow-up study of trabeculectomy: risk factors and outcomes. Ophthalmology. 2012;119:694–702.
Hou H, Shoji T, Zangwill LM, Moghimi S, Saunders LJ, Hasenstab K, et al. Progression of primary open-angle glaucoma in diabetic and nondiabetic patients. Am J Ophthalmol. 2018;189:1–9.
Welinder LG, Riis AH, Knudsen LL, Thomsen RW. Diabetes, glycemic control and risk of medical glaucoma treatment: a population-based case-control study. Clin Epidemiol. 2009;1:125–31.
Cheng YJ, Kanaya AM, Araneta MRG, Saydah SH, Kahn HS, Gregg EW, et al. Prevalence of diabetes by race and ethnicity in the United States, 2011–2016. JAMA. 2019;322:2389–98.
Zelniker TA, Wiviott SD, Raz I, Im K, Goodrich EL, Bonaca MP, et al. SGLT2 inhibitors for primary and secondary prevention of cardiovascular and renal outcomes in type 2 diabetes: a systematic review and meta-analysis of cardiovascular outcome trials. Lancet. 2019;393:31–9.
Chung YR, Ha KH, Lee K, Kim DJ. Effects of sodium-glucose cotransporter-2 inhibitors and dipeptidyl peptidase-4 inhibitors on diabetic retinopathy and its progression: a real-world Korean study. PLoS One. 2019;14:e0224549.
Montgomery MK, Turner N. Mitochondrial dysfunction and insulin resistance: an update. Endocr Connect. 2015;4:R1–R15.
Sun Q, Li J, Gao F. New insights into insulin: The anti-inflammatory effect and its clinical relevance. World J Diabetes. 2014;5:89–96.
Kim JW. Insulin enhances nitric oxide production in trabecular meshwork cells via de novo pathway for tetrahydrobiopterin synthesis. Korean J Ophthalmol. 2007;21:39–44.
Faiq MA, Dada T. Diabetes Type 4: a paradigm shift in the understanding of glaucoma, the brain specific diabetes and the candidature of insulin as a therapeutic agent. Curr Mol Med. 2017;17:46–59.
Avgerinos KI, Kalaitzidis G, Malli A, Kalaitzoglou D, Myserlis PG, Lioutas VA. Intranasal insulin in Alzheimer’s dementia or mild cognitive impairment: a systematic review. J Neurol. 2018;265:1497–510.
Craft S, Raman R, Chow TW, Rafii MS, Sun CK, Rissman RA, et al. Safety, efficacy, and feasibility of intranasal insulin for the treatment of mild cognitive impairment and alzheimer disease dementia: a randomized clinical trial. JAMA Neurol. 2020;77:1099–109.
Del Amo EM, Rimpela AK, Heikkinen E, Kari OK, Ramsay E, Lajunen T, et al. Pharmacokinetic aspects of retinal drug delivery. Prog Retin Eye Res. 2017;57:134–85.
Ahmed IIK, De Francesco T, Rhee D, McCabe C, Flowers B, Gazzard G, et al. Long-term outcomes from the HORIZON randomized trial for a Schlemm’s canal microstent in combination cataract and glaucoma surgery. Ophthalmology. 2022;129:742–51.
Husain R, Liang S, Foster PJ, Gazzard G, Bunce C, Chew PT, et al. Cataract surgery after trabeculectomy: the effect on trabeculectomy function. Arch Ophthalmol. 2012;130:165–70.
Funding
Departmental support from Research to Prevent Blindness and National Eye Institute P30-026877 (SYW); National Eye Institute K23EY03263501 (SYW).
Author information
Authors and Affiliations
Contributions
MTS was responsible for study design, data collection, data analysis and writing the report. SP contributed to study conception, study design, interpretation of results and provided feedback on the manuscript. JLG contributed to study conception, study design, interpretation of results and provided feedback on the manuscript. SYW was responsible for study conception, design and interpretation of results, and contributed to writing the report.
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Additional information
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
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.
About this article
Cite this article
Sun, M.T., Pershing, S., Goldberg, J.L. et al. Impact of Type 2 diabetes mellitus and insulin use on progression to glaucoma surgery in primary open angle glaucoma. Eye 38, 558–564 (2024). https://doi.org/10.1038/s41433-023-02734-2
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41433-023-02734-2