Abstract
Objectives
To comprehensively assess diabetic retinopathy neurodegeneration (DRN) as quantified by retinal neuronal and axonal layers measured with spectral-___domain optical coherence tomography (SD-OCT) in subjects with diabetes mellitus (DM).
Methods
Articles on the topic of examining macular ganglion cell-inner plexiform layer (m-GCIPL), macular retinal nerve fibre layer (m-RNFL), macular ganglion cell complex (m-GCC), and peripapillary RNFL (p-RNFL) measured with SD-OCT in DM subjects without DR (NDR) or with non-proliferative DR (NPDR) were searched in PubMed and Embase up to November 31, 2019. Standardized mean difference (SMD) as effect size were pooled using random-effects model.
Results
Thirty-six studies searched from online databases and the CUHK DM cohort were included in the meta-analysis. In the comparison between NDR and control, macular measures including mean m-GCIPL (SMD = −0.26, p = 0.003), m-RNFL (SMD = −0.26, p = 0.046), and m-GCC (SMD = −0.28; p = 0.009) were significantly thinner in the NDR group. In the comparison between NPDR and NDR, only mean p-RNFL was significantly thinner in the NPDR group (SMD = −0.27; p = 0.03), but not other macular measures.
Conclusions
Thinning of retinal neuronal and axonal layers at macula as measured by SD-OCT are presented in eyes with NDR, supporting DRN may be the early pathogenesis in the DM patients without the presence of clinical signs of DR. In the future, these SD-OCT measures may be used as surrogates of DRN to stratify DM patients with a high risk of DR, and may be used as a therapeutic target if neuroprotection treatment for DR is available.
Similar content being viewed by others
Login or create a free account to read this content
Gain free access to this article, as well as selected content from this journal and more on nature.com
or
References
Cheung N, Mitchell P, Wong TY. Diabetic retinopathy. Lancet. 2010;376:124–36.
Yau JWY, Rogers SL, Kawasaki R, Lamoureux EL, Kowalski JW, Bek T, et al. Global prevalence and major risk factors of diabetic retinopathy. Diabetes Care. 2012;35:556–64.
Antonetti DA, Klein R, Gardner TW. Diabetic retinopathy. N. Engl J Med. 2012;366:1227–39.
Simó R, Hernández C, European Consortium for the Early Treatment of Diabetic R. Neurodegeneration in the diabetic eye: new insights and therapeutic perspectives. Trends Endocrinol Metab. 2014;25:23–33.
Sohn EH, van Dijk HW, Jiao C, Kok PHB, Jeong W, Demirkaya N, et al. Retinal neurodegeneration may precede microvascular changes characteristic of diabetic retinopathy in diabetes mellitus. Proc Natl Acad Sci USA. 2016;113:E2655–64.
Simo R, Hernandez C. Novel approaches for treating diabetic retinopathy based on recent pathogenic evidence. Prog Retin Eye Res. 2015;48:160–80.
Barber AJ, Lieth E, Khin SA, Antonetti DA, Buchanan AG, Gardner TW. Neural apoptosis in the retina during experimental and human diabetes. Early onset and effect of insulin. J Clin Invest. 1998;102:783–91.
Carrasco E, Hernández C, Miralles A, Huguet P, Farrés J, Simó R. Lower somatostatin expression is an early event in diabetic retinopathy and is associated with retinal neurodegeneration. Diabetes Care. 2007;30:2902–8.
Chhablani J, Sharma A, Goud A, Peguda HK, Rao HL, Begum VU, et al. Neurodegeneration in Type 2 Diabetes: Evidence From Spectral-Domain Optical Coherence Tomography. Invest Ophthalmol Vis Sci. 2015;56:6333.
Carpineto P, Toto L, Aloia R, Ciciarelli V, Borrelli E, Vitacolonna E, et al. Neuroretinal alterations in the early stages of diabetic retinopathy in patients with type 2 diabetes mellitus. Eye. 2016;30:673–9.
Lee H-J, Kang T-s, Kwak B-S, Jo Y-J, Kim J-Y. Long-term effect of panretinal photocoagulation on spectral ___domain optical coherence tomography measurements in diabetic retinopathy. Curr Eye Res. 2017;42:1169–73.
Srinivasan S, Dehghani C, Pritchard N, Edwards K, Russell AW, Malik RA, et al. Corneal and retinal neuronal degeneration in early stages of diabetic retinopathy. Invest Ophthalmol Vis Sci. 2017;58:6365.
van Dijk HW, Verbraak FD, Kok PHB, Stehouwer M, Garvin MK, Sonka M, et al. Early Neurodegeneration in the Retina of Type 2 diabetic patients. Invest Ophthalmol Vis Sci. 2012;53:2715.
Sahin SB, Sahin OZ, Ayaz T, Karadag Z, Türkyılmaz K, Aktas E, et al. The relationship between retinal nerve fiber layer thickness and carotid intima media thickness in patients with type 2 diabetes mellitus. Diabetes Res Clin Pract. 2014;106:583–9.
Gundogan FC, Akay F, Uzun S, Yolcu U, Çağıltay E, Toyran S. Early neurodegeneration of the inner retinal layers in Type 1 diabetes mellitus. Ophthalmologica. 2015;235:125–32.
Chen Y, Li J, Yan Y, Shen X. Diabetic macular morphology changes may occur in the early stage of diabetes. BMC Ophthalmol. 2016;16:12.
Pekel E, Tufaner G, Kaya H, Kaşıkçı A, Deda G, Pekel G. Assessment of optic disc and ganglion cell layer in diabetes mellitus type 2. Medicine. 2017;96:e7556.
Pekel E, Altincik SA, Pekel G. Evaluation of optic disc, retinal nerve fiber and macular ganglion cell layers in pediatric diabetes. Int Ophthalmol. 2018;38:1955–61.
Karti O, Nalbantoglu O, Abali S, Ayhan Z, Tunc S, Kusbeci T, et al. Retinal ganglion cell loss in children with type 1 diabetes mellitus without diabetic retinopathy. Ophthalmic Surg Lasers Imaging Retin. 2017;48:473–7.
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.
Kim K, Kim ES, Yu S-Y. Longitudinal relationship between retinal diabetic neurodegeneration and progression of diabetic retinopathy in patients with Type 2 diabetes. Am J Ophthalmol. 2018;196:165–72.
Solomon SD, Chew E, Duh EJ, Sobrin L, Sun JK, VanderBeek BL, et al. Diabetic retinopathy: a position statement by the american diabetes association. Diabetes Care. 2017;40:412–8.
Duh EJ, Sun JK, Stitt AW. Diabetic retinopathy: current understanding, mechanisms, and treatment strategies. JCI Insight. 2017;2:e93751.
Wong TY, Cheung CMG, Larsen M, Sharma S, Simó R. Diabetic retinopathy. Nat Rev Dis Prim. 2016;2:16012.
Simó R, Stitt AW, Gardner TW. Neurodegeneration in diabetic retinopathy: does it really matter? Diabetologia. 2018;61:1902–12.
Srinivasan S, Pritchard N, Sampson GP, Edwards K, Vagenas D, Russell AW, et al. Retinal thickness profile of individuals with diabetes. Ophthalmic Physiol Opt. 2016;36:158–66.
Lung JCY, Swann PG, Wong DSH, Chan HHL. Global flash multifocal electroretinogram: early detection of local functional changes and its correlations with optical coherence tomography and visual field tests in diabetic eyes. Doc Ophthalmol. 2012;125:123–35.
Chen X, Nie C, Gong Y, Zhang Y, Jin X, Wei S, et al. Peripapillary retinal nerve fiber layer changes in preclinical diabetic retinopathy: a meta-analysis. PLoS ONE. 2015;10:e0125919.
Stroup DF, Berlin JA, Morton SC, Olkin I, Williamson GD, Rennie D, et al. Meta-analysis of observational studies in epidemiology: a proposal for reporting. Meta-analysis Of Observational Studies in Epidemiology (MOOSE) group. JAMA. 2000;283:2008–12.
Wells GA, Shea B, O’Connell D, Peterson J, Welch V, Losos M, et al. The Newcastle-Ottawa Scale (NOS) for assessing the quality of nonrandomised studies in meta-analyses. Ottawa Hospital Research Institute 2014. http://www.ohri.ca/programs/clinical_epidemiology/oxford.htm. Accessed 3 Feb 2020.
Sun Z, Tang F, Wong R, Lok J, Szeto SKH, Chan JCK, et al. OCT angiography metrics predict progression of diabetic retinopathy and development of diabetic macular edema: a prospective study. Ophthalmology. 2019;126:1675–84.
Tang FY, Ng DS, Lam A, Luk F, Wong R, Chan C, et al. Determinants of quantitative optical coherence tomography angiography metrics in patients with diabetes. Sci Rep. 2017;7:2575.
Wilkinson CP, Ferris FL 3rd, Klein RE, Lee PP, Agardh CD, Davis M, et al. Proposed international clinical diabetic retinopathy and diabetic macular edema disease severity scales. Ophthalmology. 2003;110:1677–82.
Higgins JP, Thompson SG. Controlling the risk of spurious findings from meta-regression. Stat Med. 2004;23:1663–82.
Lim HB, Shin YI, Lee MW, Park GS, Kim JY. Longitudinal changes in the peripapillary retinal nerve fiber layer thickness of patients with type 2 diabetes. JAMA Ophthalmol. 2019;137:1125–32.
Carbonell M, Alonso N, Castelblanco E, Real J, RamÃrez-Morros A, Simó R, et al. Assessment of inner retinal layers and choroidal thickness in type 1 diabetes mellitus: a cross-sectional study. J Clin Med. 2019;8:1412.
Chen Q, Tan F, Wu Y, Zhuang X, Wu C, Zhou Y, et al. Characteristics of retinal structural and microvascular alterations in early type 2 diabetic patients. Invest Ophthalmol Vis Sci. 2018;59:2110–8.
Li S-T, Wang X-N, Du X-H, Wu Q. Comparison of spectral-___domain optical coherence tomography for intra-retinal layers thickness measurements between healthy and diabetic eyes among Chinese adults. PLoS ONE. 2017;12:e0177515.
Santos AR, Ribeiro L, Bandello F, Lattanzio R, Egan C, Frydkjaer-Olsen U, et al. Functional and structural findings of neurodegeneration in early stages of diabetic retinopathy: cross-sectional analyses of baseline data of the EUROCONDOR project. Diabetes. 2017;66:2503–10.
Vujosevic S, Muraca A, Alkabes M, Villani E, Cavarzeran F, Rossetti L, et al. Early microvascular and neural changes in patients with type 1 and type 2 diabetes mellitus without clinical signs of diabetic retinopathy. Retina. 2019;39:435–45.
Rodrigues EB, Urias MG, Penha FM, Badaró E, Novais E, Meirelles R, et al. Diabetes induces changes in neuroretina before retinal vessels: a spectral-___domain optical coherence tomography study. Int J Retin Vitr. 2015;1:4.
Park HY-L, Kim IT, Park CK. Early diabetic changes in the nerve fibre layer at the macula detected by spectral ___domain optical coherence tomography. Br J Ophthalmol. 2011;95:1223–8.
Guha Mazumder A, Chatterjee S, Chatterjee S, Gonzalez JJ, Bag S, Ghosh S, et al. Spectropathology-corroborated multimodal quantitative imaging biomarkers for neuroretinal degeneration in diabetic retinopathy. Clin Ophthalmol. 2017;11:2073–89.
van Dijk HW, Verbraak FD, Kok PHB, Garvin MK, Sonka M, Lee K, et al. Decreased retinal ganglion cell layer thickness in patients with type 1 diabetes. Invest Ophthalmol Vis Sci. 2010;51:3660.
Li Z, Wen X, Zeng P, Liao Y, Fan S, Zhang Y, et al. Do microvascular changes occur preceding neural impairment in early-stage diabetic retinopathy? Evidence based on the optic nerve head using optical coherence tomography angiography. Acta Diabetol. 2019;56:531–9.
Pierro L, Iuliano L, Cicinelli MV, Casalino G, Bandello F. Retinal neurovascular changes appear earlier in type 2 diabetic patients. Eur J Ophthalmol. 2017;27:346–51.
Gołębiewska J, Olechowski A, Wysocka-Mincewicz M, Baszyńska-Wilk M, Groszek A, Czeszyk-Piotrowicz A, et al. Choroidal thickness and ganglion cell complex in pubescent children with type 1 diabetes without diabetic retinopathy analyzed by spectral ___domain optical coherence tomography. J Diabetes Res. 2018;2018:1–8.
Zeng Y, Cao D, Yu H, Yang D, Zhuang X, Hu Y, et al. Early retinal neurovascular impairment in patients with diabetes without clinically detectable retinopathy. Br J Ophthalmol. 2019;103:1747–52.
Shi R, Guo Z, Wang F, Li R, Zhao L, Lin R. Alterations in retinal nerve fiber layer thickness in early stages of diabetic retinopathy and potential risk factors. Curr Eye Res. 2018;43:244–53.
Srivastav K, Saxena S, Mahdi AA, Shukla RK, Meyer CH, Akduman L, et al. Increased serum level of homocysteine correlates with retinal nerve fiber layer thinning in diabetic retinopathy. Mol Vis. 2016;22:1352–60.
Vinuthinee-Naidu M-N, Zunaina E, Azreen-Redzal A, Nyi-Nyi N. Correlation of retinal nerve fibre layer and macular thickness with serum uric acid among type 2 diabetes mellitus. BMC Ophthalmol. 2017;17:91.
Vujosevic S, Muraca A, Gatti V, Masoero L, Brambilla M, Cannillo B, et al. Peripapillary microvascular and neural changes in diabetes mellitus: An OCT-angiography study. Invest Ophthalmol Vis Sci. 2018;59:5074–81.
Araszkiewicz A, Zozulińska‑Ziółkiewicz D, Meller M, Bernardczyk‑Meller J, Piłaciński S, Rogowicz‑Frontczak A, et al. Neurodegeneration of the retina in type 1 diabetic patients. Polish Arch Intern Med. 2012;122:464–70.
Martin PM, Roon P, Van Ells TK, Ganapathy V, Smith SB. Death of retinal neurons in streptozotocin-induced diabetic mice. Invest Ophthalmol Vis Sci. 2004;45:3330.
Abcouwer SF, Gardner TW. Diabetic retinopathy: loss of neuroretinal adaptation to the diabetic metabolic environment: Neuroretinal adaptation in diabetic retinopathy. Ann NY Acad Sci. 2014;1311:174–90.
Barber AJ. Diabetic retinopathy: recent advances towards understanding neurodegeneration and vision loss. Sci China Life Sci. 2015;58:541–9.
Sohn EH, Han IC, Abramoff MD. Diabetic retinal neurodegeneration—should we redefine retinopathy from diabetes? JAMA Ophthalmol. 2019;137:1132–3.
van Dijk HW, Kok PHB, Garvin M, Sonka M, Devries JH, Michels RPJ, et al. Selective loss of inner retinal layer thickness in type 1 diabetic patients with minimal diabetic retinopathy. Invest Ophthalmol Vis Sci. 2009;50:3404–9.
Tan O, Chopra V, Lu AT-H, Schuman JS, Ishikawa H, Wollstein G, et al. Detection of macular ganglion cell loss in glaucoma by fourier-___domain optical coherence tomography. Ophthalmology. 2009;116:2305–14.e2.
Mwanza J-C, Durbin MK, Budenz DL, Sayyad FE, Chang RT, Neelakantan A, et al. Glaucoma diagnostic accuracy of ganglion cell-inner plexiform layer thickness: comparison with nerve fiber layer and optic nerve head. Ophthalmology. 2012;119:1151–8.
Vizzeri G, Weinreb RN, Gonzalez-Garcia AO, Bowd C, Medeiros FA, Sample PA, et al. Agreement between spectral-___domain and time-___domain OCT for measuring RNFL thickness. Br J Ophthalmol. 2009;93:775–81.
Lange AP, Sadjadi R, Saeedi J, Lindley J, Costello F, Traboulsee AL. Time-___domain and spectral-___domain optical coherence tomography of retinal nerve fiber layer in ms patients and healthy controls. J Ophthalmol. 2012;2012:564627.
Leung CK-S, Cheung CY-L, Weinreb RN, Qiu Q, Liu S, Li H, et al. Retinal nerve fiber layer imaging with spectral-___domain optical coherence tomography: a variability and diagnostic performance study. Ophthalmology. 2009;116:1257–63. 63.e1-2
den Haan J, Verbraak FD, Visser PJ, Bouwman FH. Retinal thickness in Alzheimer’s disease: a systematic review and meta-analysis. Alzheimers Dement (Amst). 2017;6:162–70.
Gardner TW, Davila JR. The neurovascular unit and the pathophysiologic basis of diabetic retinopathy. Graefes Arch Clin Exp Ophthalmol. 2017;255:1–6.
Lechner J, O’Leary OE, Stitt AW. The pathology associated with diabetic retinopathy. Vis Res. 2017;139:7–14.
Olson J, Sharp P, Goatman K, Prescott G, Scotland G, Fleming A, et al. Improving the economic value of photographic screening for optical coherence tomography-detectable macular oedema: a prospective, multicentre, UK study. Health Technol Assess. 2013;17:1–142.
Goh JKH, Cheung CY, Sim SS, Tan PC, Tan GSW, Wong TY. Retinal imaging techniques for diabetic retinopathy screening. J Diabetes Sci Technol. 2016;10:282–94.
Zafar S, Sachdeva M, Frankfort BJ, Channa R. Retinal neurodegeneration as an early manifestation of diabetic eye disease and potential neuroprotective therapies. Curr Diab Rep. 2019;19:17.
Funding
CUHK Direct Grant (Reference No. 2017.054).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest
The authors declare that they have 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
41433_2020_1020_MOESM8_ESM.pdf
eTable 4. Meta-regression analysis to examine the effect of age, type of DM, HbA1c and duration of DM on the Standardized Mean Difference in the group comparisons.
Rights and permissions
About this article
Cite this article
Tang, Z., Chan, M.Y., Leung, W.Y. et al. Assessment of retinal neurodegeneration with spectral-___domain optical coherence tomography: a systematic review and meta-analysis. Eye 35, 1317–1325 (2021). https://doi.org/10.1038/s41433-020-1020-z
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41433-020-1020-z
This article is cited by
-
Macular perfusion alterations in people with recent-onset diabetes and novel diabetes subtypes
Diabetologia (2025)
-
Early choroidal and retinal changes detected by swept-source oct in type 2 diabetes and their association with diabetic kidney disease: a longitudinal prospective study
BMC Ophthalmology (2024)
-
Evaluation of thickness of individual macular retinal layers in diabetic eyes from optical coherence tomography
Scientific Reports (2024)
-
The cross-sectional and longitudinal relationship of diabetic retinopathy to cognitive impairment: a systematic review and meta-analysis
Eye (2023)
-
Retinal age gap as a predictive biomarker for future risk of clinically significant diabetic retinopathy
Acta Diabetologica (2023)