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Gu Q, Pan T, Cheng R, Huang J, Zhang K, Zhang J, Yang Y, Cheng P, Liu Q, Shen H. Macular vascular and photoreceptor changes for diabetic macular edema at early stage. Sci Rep 2024; 14:20544. [PMID: 39232012 PMCID: PMC11374796 DOI: 10.1038/s41598-024-71286-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2024] [Accepted: 08/27/2024] [Indexed: 09/06/2024] Open
Abstract
This study was intended to investigate the macular vascular and photoreceptor changes for diabetic macular edema (DME) at the early stage. A total of 255 eyes of 134 diabetes mellitus patients were enrolled and underwent an ophthalmological and systemic evaluation in this cross-sectional study. Early DME was characterized by central subfoveal thickness (CST) value between 250 and 325 μm, intact ellipsoid zone, and an external limiting membrane. While non-DME was characterized by CST < 250 μm with normal retinal morphology and structure. Foveal avascular zone (FAZ) area ≤ 0.3 mm2 (P < 0.001, OR = 0.41, 95% CI 0.26-0.67 in the multivariate analysis) and HbA1c level ≤ 8% (P = 0.005, OR = 0.37, 95% CI 0.19-0.74 in multivariate analysis) were significantly associated with a higher risk of early DME. Meanwhile, no significant differences exist in cone parameters between non-DME and early DME eyes. Compared with non-DME eyes, vessel diameter, vessel wall thickness, wall-to-lumen ratio, the cross-sectional area of the vascular wall in the upper side were significantly decreased in the early DME eyes (P = 0.001, P < 0.001, P = 0.005, P = 0.003 respectively). This study suggested a vasospasm or vasoconstriction with limited further photoreceptor impairment at the early stage of DME formation. CST ≥ 250 μm and FAZ ≤ 0.3 mm2 may be the indicator for early DME detection.
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Affiliation(s)
- Qinyuan Gu
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China
| | - Ting Pan
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China
| | - Ruiwen Cheng
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China
| | - Junlong Huang
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China
| | - Kang Zhang
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China
| | - Junyan Zhang
- Department of Clinical Epidemiology and Evidence-Based Medicine, Shanxi Bethune Hospital, Shanxi Academy of Medical Sciences, Third Hospital of Shanxi Medical University, Tongji Shanxi Hospital, Taiyuan, 030032, China
| | - Yang Yang
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, 430060, Hubei, China.
| | - Peng Cheng
- Department of Gerontology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China.
| | - Qinghuai Liu
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China.
| | - Han Shen
- Department of Ophthalmology, The First Affiliated Hospital With Nanjing Medical University, Nanjing, 210029, China.
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Parravano M, Cennamo G, Di Antonio L, Grassi MO, Lupidi M, Rispoli M, Savastano MC, Veritti D, Vujosevic S. Multimodal imaging in diabetic retinopathy and macular edema: An update about biomarkers. Surv Ophthalmol 2024:S0039-6257(24)00075-4. [PMID: 38942124 DOI: 10.1016/j.survophthal.2024.06.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 06/18/2024] [Accepted: 06/24/2024] [Indexed: 06/30/2024]
Abstract
Diabetic macular edema (DME), defined as retinal thickening near, or involving the fovea caused by fluid accumulation in the retina, can lead to vision impairment and blindness in patients with diabetes. Current knowledge of retina anatomy and function and DME pathophysiology has taken great advantage of the availability of several techniques for visualizing the retina. Combining these techniques in a multimodal imaging approach to DME is recommended to improve diagnosis and to guide treatment decisions. We review the recent literature about the following retinal imaging technologies: optical coherence tomography (OCT), OCT angiography (OCTA), wide-field and ultrawide-field techniques applied to fundus photography, fluorescein angiography, and OCTA. The emphasis will be on characteristic DME features identified by these imaging technologies and their potential or established role as diagnostic, prognostic, or predictive biomarkers. The role of artificial intelligence in the assessment and interpretation of retina images is also discussed.
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Affiliation(s)
| | - Gilda Cennamo
- Eye Clinic, Public Health Department, University of Naples Federico II, Naples, Italy
| | - Luca Di Antonio
- UOC Ophthalmology and Surgery Department, ASL-1 Avezzano-Sulmona, L'Aquila, Italy
| | - Maria Oliva Grassi
- Eye Clinic, Azienda Ospedaliero-Universitaria Policlinico, University of Bari, Bari, Italy
| | - Marco Lupidi
- Eye Clinic, Department of Experimental and Clinical Medicine, Polytechnic University of Marche, Ancona, Italy
| | | | - Maria Cristina Savastano
- Ophthalmology Unit, Fondazione Policlinico Universitario A. Gemelli, IRCCS, Rome, Italy; Catholic University "Sacro Cuore", Rome, Italy
| | - Daniele Veritti
- Department of Medicine-Ophthalmology, University of Udine, Udine, Italy
| | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy; Eye Clinic, IRCCS MultiMedica, Milan, Italy.
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Lee SH, Lee GW, Lee SJ, Kim SG. Association between the response of intravitreal antivascular endothelial growth factor injection and systemic factors of diabetic macular edema. BMC Ophthalmol 2024; 24:166. [PMID: 38616277 PMCID: PMC11017644 DOI: 10.1186/s12886-024-03432-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 04/04/2024] [Indexed: 04/16/2024] Open
Abstract
BACKGROUND This study investigated the effects of systemic factors in response to intravitreal injections in patients with macular edema due to non-proliferative diabetic retinopathy (NPDR). METHODS We retrospectively reviewed the medical records of patients treated with intravitreal injections for macular edema secondary to NPDR between January 2018 and January 2021. The patients were divided into three groups according to the injection response. When patients with diabetic macular edema showed 20µ or more reduction in central retinal thickness compared to baseline, they were classified as responsive group, and if not, they were classified as refractory group. The responsive group was further divided into the complete and incomplete response groups. Patients with complete disappearance of edema at seven months were classified as the complete response group, whereas those in which edema did not disappear were classified as the incomplete response group. The clinical characteristics of each group, including medical history, ophthalmic examination results, and laboratory examination results at the time of diagnosis, were analyzed. RESULTS Of the 112 eyes (91 patients) that satisfied the inclusion criteria, 89 (77 patients) in the responsive group and 23 (14 patients) in the refractory group were included in the analysis. The responsive group was further divided into the complete (51 eyes) and incomplete (38 eyes) response groups. The refractory group had significantly higher glycated hemoglobin levels and significantly lower estimated glomerular filtration rates than the responsive group (p = 0.026 and p = 0.012, respectively). In the multivariate logistic regression analysis, both factors were found to be significant in predicting the degree of response (all p < 0.05). No factor showed a significant difference between the incomplete and complete response groups(all p > 0.05). CONCLUSIONS In macular edema caused by NPDR, low glomerular filtration rates and high glycated hemoglobin levels may be used as predictors of poor response to intravitreal injection therapy. In addition to blood glucose control, education should be provided regarding the need for the continuous monitoring of renal function.
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Affiliation(s)
- So Hyung Lee
- Department of Ophthalmology, Daegu Catholic University School of Medicine, Daegu, Republic of Korea
| | - Geun Woo Lee
- Department of Ophthalmology, Daegu Catholic University School of Medicine, Daegu, Republic of Korea
| | - Soo Jung Lee
- Department of Ophthalmology, Daegu Catholic University School of Medicine, Daegu, Republic of Korea
| | - Seong Gyu Kim
- Division of Nephrology, Department of Internal Medicine, Daegu Catholic University School of Medicine, #33 Duryugongwon-ro 17-gil, Nam-gu, 42472, Daegu, Republic of Korea.
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Cui Y, Feng D, Wu C, Wang P, Cui R, Wang X, Chang W, Shang W, Zhao B, Liu J, Qin X. Quantitative assessment of OCT and OCTA parameters in diabetic retinopathy with and without macular edema: single-center cross-sectional analysis. Front Endocrinol (Lausanne) 2024; 14:1275200. [PMID: 38523868 PMCID: PMC10960358 DOI: 10.3389/fendo.2023.1275200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 12/08/2023] [Indexed: 03/26/2024] Open
Abstract
Aim The retinal and choroidal parameters were analyzed to understand the impairment of microcirculation of both retina and choroid in patients with diabetic retinopathy (DR). Methods Fifty-five treatment-naive non-proliferative diabetic retinopathy (NPDR) patients (75 eyes) with type 2 diabetes mellitus (T2DM), including 28 patients (36 eyes) with diabetic macular edema (DME) and 27 patients (39 eyes) without DME, and 25 healthy subjects (47 eyes) were enrolled in this study. The following parameters of DR patients with and without DME were evaluated: the foveal avascular zone area (FAZ-a), FAZ perimeter (FAZ-p), FAZ circularity index (FAZ-CI), total subfoveal choroidal area (TCA), luminal area (LA), stromal area (SA), choroidal vascularity index (CVI), choriocapillaris flow area percentage, superficial capillary plexus (SCP), and deep capillary plexus (DCP). Results SCP, DCP, and the percentage of choriocapillaris flow area were significantly different between DR patients with and without DME. The DR patients presented lower LA, CVI, and FAZ-CI compared to those of healthy controls (all p < 0.05). The percentage of choriocapillaris flow area in DR patients with and without DME was significantly lower than that in healthy controls (p < 0.05). SCP and DCP were significantly correlated with FAZ-a and FAZ-p but presented insignificant associations with FAZ-CI. Conclusions Optical coherence tomography (OCT) and OCT angiography (OCTA) parameters, such as LA, CVI, FAZ-CI, and the percentage of choriocapillaris flow area, were reduced compared to those in controls, indicating that the microcirculations of the retina and choroid in the macular area were impaired in DR patients with DME and without DME.
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Affiliation(s)
- Yanyan Cui
- Department of Ophthalmology, The Second Hospital of Shandong University, Jinan, China
| | | | | | - Ping Wang
- Ophthalmological Center, Affiliated Hospital of Weifang Medical University, Weifang, China
| | - Ruoxi Cui
- Nanchang University Queen Mary School, Nanchang, China
| | - Xiaokun Wang
- Civil Aviation Medical Center of CAAC Northeast Regional Administration, Shenyang, China
| | - Weiwei Chang
- Department of Ophthalmology, Affiliated Hospital of Jining Medical University, Jining, China
| | | | - Bojun Zhao
- Department of Ophthalmology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China
| | - Jing Liu
- Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
| | - Xuejiao Qin
- Department of Ophthalmology, The Second Hospital of Shandong University, Jinan, China
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Amini E, Rohani M, Fasano A, Azad Z, Miri S, Habibi SAH, Emamikhah M, Mirshahi R, Joghataei MT, Gholibeigian Z, Ghasemi Falavarjani K. Neurodegeneration with Brain Iron Accumulation Disorders and Retinal Neurovascular Structure. Mov Disord 2024; 39:411-423. [PMID: 37947042 DOI: 10.1002/mds.29644] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 10/07/2023] [Accepted: 10/10/2023] [Indexed: 11/12/2023] Open
Abstract
BACKGROUND The unique neurovascular structure of the retina has provided an opportunity to observe brain pathology in many neurological disorders. However, such studies on neurodegeneration with brain iron accumulation (NBIA) disorders are lacking. OBJECTIVES To investigate NBIA's neurological and ophthalmological manifestations. METHODS This cross-sectional study was conducted on genetically confirmed NBIA patients and an age-gender-matched control group. The thickness of retinal layers, central choroidal thickness (CCT), and capillary plexus densities were measured by spectral domain-optical coherence tomography (SD-OCT) and OCT angiography, respectively. The patients also underwent funduscopy, electroretinography (ERG), visual evoked potential (VEP), and neurological examination (Pantothenate-Kinase Associated Neurodegeneration-Disease Rating Scale [PKAN-DRS]). The generalized estimating equation model was used to consider inter-eye correlations. RESULTS Seventy-four patients' and 80 controls' eyes were analyzed. Patients had significantly decreased visual acuity, reduced inner or outer sectors of almost all evaluated layers, increased CCT, and decreased vessel densities, with abnormal VEP and ERG in 32.4% and 45.9%, respectively. There were correlations between visual acuity and temporal peripapillary nerve fiber layer (positive) and between PKAN-DRS score and disease duration (negative), and scotopic b-wave amplitudes (positive). When considering only the PKAN eyes, ONL was among the significantly decreased retinal layers, with no differences in retinal vessel densities. Evidence of pachychoroid was only seen in patients with Kufor Rakeb syndrome. CONCLUSION Observing pathologic structural and functional neurovascular changes in NBIA patients may provide an opportunity to elucidate the underlying mechanisms and differential retinal biomarkers in NBIA subtypes in further investigations. © 2023 International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Elahe Amini
- ENT and Head and Neck Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
- Department of Neurology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
| | - Mohammad Rohani
- Department of Neurology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
- Skull Base Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | - Alfonso Fasano
- University Health Network University of Toronto, Toronto, Ontario, Canada
| | - Zahra Azad
- Skull Base Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | - Shahnaz Miri
- Vision Neurology Center, San Francisco, California, USA
| | - Seyed Amir Hassan Habibi
- Department of Neurology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
- Skull Base Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | - Maziar Emamikhah
- Department of Neurology, School of Medicine, Iran University of Medical Sciences, Tehran, Iran
- Skull Base Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | - Reza Mirshahi
- Eye Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | | | - Zeinab Gholibeigian
- Skull Base Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
| | - Khalil Ghasemi Falavarjani
- Eye Research Center, The Five Senses Health Institute, Iran University of Medical Sciences, Tehran, Iran
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Ren F, Zhang X, Gong H, Tian X, Kong X, Hu Y, Yang J, Shi W, Zhang H, Zhou L, Zhang G. Two different initial treatment regimens of Conbercept in diabetic macular edema: 12-month results from a multicenter randomized controlled study. Photodiagnosis Photodyn Ther 2023; 44:103745. [PMID: 37567331 DOI: 10.1016/j.pdpdt.2023.103745] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 07/22/2023] [Accepted: 08/08/2023] [Indexed: 08/13/2023]
Abstract
BACKGROUND The optimal treatment regimen for diabetic macular edema (DME) and predictors for its treatment`s outcome need emerging evidence but currently poorly studied. METHODS A prospective, multicenter, open label randomized controlled study among adult patients with DME was conducted. Eyes were randomized to three or six doses initial Conbercept treatments. Additional injections were suggested pro re nata (PRN) over 12 months. Optical coherence tomography angiography (OCTA) was adopted to quantify the macular vessel density. Visual acuity gain and anatomical improvement and their associated factors were evaluated by multivariable linear regression. RESULTS 41 patients with 59 eyes participated in current study. Patients in both 3 + PRN (n = 32 eyes) or 6 + PRN (n = 27 eyes) treatments experienced similar best-corrected visual acuity (BCVA) gain and anatomical improvement, including the central macular thickness, foveal avascular aone (FAZ) and the retinal vessel density. Over 12 months, eyes in the 6 + PRN group received better changes of the deep capillary plexus (2.53 ± 5.45%). In multivariate linear regression, the age significantly affected visual outcome in 3 + PRN group (β = -0.014, P = 0.028), while the initial CMT (β = -0.001, P = 0.022) and FAZ area (β = -0.946, P = 0.007) associated with visual outcome in 6 + PRN group. Furthermore, the duration of diabetes exhibited significant results on CMT among 3 + PRN group (β= -7.516, P = 0.04). CONCLUSIONS Both 3 + and 6 + initial treatment regimens of Conbercept loading dose achieved parallel anatomical and functional visual improvement, while 6 + group had a trend of better treatment outcome. Older age, higher initial CMT and longer duration of diabetes might influence the clinical outcomes over 12 months from baseline.
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Affiliation(s)
- Fengmei Ren
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China; Department of Cataract, Ulanqab Chaoju Eye Hospital, Ulanqab 012000, China
| | - Xiurong Zhang
- Department of Cataract, Baotou Chaoju Eye Hospital, Baotou 014060, China
| | - Hui Gong
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China
| | - Xia Tian
- Department of Cataract, Ulanqab Chaoju Eye Hospital, Ulanqab 012000, China
| | - Xinping Kong
- Department of Cataract, Baotou Chaoju Eye Hospital, Baotou 014060, China
| | - Yongcheng Hu
- Department of Cataract, Bayannur Xudong Eye Hospital, Bayannur 015000, China
| | - Jijun Yang
- Department of Cataract, Dalad Chaoju Eye Hospital, Dalat Banner 014300, China
| | - Wei Shi
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China
| | - Han Zhang
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China
| | - Lili Zhou
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China.
| | - Guisen Zhang
- Department of Retina, Inner Mongolia Chaoju Eye Hospital, Hohhot 010050, China.
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Lazăr AS, Stanca HT, Tăbăcaru B, Danielescu C, Munteanu M, Stanca S. Quantitative Parameters Relevant for Diabetic Macular Edema Evaluation by Optical Coherence Tomography Angiography. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:1120. [PMID: 37374324 DOI: 10.3390/medicina59061120] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 06/06/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023]
Abstract
Diabetic macular edema (DME) is one of the main ocular complications of diabetes mellitus (DM) that can lead to important vision loss in diabetic patients. In clinical practice, there are cases of DME with unsatisfying treatment responses, despite adequate therapeutic management. Diabetic macular ischemia (DMI) is one of the causes suggested to be associated with the persistence of fluid accumulation. Optical coherence tomography angiography (OCTA) is a non-invasive imaging modality, able to give in-depth information about retinal vascularization in a 3-dimensional manner. The OCTA devices currently available can provide various OCTA metrics that quantitatively assess the retinal microvasculature. In this paper, we reviewed the results of multiple studies that investigated the changes in OCTA metrics in the setting of DME and their possible contribution to the diagnosis, therapeutic management, follow-up and prognosis of patients with DME. We analyzed and compared relevant studies that investigated OCTA parameters related to changes in macular perfusion in the setting of DME and we evaluated the correlations between DME and several quantitative parameters, such as vessel density (VD), perfusion density (PD), foveal avascular zone (FAZ)-related parameters, as well as complexity indices of retinal vasculature. The results of our research showed that OCTA metrics, evaluated especially at the level of the deep vascular plexus (DVP), are useful instruments that can contribute to the assessment of patients with DME.
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Affiliation(s)
- Alina-Simona Lazăr
- Doctoral School, "Carol Davila" University of Medicine and Pharmacy, Strada Dionisie Lupu No. 37, 020021 Bucharest, Romania
- Clinical Department of Ophthalmology, "Prof. Dr. Agrippa Ionescu" Emergency Hospital, Strada Ion Mincu No. 7, 011356 Bucharest, Romania
| | - Horia T Stanca
- Doctoral School, "Carol Davila" University of Medicine and Pharmacy, Strada Dionisie Lupu No. 37, 020021 Bucharest, Romania
- Clinical Department of Ophthalmology, "Prof. Dr. Agrippa Ionescu" Emergency Hospital, Strada Ion Mincu No. 7, 011356 Bucharest, Romania
| | - Bogdana Tăbăcaru
- Clinical Department of Ophthalmology, "Prof. Dr. Agrippa Ionescu" Emergency Hospital, Strada Ion Mincu No. 7, 011356 Bucharest, Romania
| | - Ciprian Danielescu
- Department of Ophthalmology, Faculty of Medicine, University of Medicine and Pharmacy "Grigore T. Popa", Strada Universitatii No. 16, 700115 Iasi, Romania
| | - Mihnea Munteanu
- Department of Ophthalmology, "Victor Babes" University of Medicine and Pharmacy, 300041 Timisoara, Romania
| | - Simona Stanca
- Clinical Department of Pediatrics, University of Medicine and Pharmacy "Carol Davila", Strada Dionisie Lupu No. 37, 020021 Bucharest, Romania
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Costanzo E, Giannini D, De Geronimo D, Fragiotta S, Varano M, Parravano M. Prognostic Imaging Biomarkers in Diabetic Macular Edema Eyes Treated with Intravitreal Dexamethasone Implant. J Clin Med 2023; 12:jcm12041303. [PMID: 36835839 PMCID: PMC9968175 DOI: 10.3390/jcm12041303] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Revised: 01/31/2023] [Accepted: 02/04/2023] [Indexed: 02/09/2023] Open
Abstract
BACKGROUND The aim was to evaluate predictive value of baseline optical coherence tomography (OCT) and OCT angiography (OCTA) parameters in diabetic macular edema (DME) treated with dexamethasone implant (DEXi). METHODS OCT and OCTA parameters were collected: central macular thickness (CMT), vitreomacular abnormalities (VMIAs), intraretinal and subretinal fluid (mixed DME pattern), hyper-reflective foci (HRF), microaneurysms (MAs) reflectivity, ellipsoid zone disruption, suspended scattering particles in motion (SSPiM), perfusion density (PD), vessel length density, and foveal avascular zone. Responders' (RES) and non-responders' (n-RES) eyes were classified considering morphological (CMT reduction ≥ 10%) and functional (BCVA change ≥ 5 ETDRS letters) changes after DEXi. Binary logistic regression OCT, OCTA, and OCT/OCTA-based models were developed. RESULTS Thirty-four DME eyes were enrolled (18 treatment-naïve). OCT-based model combining DME mixed pattern + MAs + HRF and OCTA-based model combining SSPiM and PD showed the best performance to correctly classify the morphological RES eyes. In the treatment-naïve eyes, VMIAs were included with a perfect fit for n-RES eyes. CONCLUSION The presence of DME mixed pattern, a high number of parafoveal HRF, hyper-reflective MAs, SSPiM in the outer nuclear layers, and high PD represent baseline predictive biomarkers for DEXi treatment responsiveness. The application of these models to treatment-naïve patients allowed a good identification of n-RES eyes.
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Affiliation(s)
| | | | | | - Serena Fragiotta
- Ophthalmology Unit, Department NESMOS, Sant’ Andrea Hospital, University of Rome “La Sapienza”, Rome, Italy
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Khalili Pour E, Rezaee K, Azimi H, Mirshahvalad SM, Jafari B, Fadakar K, Faghihi H, Mirshahi A, Ghassemi F, Ebrahimiadib N, Mirghorbani M, Bazvand F, Riazi-Esfahani H, Riazi Esfahani M. Automated machine learning-based classification of proliferative and non-proliferative diabetic retinopathy using optical coherence tomography angiography vascular density maps. Graefes Arch Clin Exp Ophthalmol 2023; 261:391-399. [PMID: 36050474 DOI: 10.1007/s00417-022-05818-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2022] [Revised: 08/07/2022] [Accepted: 08/23/2022] [Indexed: 01/17/2023] Open
Abstract
PURPOSE The study aims to classify the eyes with proliferative diabetic retinopathy (PDR) and non-proliferative diabetic retinopathy (NPDR) based on the optical coherence tomography angiography (OCTA) vascular density maps using a supervised machine learning algorithm. METHODS OCTA vascular density maps (at superficial capillary plexus (SCP), deep capillary plexus (DCP), and total retina (R) levels) of 148 eyes from 78 patients with diabetic retinopathy (45 PDR and 103 NPDR) was used to classify the images to NPDR and PDR groups based on a supervised machine learning algorithm known as the support vector machine (SVM) classifier optimized by a genetic evolutionary algorithm. RESULTS The implemented algorithm in three different models reached up to 85% accuracy in classifying PDR and NPDR in all three levels of vascular density maps. The deep retinal layer vascular density map demonstrated the best performance with a 90% accuracy in discriminating between PDR and NPDR. CONCLUSIONS The current study on a limited number of patients with diabetic retinopathy demonstrated that a supervised machine learning-based method known as SVM can be used to differentiate PDR and NPDR patients using OCTA vascular density maps.
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Affiliation(s)
- Elias Khalili Pour
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Khosro Rezaee
- Department of Biomedical Engineering, Meybod University, Meybod, Iran
| | - Hossein Azimi
- Faculty of Mathematical Sciences and Computer, Kharazmi University, Tehran, Iran
| | - Seyed Mohammad Mirshahvalad
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Behzad Jafari
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Kaveh Fadakar
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Hooshang Faghihi
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Ahmad Mirshahi
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Fariba Ghassemi
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Nazanin Ebrahimiadib
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Masoud Mirghorbani
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Fatemeh Bazvand
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran
| | - Hamid Riazi-Esfahani
- Retina Service, Eye Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Qazvin Square, South Karegar Street, Tehran, Iran.
| | - Mohammad Riazi Esfahani
- Department of Ophthalmology, Gavin Herbert Eye Institute, University of California Irvine, Irvine, CA, USA
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Zhang CH, Gong B, Huang C, Shu XW, Chen TY, Chen X, Wu CL, Wang Y. Morphological and functional changes in the macular area in diabetic macular edema after a single intravitreal injection of aflibercept. Int J Ophthalmol 2023; 16:88-94. [PMID: 36659946 PMCID: PMC9815978 DOI: 10.18240/ijo.2023.01.13] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 11/10/2022] [Indexed: 12/30/2022] Open
Abstract
AIM To evaluate the changes in macular morphology and function after a single intravitreal injection of aflibercept in diabetic macular edema (DME) using optical coherence tomography angiography (OCTA) and MP-3 microperimetry. METHODS Twenty-eight patients (42 eyes) diagnosed with DME were treated with intravitreal injection of aflibercept. The changes in best corrected visual acuity (BCVA), central retinal thickness (CRT), foveal avascular zone (FAZ) area, vessel density of superficial retinal capillary plexus (SVD), vessel density of deep retinal capillary plexus (DVD), mean light sensitivity (MLS), 2° fixation rate (P1), 4° fixation rate (P2), and other indicators 1mo after treatment were compared; of these, BCVA was converted into logarithm of the minimum angle of resolution (logMAR), and the correlation among the factors was analyzed. RESULTS After treatment, logMAR BCVA was 0.47±0.24, which was significantly better than that before treatment (0.63±0.28, P<0.001). The CRT was 359.21±107.87 µm after treatment, which was significantly lower than before treatment (474.10±138.20 µm, P<0.001). The FAZ area, SVD, and DVD were not significantly changed after treatment compared with the baseline. MLS was 22.16±4.20 dB after treatment, which was significantly higher than before treatment (19.63±4.23 dB, P<0.001). P2 significantly increased after treatment than before treatment (P=0.007). P1 had no significant change after treatment than before treatment (P=0.086). CONCLUSION A single intravitreal injection of aflibercept effectively reduces macular edema and improves retinal sensitivity, fixation stability, and visual acuity, possibly without causing significant changes in the retinal vascular condition in a short time.
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Affiliation(s)
- Chuan-He Zhang
- Shenzhen Aier Eye Hospital, Aier Eye Hospital, Jinan University, Shenzhen 518031, Guangdong Province, China
| | - Bin Gong
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
| | - Chao Huang
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
| | - Xiang-Wen Shu
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
| | - Tian-Yu Chen
- Medical Department, Wuxi Second People's Hospital, Wuxi 214001, Jiangsu Province, China
| | - Xuan Chen
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
| | - Chang-Long Wu
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
| | - Yu Wang
- Department of Ophthalmology, Jinan Second People's Hospital, Jinan 250001, Shandong Province, China
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Antropoli A, Arrigo A, La Franca L, Bianco L, Barlocci E, Fusi E, Bandello F, Battaglia Parodi M. Peripheral and central capillary non-perfusion in diabetic retinopathy: An updated overview. Front Med (Lausanne) 2023; 10:1125062. [PMID: 37035306 PMCID: PMC10076599 DOI: 10.3389/fmed.2023.1125062] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 03/07/2023] [Indexed: 04/11/2023] Open
Abstract
Capillary non-perfusion (CNP) is one of the key hallmarks of diabetic retinopathy (DR), which may develop both in the periphery and at the posterior pole. Our perspectives on CNP have extended with the introduction of optical coherence tomography angiography (OCTA) and ultra-widefield imaging, and the clinical consequences of peripheral and macular CNP have been well characterized. Fluorescein angiography (FA) continues to be the gold standard for detecting and measuring CNP, particularly when ultra-widefield imaging is available. OCTA, on the other hand, is a quicker, non-invasive approach that allows for a three-dimensional examination of CNP and may soon be regarded as an useful alternative to FA. In this review, we provide an updated scenario regarding the characteristics, clinical impact, and management of central and peripheral CNP in DR.
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