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Li G, Wang K, Dai Y, Zheng D, Wang K, Zhang L, Kamiya T. Physics-Based Optical Coherence Tomography Angiography (OCTA) Image Correction for Shadow Compensation. IEEE Trans Biomed Eng 2025; 72:891-898. [PMID: 39392737 DOI: 10.1109/tbme.2024.3478384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/13/2024]
Abstract
Optical coherence tomography (OCT) is being widely applied in clinical studies to investigate insight into the retina under the retinal pigment epithelium. Optical coherence tomography angiography (OCTA) is one of the functional extensions of OCT, for visualizing retinal circulation. Due to obstruction of light propagation, such as vitreous floaters or pupil boundaries, OCTA remains challenged by shadow artifacts that can disrupt volumetric data. Detecting and removing these shadow artifacts are crucial when quantifying indicators of retinal disease progression. We simplified an optical attenuation model of shadow formation in OCTA to a linear illumination transformation. And learn its parameters using an adversarial neural network. Our framework also consists of a sub-network for shadows automatic detection. We experimented our method on 28 OCTA images of normal eyes and compared the non-perfusion area (NPA), an index to measure retinal vascularity. The results showed that the NPA adjusted to a reasonable range after image processing using our method. Furthermore, we tested 150 OCTA images of synthesis artifacts, and the mean absolute error(MAE) values reached 0.83 after shadow removal.
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Rai BB, Maddess T, Nolan CJ. Functional diabetic retinopathy: A new concept to improve management of diabetic retinal diseases. Surv Ophthalmol 2025; 70:232-240. [PMID: 39581562 DOI: 10.1016/j.survophthal.2024.11.010] [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: 06/05/2024] [Revised: 11/17/2024] [Accepted: 11/19/2024] [Indexed: 11/26/2024]
Abstract
Multifocal functional tests are not routinely performed in diabetic retinopathy (DR) and diabetic macular edema (DME) management. We emphasise their importance and coin the term functional diabetic retinopathy (FDR). We reviewed current guidelines on management of DR/DME, and literature on diabetic retinal neurodegeneration (DRN) and functional deficits in DR/DME. Functional visual loss due to DRN precedes vasculopathy and clinical DR; however, currently the diagnosis and management of DR/DME are based on classical signs of retinal vasculopathy and structural changes shown by funduscopy, fundus photographs, and optical coherence tomography (OCT). Furthermore, DME can mask DRN-based retinal layer thinning by OCT and is focussed on the macular region. The only functional test recommended in national and international guidelines on DR/DME is best-corrected visual acuity, a test of foveal function (<1 % of retina). Multifocal functional tests can objectively characterize both foveal and extrafoveal, localized and global, function. Current recommendations for DR/DME screening are inadequate to detect FDR affecting the greater retina. Early detection of FDR using multifocal functional tests could bring DR/DME management strategies forward enabling prevention of the later stage vision-threatening complications. After all, the end point of patient care is functional outcomes.
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Affiliation(s)
- Bhim B Rai
- John Curtin School of Medical Research, Australian National University, Canberra, ACT, Australia.
| | - Ted Maddess
- John Curtin School of Medical Research, Australian National University, Canberra, ACT, Australia
| | - Christopher J Nolan
- John Curtin School of Medical Research, Australian National University, Canberra, ACT, Australia; School of Medicine and Psychology, Australian National University, Canberra, ACT, Australia; Endocrinology Department, The Canberra Hospital, Canberra Health Services, Canberra, ACT, Australia
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Ding X, Romano F, Garg I, Gan J, Vingopoulos F, Garcia MD, Overbey KM, Cui Y, Zhu Y, Bennett CF, Stettler I, Shan M, Finn MJ, Vavvas DG, Husain D, Patel NA, Kim LA, Miller JB. Expanded Field OCT Angiography Biomarkers for Predicting Clinically Significant Outcomes in Non-Proliferative Diabetic Retinopathy. Am J Ophthalmol 2025; 270:216-226. [PMID: 39490720 DOI: 10.1016/j.ajo.2024.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 10/15/2024] [Accepted: 10/15/2024] [Indexed: 11/05/2024]
Abstract
PURPOSE To evaluate the utility of extended field swept-source Optical Coherence Tomography Angiography (SS-OCTA) imaging biomarkers in predicting the occurrence of clinically significant outcomes in eyes with Non-Proliferative Diabetic Retinopathy (NPDR). DESIGN Retrospective clinical case-control study. METHODS Single-center clinical study. Eighty-eight eyes with NPDR from 57 participants (median age: 64.0 years; mean duration of diabetes: 15.8 years) with at least 2 consecutive SS-OCTA scans over a follow-up period of at least 6 months were included. The presence of intraretinal microvascular abnormalities (IRMAs) at baseline and the stability of IRMAs during follow-up period on 12 × 12-mm angiograms were evaluated. Baseline nonperfusion ischemia index (ISI) and other SS-OCTA metrics were calculated on FIJI and ARI Network. Significant clinical outcomes were defined as occurrence of one or more of the following events at the last available clinical visit:1. significant DR progression (2-step DR progression or progression to proliferative DR (PDR)); 2) development of new center-involving diabetic macular edema (CI-DME); and 3) initiation of treatment with PRP or anti-VEGF injections during the follow-up period. Mixed-effects Cox regression models was used to explore these outcomes. RESULTS Following a clinical follow-up period lasting 25.1 ± 10.8 months, we observed significant clinical outcomes in 17 eyes (19.3%). Among these, 7 eyes (8.0%) experienced significant progression and 4 eyes (4.5%) developed CI-DME. Anti-VEGF injections were initiated in 15 eyes (17.0%), while PRP was initiated in 2 eyes (2.3%). Upon adjusting for age, the duration of DM, and prior Anti-VEGF treatments, our analysis revealed that non-stable IRMAs during the follow-up periods and a higher ischemia index at baseline were significantly associated with the occurrence of significant clinical outcomes with HRs of 3.88 (95% CI: 1.56-9.64; p = .004) and 1.05 (95% CI: 1.02-1.09; p = .004), respectively. CONCLUSIONS In conclusion, NPDR eyes with non-stable IRMAs over time and more ischemia at baseline are in higher risk of developing significant clinical outcomes. Our findings suggest that expanded field SS-OCTA may offer additional prognostic benefits for clinical DR staging and predicting high-risk patients.
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Affiliation(s)
- Xinyi Ding
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Francesco Romano
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Itika Garg
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Jenny Gan
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Filippos Vingopoulos
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Mauricio D Garcia
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Katherine M Overbey
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Ying Cui
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Ying Zhu
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Cade F Bennett
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Isabella Stettler
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Mridula Shan
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Matthew J Finn
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Demetrios G Vavvas
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Deeba Husain
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Nimesh A Patel
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - Leo A Kim
- Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA
| | - John B Miller
- From the Harvard Retinal Imaging Lab (X.D., F.R., I.G., J.G., F.V., M.D.G., K.M.O., Y.C., Y.Z., C.F.B., I.S., M.S., M.J.F., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Retina Service (X.D., F.R., D.G.V., D.H., N.A.P., L.A.K., J.B.M.), Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA.
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Hwang Y, Takahashi H, Won J, Yaghy A, Marmalidou A, Kaiser SM, Jamil MU, Baumal CR, Waheed NK, Fujimoto JG. QUANTIFICATION OF CAPILLARY BLOOD FLOW SPEEDS IN DIABETIC RETINOPATHY USING VARIABLE INTERSCAN TIME ANALYSIS OPTICAL COHERENCE TOMOGRAPHY ANGIOGRAPHY. Retina 2025; 45:35-43. [PMID: 39325827 DOI: 10.1097/iae.0000000000004279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/28/2024]
Abstract
PURPOSE To investigate retinal capillary plexus capillary flow speed and vessel density in diabetic retinopathy and normal subjects using variable interscan time analysis optical coherence tomography angiography (OCTA). METHODS High speed swept source OCTA imaging using multiple interscan times was performed over a 5 mm × 5 mm field-of-view with 600 kHz A-scan rate. Second-generation variable interscan time analysis OCTA was used to measure a surrogate marker for capillary blood flow speed, variable interscan time analysis flow speed (VFS), in the superficial and intermediate capillary plexuses VFS , and deep capillary plexus VFS . Vessel density was measured using OCTA. RESULTS Fifty-seven eyes with different diabetic retinopathy severity and 37 normal eyes were analyzed. Variable interscan time analysis OCTA provided diverse blood flow speed information, including pseudo-color OCTA and mean flow speed in different regions. Both deep capillary plexus VFS and deep capillary plexus VFS /(superficial and intermediate capillary plexuses) VFS were higher in diabetic retinopathy compared with normal eyes. Elevated deep capillary plexus VFS correlated with decreased deep capillary plexus vessel density in nonproliferative diabetic retinopathy. CONCLUSION Variable interscan time analysis OCTA can measure a quantitative biomarker for blood flow speed alterations in diabetic retinopathy and normal eyes as well as the association with vessel density in different capillary plexuses. Variable interscan time analysis OCTA is promising for studies of pathogenesis and early flow alterations, which may precede nonperfusion.
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Affiliation(s)
- Yunchan Hwang
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts; and
| | - Hiroyuki Takahashi
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts; and
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | - Jungeun Won
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts; and
| | - Antonio Yaghy
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | - Anna Marmalidou
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | - Stephanie M Kaiser
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | | | - Caroline R Baumal
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | - Nadia K Waheed
- Tufts University Medical Center, New England Eye Center, Boston, Massachusetts
| | - James G Fujimoto
- Department of Electrical Engineering and Computer Science, and Research Laboratory of Electronics, Massachusetts Institute of Technology, Cambridge, Massachusetts; and
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Hein M, Mehnert A, Josephine F, Athwal A, Yu DY, Balaratnasingam C. Predictors of Peripheral Retinal Non-Perfusion in Clinically Significant Diabetic Macular Edema. J Clin Med 2024; 14:52. [PMID: 39797135 PMCID: PMC11722121 DOI: 10.3390/jcm14010052] [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: 11/20/2024] [Revised: 12/02/2024] [Accepted: 12/24/2024] [Indexed: 01/13/2025] Open
Abstract
Background/Objectives: Diabetic macular edema (DME) is a significant cause of vision loss. The development of peripheral non-perfusion (PNP) might be associated with the natural course, severity, and treatment of DME. The present study seeks to understand the predictive power of central macular changes and clinico-demographic features for PNP in patients with clinically significant DME. Methods: A prospective study using contemporaneous multi-modal retinal imaging was performed. In total, 48 eyes with DME from 33 patients were enrolled. Demographic, clinical history, laboratory measures, ultrawide field photography, fluorescein angiography, optical coherence tomography (OCT), and OCT angiography results were acquired. Anatomic and vascular features of the central macula and peripheral retina were quantified from retinal images. Separate (generalized) linear mixed models were used to assess differences between PNP present and absent groups. Mixed effects logistic regression was used to assess which features have predictive power for PNP. Results: Variables with significant differences between eyes with and without PNP were insulin use (p = 0.0001), PRP treatment (p = 0.0003), and diffuse fluorescein leakage (p = 0.013). Importantly, there were no significant differences for any of the macular vascular metrics including vessel density (p = 0.15) and foveal avascular zone (FAZ) area (p = 0.58 and capillary tortuosity (p = 0.55). Features with significant predictive power (all p < 0.001) were subretinal fluid, FAZ eccentricity, ellipsoid zone disruption, past anti-VEGF therapy, insulin use, and no ischemic heart disease. Conclusions: In the setting of DME, macular vascular changes did not predict the presence of PNP. Therefore, in order to detect peripheral non-perfusion in DME, our results implicate the importance of peripheral retinal vascular imaging.
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Affiliation(s)
- Martin Hein
- Lions Eye Institute, Perth, WA 6009, Australia
- Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, WA 6009, Australia
| | - Andrew Mehnert
- Lions Eye Institute, Perth, WA 6009, Australia
- Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, WA 6009, Australia
| | | | - Arman Athwal
- School of Engineering Science, Simon Fraser University, Burnaby, BC V5A 1S6, Canada
- Department of Medical Physics and Biomedical Engineering, University College London, London WC1E 6BT, UK
| | - Dao-Yi Yu
- Lions Eye Institute, Perth, WA 6009, Australia
- Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, WA 6009, Australia
| | - Chandrakumar Balaratnasingam
- Lions Eye Institute, Perth, WA 6009, Australia
- Centre for Ophthalmology and Visual Science, University of Western Australia, Perth, WA 6009, Australia
- Department of Ophthalmology, Sir Charles Gairdner Hospital, Perth, WA 6009, Australia
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Li M, Wang Y, Wu X, Chen Q, Huang J, Zhu H, Yang S, Wang J, Li LT, Liu X, Fu K, Song F, Wang C. KIAA0753 enhances osteoblast differentiation suppressed by diabetes. J Cell Mol Med 2024; 28:e70035. [PMID: 39245790 PMCID: PMC11381189 DOI: 10.1111/jcmm.70035] [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: 03/22/2024] [Revised: 08/26/2024] [Accepted: 07/26/2024] [Indexed: 09/10/2024] Open
Abstract
Diabetes-related bone loss represents a significant complication that persistently jeopardizes the bone health of individuals with diabetes. Primary cilia proteins have been reported to play a vital role in regulating osteoblast differentiation in diabetes-related bone loss. However, the specific contribution of KIAA0753, a primary cilia protein, in bone loss induced by diabetes remains unclear. In this investigation, we elucidated the pivotal role of KIAA0753 as a promoter of osteoblast differentiation in diabetes. RNA sequencing demonstrated a marked downregulation of KIAA0753 expression in pro-bone MC3T3 cells exposed to a high glucose environment. Diabetes mouse models further validated the downregulation of KIAA0753 protein in the femur. Diabetes was observed to inhibit osteoblast differentiation in vitro, evidenced by downregulating the protein expression of OCN, OPN and ALP, decreasing primary cilia biosynthesis, and suppressing the Hedgehog signalling pathway. Knocking down KIAA0753 using shRNA methods was found to shorten primary cilia. Conversely, overexpression KIAA0753 rescued these changes. Additional insights indicated that KIAA0753 effectively restored osteoblast differentiation by directly interacting with SHH, OCN and Gli2, thereby activating the Hedgehog signalling pathway and mitigating the ubiquitination of Gli2 in diabetes. In summary, we report a negative regulatory relationship between KIAA0753 and diabetes-related bone loss. The clarification of KIAA0753's role offers valuable insights into the intricate mechanisms underlying diabetic bone complications.
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Affiliation(s)
- Mengxue Li
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Yongqin Wang
- Department of Gastrointestinal Surgery, Traditional Chinese Medicine Hospital of Shizhu, Chongqing, China
| | - Xiangmei Wu
- Department of Physiology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Quanmei Chen
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Jianguo Huang
- A Division of Providence Cancer Institute, Earle A. Chiles Research Institute, Portland, Oregon, USA
| | - Huifang Zhu
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Shengyong Yang
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Jichun Wang
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Le Tai Li
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Xianjun Liu
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Kang Fu
- Sangon Biotech (Shanghai) Co., Ltd., Shanghai, China
| | - Fangzhou Song
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
| | - Changdong Wang
- Department of Biochemistry and Molecular Biology, Molecular Medicine and Cancer Research Center, School of Basic Medical Sciences, Chongqing Medical University, Chongqing, China
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Guo Y, Hormel TT, Gao M, You Q, Wang J, Flaxel CJ, Bailey ST, Hwang TS, Jia Y. Multi-Plexus Nonperfusion Area Segmentation in Widefield OCT Angiography Using a Deep Convolutional Neural Network. Transl Vis Sci Technol 2024; 13:15. [PMID: 39023443 PMCID: PMC11262538 DOI: 10.1167/tvst.13.7.15] [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: 01/16/2024] [Accepted: 06/05/2024] [Indexed: 07/20/2024] Open
Abstract
Purpose To train and validate a convolutional neural network to segment nonperfusion areas (NPAs) in multiple retinal vascular plexuses on widefield optical coherence tomography angiography (OCTA). Methods This cross-sectional study included 202 participants with a full range of diabetic retinopathy (DR) severities (diabetes mellitus without retinopathy, mild to moderate non-proliferative DR, severe non-proliferative DR, and proliferative DR) and 39 healthy participants. Consecutive 6 × 6-mm OCTA scans at the central macula, optic disc, and temporal region in one eye from 202 participants in a clinical DR study were acquired with a 70-kHz OCT commercial system (RTVue-XR). Widefield OCTA en face images were generated by montaging the scans from these three regions. A projection-resolved OCTA algorithm was applied to remove projection artifacts at the voxel scale. A deep convolutional neural network with a parallel U-Net module was designed to detect NPAs and distinguish signal reduction artifacts from flow deficits in the superficial vascular complex (SVC), intermediate capillary plexus (ICP), and deep capillary plexus (DCP). Expert graders manually labeled NPAs and signal reduction artifacts for the ground truth. Sixfold cross-validation was used to evaluate the proposed algorithm on the entire dataset. Results The proposed algorithm showed high agreement with the manually delineated ground truth for NPA detection in three retinal vascular plexuses on widefield OCTA (mean ± SD F-score: SVC, 0.84 ± 0.05; ICP, 0.87 ± 0.04; DCP, 0.83 ± 0.07). The extrafoveal avascular area in the DCP showed the best sensitivity for differentiating eyes with diabetes but no retinopathy (77%) from healthy controls and for differentiating DR by severity: DR versus no DR, 77%; referable DR (rDR) versus non-referable DR (nrDR), 79%; vision-threatening DR (vtDR) versus non-vision-threatening DR (nvtDR), 60%. The DCP also showed the best area under the receiver operating characteristic curve for distinguishing diabetes from healthy controls (96%), DR versus no DR (95%), and rDR versus nrDR (96%). The three-plexus-combined OCTA achieved the best result in differentiating vtDR and nvtDR (81.0%). Conclusions A deep learning network can accurately segment NPAs in individual retinal vascular plexuses and improve DR diagnostic accuracy. Translational Relevance Using a deep learning method to segment nonperfusion areas in widefield OCTA can potentially improve the diagnostic accuracy of diabetic retinopathy by OCT/OCTA systems.
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Affiliation(s)
- Yukun Guo
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
| | - Tristan T. Hormel
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Min Gao
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
| | - Qisheng You
- Kresge Eye Institute, Wayne State University, Detroit, MI, USA
| | - Jie Wang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | | | - Steven T. Bailey
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Thomas S. Hwang
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
| | - Yali Jia
- Casey Eye Institute, Oregon Health & Science University, Portland, OR, USA
- Department of Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA
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Cao JA, Al-Khersan H, Chaudhary V, Wykoff CC. Retinal non-perfusion: recognizing and defining what is important. Eye (Lond) 2024; 38:1608-1609. [PMID: 38438795 PMCID: PMC11156853 DOI: 10.1038/s41433-024-02981-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 01/31/2024] [Accepted: 02/01/2024] [Indexed: 03/06/2024] Open
Affiliation(s)
| | - Hasenin Al-Khersan
- Retina Consultants of Texas, Houston, TX, USA
- Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, TX, USA
| | - Varun Chaudhary
- Department of Surgery, McMaster University, Hamilton, ON, Canada
| | - Charles C Wykoff
- Retina Consultants of Texas, Houston, TX, USA.
- Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, TX, USA.
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9
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Liang L, Liu Y, Wu L, Weng L, Qiu H, Zhong W, Meng F. Advances in Extraction Protocols, Degradation Methods, and Bioactivities of Proanthocyanidins. Molecules 2024; 29:2179. [PMID: 38792040 PMCID: PMC11123784 DOI: 10.3390/molecules29102179] [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: 03/22/2024] [Revised: 04/22/2024] [Accepted: 05/02/2024] [Indexed: 05/26/2024] Open
Abstract
Proanthocyanidins, natural polyphenolic compounds abundantly present in plants, exhibit diverse bioactivities, including antioxidative, anti-inflammatory, and antibacterial effects. These bioactivities are intricately linked to the degree of polymerization of these compounds. Through a comprehensive analysis of recent domestic and international research, this article synthesizes the latest advancements in the extraction process, degradation methods, as well as the biological activities and underlying mechanisms of proanthocyanidins. Furthermore, future research endeavors should prioritize the refinement of extraction techniques, the elucidation of bioactive mechanisms, and the development of formulations with enhanced potency. This will maximize the utilization of proanthocyanidins across diverse applications.
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Affiliation(s)
- Lishan Liang
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
- College of Life Science, Jilin University, Changchun 130012, China
| | - Yingjie Liu
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
- College of Life Science, Jilin University, Changchun 130012, China
| | - Liyan Wu
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
| | - Luo Weng
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
- College of Life Science, Jilin University, Changchun 130012, China
| | - Honghao Qiu
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
- College of Life Science, Jilin University, Changchun 130012, China
| | - Wenting Zhong
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
- College of Life Science, Jilin University, Changchun 130012, China
| | - Fanxin Meng
- College of Pharmacy and Food Science, Zhuhai College of Science and Technology, Zhuhai 519041, China; (L.L.); (Y.L.); (L.W.); (L.W.); (H.Q.); (W.Z.)
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10
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Wang WX, Spiegelman D, Rao PK, Ford AL, Apte RS. Crizanlizumab for retinal vasculopathy with cerebral leukoencephalopathy in a phase II clinical study. J Clin Invest 2024; 134:e180916. [PMID: 38950286 PMCID: PMC11178534 DOI: 10.1172/jci180916] [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: 03/06/2024] [Accepted: 05/01/2024] [Indexed: 07/03/2024] Open
Abstract
BackgroundRetinal vasculopathy with cerebral leukoencephalopathy and systemic manifestations (RVCL-S) is a rare, autosomal dominant, universally fatal disease without effective treatment options. This study explores the safety and preliminary efficacy of crizanlizumab, a humanized monoclonal antibody against P-selectin approved for the prevention of sickle cell crises, in slowing retinal nonperfusion and preserving vision in patients with RVCL-S.METHODSEleven patients with RVCL-S with confirmed exonuclease 3 prime repair exonuclease 1 (TREX1) mutations received monthly crizanlizumab infusions over 2 years. The study measured the nonperfusion index within 3 retinal zones and the total retina with fluorescein angiography, visual acuity, intraocular pressure (IOP), and optical coherence tomography central subfield thickness (CST) at baseline, 1 year, and 2 years. A mixed repeated-measures analysis was performed to assess the progression rates and changes from baseline.RESULTSEleven participants received crizanlizumab infusions. All of the participants tolerated crizanlizumab well, with 8 of 11 (72.7%) reporting mild adverse effects such as nausea, fatigue, and gastrointestinal symptoms. The change in total retinal nonperfusion was 7.22% [4.47, 9.97] in year 1 and -0.69% [-4.06, 2.68] in year 2 (P < 0.001). In the mid periphery, the change in nonperfusion was 10.6% [5.1, 16.1] in year 1 and -0.68% [-3.98, 5.35] in year 2 (P < 0.01), demonstrating a reduction in progression of nonperfusion in the second year of treatment. Visual acuity, IOP, and CST remained stable.CONCLUSIONCrizanlizumab has an acceptable safety profile. These results show promising potential for examining crizanlizumab in larger studies of RVCL-S and similar small-vessel diseases and for using the retina as a biomarker for systemic disease.Trial registrationClinicalTrials.gov NCT04611880.FUNDINGThe Clayco Foundation; DeNardo Education and Research Foundation Grant; Jeffrey T. Fort Innovation Fund; Siteman Retina Research Fund; unrestricted grant from Research to Prevent Blindness Inc.; National Heart,Lung, and Blood Institute (NHLBI), NIH (R01HL129241); National Institute of Neurological Disorders and Stroke (NINDS), NIH (RF1NS116565).
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Affiliation(s)
- Wilson X. Wang
- John F. Hardesty, MD Department of Ophthalmology and Visual Sciences, and
| | - Dan Spiegelman
- John F. Hardesty, MD Department of Ophthalmology and Visual Sciences, and
| | - P. Kumar Rao
- John F. Hardesty, MD Department of Ophthalmology and Visual Sciences, and
| | - Andria L. Ford
- Department of Neurology, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Rajendra S. Apte
- John F. Hardesty, MD Department of Ophthalmology and Visual Sciences, and
- Department of Medicine, Washington University, St. Louis, Missouri, USA
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11
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Shiraki A, Tsuboi K, Wakabayashi T, Shiraki N, Nishida K. Reperfusion of retinal nonperfusion by neovascular-vascular anastomosis in proliferative diabetic retinopathy. Eur J Ophthalmol 2024; 34:NP28-NP32. [PMID: 37915118 DOI: 10.1177/11206721231210896] [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] [Indexed: 11/03/2023]
Abstract
BACKGROUND Retinal nonperfusion is a significant cause of vision loss in patients with proliferative diabetic retinopathy (PDR). Therefore, reperfusion of a nonperfusion has been a matter of strong interest, but few previous studies have demonstrated the potential benefits of reperfusion. CASE REPORTS Here, we report longitudinal optical coherence tomography angiographic analysis of two cases of PDR, in which the retinal neovascularization (RNV) that developed in response to retinal ischemia formed anastomoses with pre-existing physiological retinal vessels, resulting in both superficial and deep capillary reperfusion within the nonperfusion. We named this interesting finding "neovascular-vascular anastomosis." Retinal reperfusion due to neovascular-vascular anastomosis differed from recanalization, defined as reperfusion of once-occluded blood vessels, and has not been reported previously. CONCLUSION Our observation highlights the potential of RNV to rescue retinal ischemia by the formation of neovascular-vascular anastomoses.
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Affiliation(s)
- Akihiko Shiraki
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Yamadaoka, Suita, Japan
| | - Kotaro Tsuboi
- Casey Eye Institute, Oregon Health and Science University, Portland, USA
- Department of Ophthalmology, Aichi Medical University, Nagakute, Aichi, Japan
| | - Taku Wakabayashi
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Yamadaoka, Suita, Japan
- Wills Eye Hospital, Mid Atlantic Retina, Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - Nobuhiko Shiraki
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Yamadaoka, Suita, Japan
| | - Kohji Nishida
- Department of Ophthalmology, Osaka University Graduate School of Medicine, Yamadaoka, Suita, Japan
- Integrated Frontier Research for Medical Science Division, Institute for Open and Transdisciplinary Research Initiatives, Osaka University, Osaka, Suita, Japan
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12
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Nanji K, Sarohia GS, Xie J, Patil NS, Phillips M, Zeraatkar D, Thabane L, Guymer RH, Kaiser PK, Sivaprasad S, Sadda SR, Wykoff CC, Chaudhary V. Anti-vascular endothelial growth factor therapy and retinal non-perfusion in diabetic retinopathy: A meta-analysis of randomised trials. Acta Ophthalmol 2024; 102:e31-e41. [PMID: 37042340 DOI: 10.1111/aos.15673] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2023] [Revised: 02/19/2023] [Accepted: 03/27/2023] [Indexed: 04/13/2023]
Abstract
PURPOSE Retinal non-perfusion (RNP) is fundamental to disease onset and progression in diabetic retinopathy (DR). Whether anti-vascular endothelial growth factor (anti-VEGF) therapy can modify RNP progression is unclear. This investigation quantified the impact of anti-VEGF therapy on RNP progression compared with laser or sham at 12 months. METHODS A systematic review and meta-analysis of randomised controlled trials (RCTs) were performed; Ovid MEDLINE, EMBASE and CENTRAL were searched from inception to 4th March 2022. The change in any continuous measure of RNP at 12 months and 24 months was the primary and secondary outcomes, respectively. Outcomes were reported utilising standardised mean differences (SMD). The Cochrane Risk of Bias Tool version-2 and the Grading of Recommendations Assessment, Development and Evaluation (GRADE) guidelines informed risk of bias and certainty of evidence assessments. RESULTS Six RCTs (1296 eyes) and three RCTs (1131 eyes) were included at 12 and 24 months, respectively. Meta-analysis demonstrated that RNP progression may be slowed with anti-VEGF therapy compared with laser/sham at 12 months (SMD: -0.17; 95% confidence interval [CI]: -0.29, -0.06; p = 0.003; I2 = 0; GRADE rating: LOW) and 24-months (SMD: -0.21; 95% CI: -0.37, -0.05; p = 0.009; I2 = 28%; GRADE rating: LOW). The certainty of evidence was downgraded due to indirectness and due to imprecision. CONCLUSION Anti-VEGF treatment may slightly impact the pathophysiologic process of progressive RNP in DR. The dosing regimen and the absence of diabetic macular edema may impact this potential effect. Future trials are needed to increase the precision of the effect and inform the association between RNP progression and clinically important events. PROSPERO REGISTRATION CRD42022314418.
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Affiliation(s)
- Keean Nanji
- Department of Surgery, Division of Ophthalmology, McMaster University, 2757 King Street East, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario, Canada
| | - Gurkaran S Sarohia
- Department of Ophthalmology and Visual Sciences, University of Alberta, 2319 Active Treatment Centre, 10240 Kingsway Avenue NW, Edmonton, Alberta, Canada, T5H 3V8
| | - Jim Xie
- Department of Surgery, Division of Ophthalmology, McMaster University, 2757 King Street East, Hamilton, Ontario, Canada
| | - Nikhil S Patil
- Department of Surgery, Division of Ophthalmology, McMaster University, 2757 King Street East, Hamilton, Ontario, Canada
| | - Mark Phillips
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario, Canada
| | - Dena Zeraatkar
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario, Canada
| | - Lehana Thabane
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario, Canada
- Biostatistics Unit, St. Joseph's Healthcare Hamilton, Hamilton, Ontario, Canada
- Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa
| | - Robyn H Guymer
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia
- Department of Surgery (Ophthalmology), the University of Melbourne, Melbourne, Australia
| | - Peter K Kaiser
- Cole Eye Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, Ohio, USA
| | - Sobha Sivaprasad
- NIHR Moorfields Biomedical Research Centre, Moorfields Eye Hospital, London, UK
| | - Srinivas R Sadda
- Doheny Eye Institute, David Geffen School of Medicine, University of California - Los Angeles, Los Angeles, California, USA
| | - Charles C Wykoff
- Retina Consultants of Texas, Houston, Texas, Blanton Eye Institute, Houston Methodist Hospital, Houston, Texas, USA
| | - Varun Chaudhary
- Department of Surgery, Division of Ophthalmology, McMaster University, 2757 King Street East, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, 1280 Main Street West, Hamilton, Ontario, Canada
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13
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Wykoff CC, Do DV, Goldberg RA, Dhoot DS, Lim JI, Du W, Silva FQ, Desai R, Moini H, Reed K, Berliner AJ, Vitti R, Clark WL. Ocular and Systemic Risk Factors for Disease Worsening Among Patients with NPDR: Post Hoc Analysis of the PANORAMA Trial. Ophthalmol Retina 2023; 8:S2468-6530(23)00567-5. [PMID: 39491132 DOI: 10.1016/j.oret.2023.10.016] [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: 10/20/2023] [Revised: 10/24/2023] [Accepted: 10/24/2023] [Indexed: 11/05/2024]
Abstract
PURPOSE Identify baseline systemic and ocular characteristics associated with nonproliferative diabetic retinopathy (NPDR) worsening, and the impact of intravitreal aflibercept injection (IAI) on these associations. DESIGN Post hoc analysis of PANORAMA. PARTICIPANTS Patients with moderately severe to severe NPDR enrolled in the prospective PANORAMA phase 3 trial. METHODS Associations between baseline systemic and ocular factors with events indicative of NPDR worsening at Week 100 were evaluated by multivariable analysis in sham-treated eyes. NPDR worsening was defined as development of (1) vision-threatening complications (VTCs; comprising PDR and/or anterior segment neovascularization), (2) center-involved diabetic macular edema (CI-DME), or (3) ≥ 2-step Diabetic Retinopathy Severity Scale (DRSS) worsening. Impact of IAI on identified baseline factors was evaluated using univariable analysis in combined IAI groups. MAIN OUTCOMES MEASURES Baseline systemic and ocular factors associated with events indicative of NPDR worsening at Week 100. The cumulative incidence and risk of developing such events at Week 100 among sham versus IAI-treated eyes. RESULTS Using multivariable analyses among sham-treated eyes, 5 baseline factors associated with increased risk of NPDR worsening were identified: fluorescein leakage, retinal nonperfusion area, thicker central subfield thickness, eosinophil level, and proteinuria. Considering baseline fluorescein leakage area as a prognostic indicator in detail, the risk of developing VTCs alone, VTCs and/or CI-DME, or ≥ 2-step DRSS worsening increased with increasing fluorescein leakage area in the sham group (all P < 0.05). Considering baseline retinal nonperfusion area as a prognostic indicator in detail, the risk of developing VTCs alone, CI-DME alone, or VTCs and/or CI-DME increased with increasing baseline retinal nonperfusion area in the sham group (all P < 0.05). In contrast, among IAI-treated eyes, increasing baseline fluorescein leakage or retinal nonperfusion areas did not increase the risks of NPDR worsening. CONCLUSIONS Within the PANORAMA trial, increased areas of fluorescein leakage and retinal nonperfusion at baseline were identified as key ocular biomarkers associated with events indicative of NPDR worsening among sham-treated patients. IAI treatment appeared to mitigate the effect of these baseline risk factors and reduced the likelihood of NPDR worsening.
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Affiliation(s)
- Charles C Wykoff
- Retina Consultants of Texas; Retina Consultants of America; Blanton Eye Institute, Houston Methodist Hospital, Houston, Texas.
| | - Diana V Do
- Byers Eye Institute, Stanford University, Palo Alto, California
| | | | - Dilsher S Dhoot
- California Retina Consultants/Retina Consultants of America, Santa Barbara, California
| | | | - Weiming Du
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | | | - Rutvi Desai
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | - Hadi Moini
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | - Kimberly Reed
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
| | | | - Robert Vitti
- Regeneron Pharmaceuticals, Inc., Tarrytown, New York
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Yoshida M, Murakami T, Kawai K, Nishikawa K, Ishihara K, Mori Y, Tsujikawa A. Inference of Capillary Nonperfusion Progression on Widefield OCT Angiography in Diabetic Retinopathy. Invest Ophthalmol Vis Sci 2023; 64:24. [PMID: 37847225 PMCID: PMC10584022 DOI: 10.1167/iovs.64.13.24] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2023] [Accepted: 09/26/2023] [Indexed: 10/18/2023] Open
Abstract
Purpose The purpose of this study was to explore the spatial patterns of the nonperfusion areas (NPAs) on widefield optical coherence tomography angiography (OCTA) images in diabetic retinopathy (DR) and to investigate their associations with NPA progression and DR severity. Methods We prospectively enrolled 201 eyes from 158 patients with DR. Widefield images were obtained using a swept-source OCTA device (Xephilio OCT-S1), followed by the creation of 20-mm (1614 pixels) en face images. Nonperfusion squares (NPSs) were defined as 10 × 10-pixel squares without retinal vessels. Eyes with high-dimensional spatial data were mapped onto a two-dimensional space using the uniform manifold approximation and projection algorithm and divided by clustering. The patterns of NPA distribution were statistically compared between clusters. Results All eyes were mapped onto a two-dimensional space and divided into six clusters based on the similarity of NPA distribution. Eyes in clusters 1 and 2 had minimal and small NPAs, respectively. Eyes in clusters 3 and 4 exhibited NPAs in the temporal and inferotemporal regions, respectively. Eyes in cluster 5 displayed NPAs in both superonasal and inferonasal areas. The unique NPA distributions in each cluster encouraged us to propose eight possible pathways of NPA progression. DR severity was not equal between clusters (P < 0.001), for example, 8 (15.7%) of 51 eyes and 15 (65.2%) of 23 eyes had PDR in clusters 1 and 5, respectively. Conclusions Dimensionality reduction and subsequent clustering based on the NPA distribution on widefield OCTA enabled the inference of possible NPA progression in DR.
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Affiliation(s)
- Miyo Yoshida
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Tomoaki Murakami
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Kentaro Kawai
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Keiichi Nishikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Kenji Ishihara
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Yuki Mori
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Akitaka Tsujikawa
- Department of Ophthalmology and Visual Sciences, Kyoto University Graduate School of Medicine, Kyoto, Japan
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15
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Yang F, Zhang H, Yu X, Tao Q, Zhao C, An J, Zhang X, Li X. TNFAIP8 overexpression aggravates retinal pathophysiological features of diabetic retinopathy. Exp Eye Res 2023; 234:109572. [PMID: 37451566 DOI: 10.1016/j.exer.2023.109572] [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: 02/28/2023] [Revised: 07/05/2023] [Accepted: 07/10/2023] [Indexed: 07/18/2023]
Abstract
Our previous research shown that tumor necrosis factor-alpha-induced protein 8 (TNFAIP8) is elevated in the plasma extracellular vesicles and vitreous humor in diabetic retinopathy (DR). TNFAIP8 also significantly increases the viability of human retinal microvascular endothelial cells (HRMECs) and promotes cell migration and tube formation in vitro. To comprehensively explore its role in DR, we investigated the effect of TNFAIP8 on DR development using an animal model in this study. A TNFAIP8-overexpressing adeno-associated virus (AAV) vector and streptozotocin-induced mouse model was used. The AAV-TNFAIP8 vector was injected into the mice intravitreally, and the effect was evaluated. The evaluation included analysis of retinal structure and function using electroretinography, optical coherence tomography, and histological assessment. The influence of TNFAIP8 on the avascular area, retinal leukostasis, and the expression levels of inflammatory factors was also determined. TNFAIP8 significantly decreased a/b-wave amplitude and retinal thickness in diabetic mice. Histological assessment showed that TNFAIP8 aggravated pathological abnormalities with distorted organization of the retina. TNFAIP8 also significantly increased the avascular area, leukostasis, and the expression of inflammatory factors, such as TNFα, IL1β, ICAM1, and GFAP, in the retina. The results of this study support the role of TNFAIP8 in DR pathogenesis. A mechanistic understanding of TNFAIP8 may offer novel therapeutic strategies.
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Affiliation(s)
- Fuhua Yang
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Hui Zhang
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Xinyue Yu
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Qingqin Tao
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Chuan Zhao
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Jinying An
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China
| | - Xiaomin Zhang
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China.
| | - Xiaorong Li
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, 300384, China.
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Zhang J, Sharma D, Dinabandhu A, Sanchez J, Applewhite B, Jee K, Deshpande M, Flores-Bellver M, Hu MW, Guo C, Salman S, Hwang Y, Anders NM, Rudek MA, Qian J, Canto-Soler MV, Semenza GL, Montaner S, Sodhi A. Targeting hypoxia-inducible factors with 32-134D safely and effectively treats diabetic eye disease in mice. J Clin Invest 2023; 133:e163290. [PMID: 37227777 PMCID: PMC10313368 DOI: 10.1172/jci163290] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 05/11/2023] [Indexed: 05/27/2023] Open
Abstract
Many patients with diabetic eye disease respond inadequately to anti-VEGF therapies, implicating additional vasoactive mediators in its pathogenesis. We demonstrate that levels of angiogenic proteins regulated by HIF-1 and -2 remain elevated in the eyes of people with diabetes despite treatment with anti-VEGF therapy. Conversely, by inhibiting HIFs, we normalized the expression of multiple vasoactive mediators in mouse models of diabetic eye disease. Accumulation of HIFs and HIF-regulated vasoactive mediators in hyperglycemic animals was observed in the absence of tissue hypoxia, suggesting that targeting HIFs may be an effective early treatment for diabetic retinopathy. However, while the HIF inhibitor acriflavine prevented retinal vascular hyperpermeability in diabetic mice for several months following a single intraocular injection, accumulation of acriflavine in the retina resulted in retinal toxicity over time, raising concerns for its use in patients. Conversely, 32-134D, a recently developed HIF inhibitor structurally unrelated to acriflavine, was not toxic to the retina, yet effectively inhibited HIF accumulation and normalized HIF-regulated gene expression in mice and in human retinal organoids. Intraocular administration of 32-134D prevented retinal neovascularization and vascular hyperpermeability in mice. These results provide the foundation for clinical studies assessing 32-134D for the treatment of patients with diabetic eye disease.
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Affiliation(s)
- Jing Zhang
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Deepti Sharma
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Aumreetam Dinabandhu
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Oncology and Diagnostic Sciences, School of Dentistry, Greenebaum Comprehensive Cancer Center, University of Maryland, Baltimore, Maryland, USA
| | - Jaron Sanchez
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Brooks Applewhite
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Kathleen Jee
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Monika Deshpande
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Miguel Flores-Bellver
- CellSight Ocular Stem Cell and Regeneration Research Program, Department of Ophthalmology, Sue Anschutz-Rodgers Eye Center, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Ming-Wen Hu
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Chuanyu Guo
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Shaima Salman
- Armstrong Oxygen Biology Research Center; Vascular Program, Institute for Cell Engineering; Departments of Pediatrics, Medicine, Oncology, Radiation Oncology, Biological Chemistry, and Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Yousang Hwang
- Armstrong Oxygen Biology Research Center; Vascular Program, Institute for Cell Engineering; Departments of Pediatrics, Medicine, Oncology, Radiation Oncology, Biological Chemistry, and Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Nicole M. Anders
- The Sidney Kimmel Comprehensive Cancer Center, Department of Oncology and the Division of Clinical Pharmacology at the School of Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Michelle A. Rudek
- The Sidney Kimmel Comprehensive Cancer Center, Department of Oncology and the Division of Clinical Pharmacology at the School of Medicine, Johns Hopkins University, Baltimore, Maryland, USA
| | - Jiang Qian
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - M. Valeria Canto-Soler
- CellSight Ocular Stem Cell and Regeneration Research Program, Department of Ophthalmology, Sue Anschutz-Rodgers Eye Center, University of Colorado School of Medicine, Aurora, Colorado, USA
| | - Gregg L. Semenza
- Armstrong Oxygen Biology Research Center; Vascular Program, Institute for Cell Engineering; Departments of Pediatrics, Medicine, Oncology, Radiation Oncology, Biological Chemistry, and Genetic Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Silvia Montaner
- Department of Oncology and Diagnostic Sciences, School of Dentistry, Greenebaum Comprehensive Cancer Center, University of Maryland, Baltimore, Maryland, USA
| | - Akrit Sodhi
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
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Chronopoulos P, Manicam C, Zadeh JK, Laspas P, Unkrig JC, Göbel ML, Musayeva A, Pfeiffer N, Oelze M, Daiber A, Li H, Xia N, Gericke A. Effects of Resveratrol on Vascular Function in Retinal Ischemia-Reperfusion Injury. Antioxidants (Basel) 2023; 12:antiox12040853. [PMID: 37107227 PMCID: PMC10135068 DOI: 10.3390/antiox12040853] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Revised: 03/25/2023] [Accepted: 03/29/2023] [Indexed: 04/05/2023] Open
Abstract
Ischemia-reperfusion (I/R) events are involved in the development of various ocular pathologies, e.g., retinal artery or vein occlusion. We tested the hypothesis that resveratrol is protective against I/R injury in the murine retina. Intraocular pressure (IOP) was elevated in anaesthetized mice to 110 mm Hg for 45 min via a micropipette placed in the anterior chamber to induce ocular ischemia. In the fellow eye, which served as control, IOP was kept at a physiological level. One group received resveratrol (30 mg/kg/day p.o. once daily) starting one day before the I/R event, whereas the other group of mice received vehicle solution only. On day eight after the I/R event, mice were sacrificed and retinal wholemounts were prepared and immuno-stained using a Brn3a antibody to quantify retinal ganglion cells. Reactivity of retinal arterioles was measured in retinal vascular preparations using video microscopy. Reactive oxygen species (ROS) and nitrogen species (RNS) were quantified in ocular cryosections by dihydroethidium and anti-3-nitrotyrosine staining, respectively. Moreover, hypoxic, redox and nitric oxide synthase gene expression was quantified in retinal explants by PCR. I/R significantly diminished retinal ganglion cell number in vehicle-treated mice. Conversely, only a negligible reduction in retinal ganglion cell number was observed in resveratrol-treated mice following I/R. Endothelial function and autoregulation were markedly reduced, which was accompanied by increased ROS and RNS in retinal blood vessels of vehicle-exposed mice following I/R, whereas resveratrol preserved vascular endothelial function and autoregulation and blunted ROS and RNS formation. Moreover, resveratrol reduced I/R-induced mRNA expression for the prooxidant enzyme, nicotinamide adenine dinucleotide phosphate oxidase 2 (NOX2). Our data provide evidence that resveratrol protects from I/R-induced retinal ganglion cell loss and endothelial dysfunction in the murine retina by reducing nitro-oxidative stress possibly via suppression of NOX2 upregulation.
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Affiliation(s)
- Panagiotis Chronopoulos
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Caroline Manicam
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Jenia Kouchek Zadeh
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
- AbbVie Germany GmbH & Co., KG, 65189 Wiesbaden, Germany
| | - Panagiotis Laspas
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Johanna Charlotte Unkrig
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Marie Luise Göbel
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Aytan Musayeva
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
- Laboratory of Corneal Immunology, Transplantation and Regeneration, Schepens Eye Research Institute, Massachusetts Eye and Ear, Department of Ophthalmology, Harvard Medical School, 20 Staniford St, Boston, MA 02114, USA
| | - Norbert Pfeiffer
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Matthias Oelze
- Department of Cardiology, Cardiology 1, University Medical Center, Johannes Gutenberg University, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Andreas Daiber
- Department of Cardiology, Cardiology 1, University Medical Center, Johannes Gutenberg University, Langenbeckstrasse 1, 55131 Mainz, Germany
- German Center for Cardiovascular Research (DZHK), Partner Site Rhine-Main, 55131 Mainz, Germany
| | - Huige Li
- Department of Pharmacology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Ning Xia
- Department of Pharmacology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
| | - Adrian Gericke
- Department of Ophthalmology, University Medical Center, Johannes Gutenberg University Mainz, Langenbeckstrasse 1, 55131 Mainz, Germany
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18
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Mohite AA, Perais JA, McCullough P, Lois N. Retinal Ischaemia in Diabetic Retinopathy: Understanding and Overcoming a Therapeutic Challenge. J Clin Med 2023; 12:jcm12062406. [PMID: 36983406 PMCID: PMC10056455 DOI: 10.3390/jcm12062406] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2023] [Revised: 03/07/2023] [Accepted: 03/15/2023] [Indexed: 03/30/2023] Open
Abstract
BACKGROUND Retinal ischaemia is present to a greater or lesser extent in all eyes with diabetic retinopathy (DR). Nonetheless, our understanding of its pathogenic mechanisms, risk factors, as well as other characteristics of retinal ischaemia in DR is very limited. To date, there is no treatment to revascularise ischaemic retina. METHODS Review of the literature highlighting the current knowledge on the topic of retinal ischaemia in DR, important observations made, and underlying gaps for which research is needed. RESULTS A very scarce number of clinical studies, mostly cross-sectional, have evaluated specifically retinal ischaemia in DR. Interindividual variability on its natural course and consequences, including the development of its major complications, namely diabetic macular ischaemia and proliferative diabetic retinopathy, have not been investigated. The in situ, surrounding, and distance effect of retinal ischaemia on retinal function and structure and its change over time remains also to be elucidated. Treatments to prevent the development of retinal ischaemia and, importantly, to achieve retinal reperfusion once capillary drop out has ensued, are very much needed and remain to be developed. CONCLUSION Research into retinal ischaemia in diabetes should be a priority to save sight.
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Affiliation(s)
- Ajay A Mohite
- Department of Ophthalmology, Belfast Health and Social Care Trust, Belfast BT12 6BA, UK
| | - Jennifer A Perais
- Welcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast BT9 7BL, UK
| | - Philip McCullough
- Welcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast BT9 7BL, UK
| | - Noemi Lois
- Department of Ophthalmology, Belfast Health and Social Care Trust, Belfast BT12 6BA, UK
- Welcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast BT9 7BL, UK
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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: 4] [Impact Index Per Article: 2.0] [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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Selective Activation of the Wnt-Signaling Pathway as a Novel Therapy for the Treatment of Diabetic Retinopathy and Other Retinal Vascular Diseases. Pharmaceutics 2022; 14:pharmaceutics14112476. [PMID: 36432666 PMCID: PMC9697247 DOI: 10.3390/pharmaceutics14112476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/07/2022] [Accepted: 11/14/2022] [Indexed: 11/18/2022] Open
Abstract
Retinal ischemia, often associated with various disorders such as diabetic retinopathy (DR), retinal vein occlusion, glaucoma, optic neuropathies, stroke, and other retinopathies, is a major cause of visual impairment and blindness worldwide. As proper blood supply to the retina is critical to maintain its high metabolic demand, any impediment to blood flow can lead to a decrease in oxygen supply, resulting in retinal ischemia. In the pathogenesis of DR, including diabetic macular edema (DME), elevated blood glucose leads to blood-retina barrier (BRB) disruptions, vascular leakage, and capillary occlusion and dropouts, causing insufficient delivery of oxygen to the retina, and ultimately resulting in visual impairment. Other potential causes of DR include neuronal dysfunction in the absence of vascular defect, genetic, and environmental factors. The exact disease progression remains unclear and varies from patient to patient. Vascular leakage leading to edema clearly links to visual impairment and remains an important target for therapy. Despite recent advances in the treatment of DME and DR with anti-VEGFs, effective therapies with new mechanisms of action to address current treatment limitations regarding vessel regeneration and reperfusion of ischemic retinal areas are still needed. The Wnt signaling pathway plays a critical role in proper vascular development and maintenance in the retina, and thus provides a novel therapeutic approach for the treatment of diabetic and other retinopathies. In this review, we summarize the potential of this pathway to address treatment gaps with current therapies, its promise as a novel and potentially disease modifying therapy for patients with DR and opportunities in other retinal vascular diseases.
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Nguyen H, Chen H, Vuppalapaty M, Whisler E, Logas KR, Sampathkumar P, Fletcher RB, Sura A, Suen N, Gupta S, Lopez T, Ye J, Tu S, Bolaki M, Yeh WC, Li Y, Lee SJ. SZN-413, a FZD4 Agonist, as a Potential Novel Therapeutic for the Treatment of Diabetic Retinopathy. Transl Vis Sci Technol 2022; 11:19. [PMID: 36149648 PMCID: PMC9520515 DOI: 10.1167/tvst.11.9.19] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
Purpose There remains a high unmet need for therapies with new mechanisms of action to achieve reperfusion of ischemic retina in diabetic retinopathy. We examined whether a novel frizzled class receptor 4 (FZD4) agonist could promote regeneration of functional blood vessels in animal models of retinopathy. Methods We developed a novel Norrin mimetic (SZN-413-p) targeting FZD4 and low-density lipoprotein receptor-related protein 5 (LRP5) and examined its effect on retinal and brain endothelial cells in vitro. SZN-413-p was subsequently humanized, resulting in the therapeutic candidate SZN-413, and was examined in animal models of retinopathy. In an oxygen-induced retinopathy mouse model, avascular and neovascularization areas were measured. Furthermore, in a vascular endothelial growth factor (VEGF)-induced retinal vascular leakage rabbit model, the impact on vascular leakage by SZN-413 was examined by measuring fluorescein leakage. Results SZN-413-p induced Wnt/β-catenin signaling and upregulated blood-brain barrier/blood-retina barrier gene expressions in endothelial cells. In the oxygen-induced retinopathy mouse model, SZN-413-p and SZN-413 significantly reduced the neovascularization area size (P < 0.001) to a level comparable to, or better than the positive control aflibercept. Both agonists also showed a reduction in avascular area size compared to vehicle (P < 0.001) and aflibercept groups (P < 0.05 and P < 0.01 for SZN-413-p and SZN-413, respectively). In the VEGF-induced retinal vascular leakage rabbit model, SZN-413 reduced retinal vascular leakage by ∼80%, compared to the vehicle-treated group (P < 0.01). Conclusions Reduction of neovascular tufts and avascular areas and of VEGF-driven retinal vascular leakage suggests that SZN-413 can simultaneously address retinal non-perfusion and vascular leakage. Translational Relevance FZD4 signaling modulation by SZN-413 is a novel mechanism of action that can offer a new therapeutic strategy for diabetic retinopathy.
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Affiliation(s)
- Huy Nguyen
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Hui Chen
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | | | | | | | | | | | - Asmiti Sura
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Nicholas Suen
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Suhani Gupta
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Tom Lopez
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Jay Ye
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Shengjiang Tu
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Menaka Bolaki
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Wen-Chen Yeh
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Yang Li
- Surrozen Operating, Inc., South San Francisco, CA, USA
| | - Sung-Jin Lee
- Surrozen Operating, Inc., South San Francisco, CA, USA
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22
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Wykoff CC, Nittala MG, Villanueva Boone C, Yu HJ, Fan W, Velaga SB, Ehlers JP, Ip MS, Sadda SR. Final Outcomes from the Randomized RECOVERY Trial of Aflibercept for Retinal Nonperfusion in Proliferative Diabetic Retinopathy. Ophthalmol Retina 2022; 6:557-566. [PMID: 35257962 DOI: 10.1016/j.oret.2022.02.013] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 01/27/2022] [Accepted: 02/25/2022] [Indexed: 06/14/2023]
Abstract
PURPOSE Retinal nonperfusion (RNP) is an important biomarker for diabetic retinopathy (DR). Data suggest that consistent anti-VEGF pharmacotherapy can slow RNP development. The RECOVERY trial evaluated the impact of aflibercept (Eylea, Regeneron) on RNP among eyes with proliferative DR (PDR). DESIGN Prospective, randomized clinical trial with treatment crossover in the second year. SUBJECTS Eyes with PDR and RNP. METHODS At baseline, the subjects were randomized 1:1 to monthly (arm 1) or quarterly (arm 2) intravitreal 2 mg aflibercept. At the beginning of year 2, the treatment arms were crossed over so that the monthly-dosed subjects subsequently received quarterly dosing and the quarterly-dosed subjects subsequently received monthly dosing. MAIN OUTCOME MEASURES Change in total RNP area (mm2) through year 2. Secondary outcomes included Diabetic Retinopathy Severity Scale (DRSS) scores; best-corrected visual acuity; central subfield thickness; additional measures of RNP, including ischemic index (ISI); and adverse event incidence. Means and 95% confidence intervals were calculated. RESULTS Among all subjects, from baseline to year 2, the mean RNP increased from 235 mm2 to 402 mm2 (P < 0.0001), and the ISI increased from 25.8% to 50.4% (P < 0.0001). Increases in the mean RNP (P < 0.0001) and ISI (P < 0.0001) were also observed from year 1 to year 2. The mean total RNP increased from 264 mm2 at baseline to 386 mm2 (P < 0.0001) at year 2 in arm 1 and from 207 mm2 at baseline to 421 mm2 (P < 0.0001) at year 2 in arm 2 (P = 0.023, arm 1 vs. arm 2). Increases in the mean RNP for both treatment arms (P < 0.0001) were also specifically observed within year 2 (P = 0.32, arm 1 vs. arm 2). Compared with baseline, the DRSS scores at the end of year 2 improved in 82% (n = 27) of subjects and remained stable in 18% (n = 6), with no subjects experiencing worsening; at 2 years, the DRSS scores had improved by 2 or more steps in 65% (n = 11) and 81% (n = 13) of subjects in arms 1 and 2, respectively. CONCLUSIONS Through year 2 of the RECOVERY trial, both treatment arms experienced significant increases in RNP. Despite the expansion of the RNP area in nearly all subjects, 82% of subjects demonstrated an improvement in DRSS levels from baseline, with no subjects experiencing worsening in DRSS scores.
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Affiliation(s)
- Charles C Wykoff
- Retina Consultants of Texas, Retina Consultants of America, Houston, Texas; Blanton Eye Institute, Houston Methodist Hospital & Weill Cornell Medical College, Houston, Texas.
| | | | | | - Hannah J Yu
- Retina Consultants of Texas, Retina Consultants of America, Houston, Texas
| | - Wenying Fan
- Doheny Image Reading Center, Doheny Eye Institute, Los Angeles, California
| | | | - Justis P Ehlers
- Tony and Leona Campane Center for Excellence in Image-Guided Surgery and Advanced Imaging Research, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio; Vitreoretinal Service, Cole Eye Institute, Cleveland Clinic, Cleveland, Ohio
| | - Michael S Ip
- Doheny Image Reading Center, Doheny Eye Institute, Los Angeles, California; Department of Ophthalmology, David Geffen School of Medicine at University of California Los Angeles, Los Angeles, California
| | - SriniVas R Sadda
- Doheny Image Reading Center, Doheny Eye Institute, Los Angeles, California; Department of Ophthalmology, David Geffen School of Medicine at University of California Los Angeles, Los Angeles, California
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