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Abràmoff MD, Lavin PT, Jakubowski JR, Blodi BA, Keeys M, Joyce C, Folk JC. Mitigation of AI adoption bias through an improved autonomous AI system for diabetic retinal disease. NPJ Digit Med 2024; 7:369. [PMID: 39702673 DOI: 10.1038/s41746-024-01389-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2024] [Accepted: 12/12/2024] [Indexed: 12/21/2024] Open
Abstract
Where adopted, Autonomous artificial Intelligence (AI) for Diabetic Retinal Disease (DRD) resolves longstanding racial, ethnic, and socioeconomic disparities, but AI adoption bias persists. This preregistered trial determined sensitivity and specificity of a previously FDA authorized AI, improved to compensate for lower contrast and smaller imaged area of a widely adopted, lower cost, handheld fundus camera (RetinaVue700, Baxter Healthcare, Deerfield, IL) to identify DRD in participants with diabetes without known DRD, in primary care. In 626 participants (1252 eyes) 50.8% male, 45.7% Hispanic, 17.3% Black, DRD prevalence was 29.0%, all prespecified non-inferiority endpoints were met and no racial, ethnic or sex bias was identified, against a Wisconsin Reading Center level I prognostic standard using widefield stereoscopic photography and macular Optical Coherence Tomography. Results suggest this improved autonomous AI system can mitigate AI adoption bias, while preserving safety and efficacy, potentially contributing to rapid scaling of health access equity. ClinicalTrials.gov NCT05808699 (3/29/2023).
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Affiliation(s)
- Michael D Abràmoff
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA.
- Veterans Administration Medical Center, Iowa City, IA, USA.
- Digital Diagnostics, Inc., Coralville, IA, USA.
| | - Philip T Lavin
- Boston Biostatistics Research Foundation, Inc., Framingham, MA, USA
| | | | - Barbara A Blodi
- Department of Ophthalmology and Visual Sciences, Wisconsin Reading Center, University of Wisconsin, Madison, WI, USA
| | - Mia Keeys
- Department of Public Health, George Washington University, Washington, DC, USA
- Womens' Commissioner, Washington, DC, USA
| | - Cara Joyce
- Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Chicago, IL, USA
| | - James C Folk
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, USA
- Veterans Administration Medical Center, Iowa City, IA, USA
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2
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Channa R, Wolf RM, Simo R, Brigell M, Fort P, Curcio C, Lynch S, Verbraak F, Abramoff MD. A New Approach to Staging Diabetic Eye Disease: Staging of Diabetic Retinal Neurodegeneration and Diabetic Macular Edema. OPHTHALMOLOGY SCIENCE 2024; 4:100420. [PMID: 38284099 PMCID: PMC10818256 DOI: 10.1016/j.xops.2023.100420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 09/29/2023] [Accepted: 10/23/2023] [Indexed: 01/30/2024]
Abstract
Topic The goal of this review was to summarize the current level of evidence on biomarkers to quantify diabetic retinal neurodegeneration (DRN) and diabetic macular edema (DME). Clinical relevance With advances in retinal diagnostics, we have more data on patients with diabetes than ever before. However, the staging system for diabetic retinal disease is still based only on color fundus photographs and we do not have clear guidelines on how to incorporate data from the relatively newer modalities into clinical practice. Methods In this review, we use a Delphi process with experts to identify the most promising modalities to identify DRN and DME. These included microperimetry, full-field flash electroretinogram, spectral-domain OCT, adaptive optics, and OCT angiography. We then used a previously published method of determining the evidence level to complete detailed evidence grids for each modality. Results Our results showed that among the modalities evaluated, the level of evidence to quantify DRN and DME was highest for OCT (level 1) and lowest for adaptive optics (level 4). Conclusion For most of the modalities evaluated, prospective studies are needed to elucidate their role in the management and outcomes of diabetic retinal diseases. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Roomasa Channa
- Department of Ophthalmology and Visual Sciences, University of Wisconsin, Madison, Wisconsin
| | - Risa M. Wolf
- Department of Pediatric Endocrinology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Rafael Simo
- Division of Endocrinology, Vall d’Hebron University Hospital, CIBERDEM, Barcelona, Spain
| | | | - Patrice Fort
- Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, Michigan
| | - Christine Curcio
- Department of Ophthalmology, University of Alabama, Birmingham, Alabama
| | | | - Frank Verbraak
- Department of Ophthalmology, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Michael D. Abramoff
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, Iowa
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3
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Sharma S, Daigavane S, Shinde P. Innovations in Diabetic Macular Edema Management: A Comprehensive Review of Automated Quantification and Anti-vascular Endothelial Growth Factor Intervention. Cureus 2024; 16:e54752. [PMID: 38523956 PMCID: PMC10961153 DOI: 10.7759/cureus.54752] [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: 01/25/2024] [Accepted: 02/23/2024] [Indexed: 03/26/2024] Open
Abstract
Diabetic macular edema (DME) poses a significant threat to the vision and quality of life of individuals with diabetes. This comprehensive review explores recent advancements in DME management, focusing on integrating automated quantification techniques and anti-vascular endothelial growth factor (anti-VEGF) interventions. The review begins with an overview of DME, emphasizing its prevalence, impact on diabetic patients, and current challenges in management. It then delves into the potential of automated quantification, leveraging machine learning and artificial intelligence to improve early detection and monitoring. Concurrently, the role of anti-VEGF therapies in addressing the underlying vascular abnormalities in DME is scrutinized. The review synthesizes vital findings, highlighting the implications for the future of DME management. Promising outcomes from recent clinical trials and case studies are discussed, providing insights into the evolving landscape of personalized medicine approaches. The conclusion underscores the transformative potential of these innovations, calling for continued research, collaboration, and integration of these advancements into clinical practice. This review aims to serve as a roadmap for researchers, clinicians, and industry stakeholders, fostering a collective effort to enhance the precision and efficacy of DME management.
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Affiliation(s)
- Soumya Sharma
- Ophthalmology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Sachin Daigavane
- Ophthalmology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
| | - Pranaykumar Shinde
- Ophthalmology, Jawaharlal Nehru Medical College, Datta Meghe Institute of Higher Education and Research, Wardha, IND
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Muns SM, Villegas VM, Flynn HW, Schwartz SG. Update on current pharmacologic therapies for diabetic retinopathy. Expert Opin Pharmacother 2023; 24:1577-1593. [PMID: 37431888 DOI: 10.1080/14656566.2023.2230139] [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: 04/04/2023] [Revised: 06/16/2023] [Accepted: 06/23/2023] [Indexed: 07/12/2023]
Abstract
INTRODUCTION Diabetic retinopathy is a major cause of visual loss worldwide. The most important clinical findings include diabetic macular edema (DME) and proliferative diabetic retinopathy (PDR). AREAS COVERED PubMed was used for our literature review. Articles from 1995 to 2023 were included. Pharmacologic treatment of diabetic retinopathy generally involves the use of intravitreal anti-vascular endothelial growth factor (VEGF) therapy for DME and PDR. Corticosteroids remain important second-line therapies for patients with DME. Most emerging therapies focus on newly identified inflammatory mediators and biochemical signaling pathways involved in disease pathogenesis. EXPERT OPINION Emerging anti-VEGF modalities, integrin antagonists, and anti-inflammatory agents have the potential to improve outcomes with reduced treatment burdens.
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Affiliation(s)
- Sofía M Muns
- Department of Ophthalmology, University of Puerto Rico, San Juan, Puerto Rico
| | - Victor M Villegas
- Department of Ophthalmology, University of Puerto Rico, San Juan, Puerto Rico
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Harry W Flynn
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Stephen G Schwartz
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, USA
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Michl M, Neschi M, Kaider A, Hatz K, Deak G, Gerendas BS, Schmidt-Erfurth U. A systematic evaluation of human expert agreement on optical coherence tomography biomarkers using multiple devices. Eye (Lond) 2023; 37:2573-2579. [PMID: 36577804 PMCID: PMC10397199 DOI: 10.1038/s41433-022-02376-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 12/02/2022] [Accepted: 12/16/2022] [Indexed: 12/29/2022] Open
Abstract
OBJECTIVES To assess the agreement in evaluating optical coherence tomography (OCT) variables in the leading macular diseases such as neovascular age-related macular degeneration (nAMD), diabetic macular oedema (DMO) and retinal vein occlusion (RVO) among OCT-certified graders. METHODS SD-OCT volume scans of 356 eyes were graded by seven graders. The grading included presence of intra- and subretinal fluid (IRF, SRF), pigment epithelial detachment (PED), epiretinal membrane (ERM), conditions of the vitreomacular interface (VMI), central retinal thickness (CRT) at the foveal centre-point (CP) and central millimetre (CMM), as well as height and location of IRF/SRF/PED. Kappa statistics (κ) and intraclass correlation coefficient (ICC) were used to report categorical grading and measurement agreement. RESULTS The overall agreement on the presence of IRF/SRF/PED was κ = 0.82/0.85/0.81; κ of VMI condition was 0.77, that of ERM presence 0.37. ICC for CRT measurements at CP and CMM was excellent with an ICC of 1.00. Height measurements of IRF/SRF/PED showed robust consistency with ICC = 0.85-0.93. There was substantial to almost perfect agreement in locating IRF/SRF/PED with κ = 0.67-0.86. Between diseases, κ of IRF/SRF presence was 0.69/0.80 for nAMD, 0.64/0.83 for DMO and 0.86/0.89 for RVO. CONCLUSION Even in the optimized setting, featuring certified graders, standardized image acquisition and the use of a professional reading platform, there is a disease dependent variability in biomarker evaluation that is most pronounced for IRF in nAMD as well as DMO. Our findings highlight the variability in the performance of human expert OCT grading and the need for AI-based automated feature analyses.
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Affiliation(s)
- Martin Michl
- Department of Ophthalmology, Vienna Reading Center, Medical University of Vienna, Vienna, Austria
| | | | - Alexandra Kaider
- Center for Medical Statistics, Informatics and Intelligent Systems, Medical University of Vienna, Vienna, Austria
| | - Katja Hatz
- Department of Ophthalmology, Vienna Reading Center, Medical University of Vienna, Vienna, Austria
- Faculty of Medicine, University of Basel, Basel, Switzerland
- Vista Augenklinik Binningen, Binningen, Switzerland
| | - Gabor Deak
- Department of Ophthalmology, Vienna Reading Center, Medical University of Vienna, Vienna, Austria
| | - Bianca S Gerendas
- Department of Ophthalmology, Vienna Reading Center, Medical University of Vienna, Vienna, Austria.
| | - Ursula Schmidt-Erfurth
- Department of Ophthalmology, Vienna Reading Center, Medical University of Vienna, Vienna, Austria
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Abràmoff MD, Cunningham B, Patel B, Eydelman MB, Leng T, Sakamoto T, Blodi B, Grenon SM, Wolf RM, Manrai AK, Ko JM, Chiang MF, Char D. Foundational Considerations for Artificial Intelligence Using Ophthalmic Images. Ophthalmology 2022; 129:e14-e32. [PMID: 34478784 PMCID: PMC9175066 DOI: 10.1016/j.ophtha.2021.08.023] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 07/29/2021] [Accepted: 08/24/2021] [Indexed: 02/03/2023] Open
Abstract
IMPORTANCE The development of artificial intelligence (AI) and other machine diagnostic systems, also known as software as a medical device, and its recent introduction into clinical practice requires a deeply rooted foundation in bioethics for consideration by regulatory agencies and other stakeholders around the globe. OBJECTIVES To initiate a dialogue on the issues to consider when developing a bioethically sound foundation for AI in medicine, based on images of eye structures, for discussion with all stakeholders. EVIDENCE REVIEW The scope of the issues and summaries of the discussions under consideration by the Foundational Principles of Ophthalmic Imaging and Algorithmic Interpretation Working Group, as first presented during the Collaborative Community on Ophthalmic Imaging inaugural meeting on September 7, 2020, and afterward in the working group. FINDINGS Artificial intelligence has the potential to improve health care access and patient outcome fundamentally while decreasing disparities, lowering cost, and enhancing the care team. Nevertheless, substantial concerns exist. Bioethicists, AI algorithm experts, as well as the Food and Drug Administration and other regulatory agencies, industry, patient advocacy groups, clinicians and their professional societies, other provider groups, and payors (i.e., stakeholders) working together in collaborative communities to resolve the fundamental ethical issues of nonmaleficence, autonomy, and equity are essential to attain this potential. Resolution impacts all levels of the design, validation, and implementation of AI in medicine. Design, validation, and implementation of AI warrant meticulous attention. CONCLUSIONS AND RELEVANCE The development of a bioethically sound foundation may be possible if it is based in the fundamental ethical principles of nonmaleficence, autonomy, and equity for considerations for the design, validation, and implementation for AI systems. Achieving such a foundation will be helpful for continuing successful introduction into medicine before consideration by regulatory agencies. Important improvements in accessibility and quality of health care, decrease in health disparities, and lower cost thereby can be achieved. These considerations should be discussed with all stakeholders and expanded on as a useful initiation of this dialogue.
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Affiliation(s)
- Michael D. Abràmoff
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, Iowa.,Department of Elecrical and Computer Engineering, University of Iowa, Iowa City, Iowa.,Department of Biomedical Engineering, University of Iowa, Iowa City, Iowa
| | - Brad Cunningham
- Center for Devices and Radiological Health, Office of Health Technology 1, United States Food and Drug Administration, Silver Springs, Maryland
| | - Bakul Patel
- Center for Devices and Radiological Health, Digital Health Center of Excellence, United States Food and Drug Administration, Silver Springs, Maryland
| | - Malvina B. Eydelman
- Center for Devices and Radiological Health, Office of Health Technology 1, United States Food and Drug Administration, Silver Springs, Maryland
| | - Theodore Leng
- Byers Eye Institute at Stanford, Stanford University School of Medicine, Palo Alto, California
| | - Taiji Sakamoto
- Department of Ophthalmology, Kagoshima University Graduate School of Medical and Dental Sciences, Kagoshima, Japan.,Japanese Vitreous Retina Society, Osaka, Japan
| | - Barbara Blodi
- Department of Ophthalmology, University of Wisconsin, Madison, Wisconsin
| | - S. Marlene Grenon
- Innovation Ventures, University of California, San Francisco, San Francisco, California.,Division of Vascular and Endovascular Surgery, Universify of California San Francisco, California
| | - Risa M. Wolf
- Department of Pediatric Endocrinology, Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Arjun K. Manrai
- Computational Health Informatics Program, Boston Children’s Hospital, Boston, Massachusetts.,Department of Biomedical Informatics, Harvard Medical School, Boston, Massachusetts
| | - Justin M. Ko
- Department of Dermatology, Stanford University School of Medicine, Stanford, California
| | | | - Danton Char
- Division of Pediatric Cardiac Anesthesia, Department of Anesthesiology, Stanford University School of Medicine, San Francisco, California.,Center for Biomedical Ethics, Stanford University School of Medicine, San Francisco, California
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7
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Aksoy M, Yilmaz G, Vardarli I, Akkoyun I. Choroidal Thickness After Dexamethasone Implant or Aflibercept in Patients with Diabetic Macular Edema Persistent to Ranibizumab. J Ocul Pharmacol Ther 2020; 36:629-635. [PMID: 32460600 DOI: 10.1089/jop.2020.0004] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Purpose: This study aims to compare subfoveal choroidal thicknesses (SFCTs) after intravitreal dexamethasone (IVD) or intravitreal aflibercept (IVA) treatment in patients with persistent diabetic macular edema (DME) unresponsive to intravitreal ranibizumab (IVR). Methods: The study consisted of patients with DME unresponsive to IVR treatment in which 37 were administered 1 dose IVD (group A) and 34 patients who were administered 3 doses of IVA (group B), as well as 35 healthy individuals (group C). Detailed ophthalmological examination and optical coherence tomography parameters of group A and group B, including central retinal thickness and SFCT, were retrospectively evaluated before and after treatment. Results from preinjection, and 1, 2, and 3 months after injection were analyzed. Results of group A and group B were compared within themselves and also compared with group C. Results: SFCT measurements were compared within group A and group B (1 = preinjection; 2 = 1 month postinjection; 3 = 2 months postinjection; 4 = 3 months postinjection). There was significant thinning in SFCT between 1-2, 1-3, 1-4, 2-3, 2-4, and 3-4 time intervals within both group A and group B (both P < 0.001). Comparison of SFCT measurements showed preinjection, 1-, and 2-month values of group A were significantly thicker than those of group C (P < 0.001), whereas there was no significant difference between 3-month values (P = 0.09). Preinjection, 1-, and 2-month values of group B were significantly thicker than those of group C (P < 0.001), whereas there was no significant difference between 3-month values (P = 0.06). Conclusions: Three month follow-up showed thinning in SFCT measurements in patients with persistent DME unresponsive to IVR who were applied IVD or IVA treatment.
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Affiliation(s)
- Mustafa Aksoy
- Department of Ophthalmology, Faculty of Medicine, Baskent University, Ankara, Turkey
| | - Gursel Yilmaz
- Department of Ophthalmology, Faculty of Medicine, Baskent University, Ankara, Turkey
| | - Irfan Vardarli
- Department of Endocrinology, Knappschaftskrankenhaus, Klinikum Vest GmbH, Academic Teaching Hospital, Ruhr-University Bochum, Recklinghausen, Germany
| | - Imren Akkoyun
- Department of Ophthalmology, Faculty of Medicine, Baskent University, Ankara, Turkey
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Flaxel CJ, Adelman RA, Bailey ST, Fawzi A, Lim JI, Vemulakonda GA, Ying GS. Diabetic Retinopathy Preferred Practice Pattern®. Ophthalmology 2019; 127:P66-P145. [PMID: 31757498 DOI: 10.1016/j.ophtha.2019.09.025] [Citation(s) in RCA: 398] [Impact Index Per Article: 66.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Accepted: 09/20/2019] [Indexed: 12/15/2022] Open
Affiliation(s)
| | | | - Steven T Bailey
- Casey Eye Institute, Oregon Health & Science University, Portland, OR
| | - Amani Fawzi
- Feinberg School of Medicine, Northwestern University, Chicago, IL
| | | | - G Atma Vemulakonda
- Department of Ophthalmology, Palo Alto Medical Foundation, Palo Alto, CA
| | - Gui-Shuang Ying
- Center for Preventative Ophthalmology and Biostatistics, Department of Ophthalmology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA
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9
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Villegas VM, Schwartz SG. Current and Future Pharmacologic Therapies for Diabetic Retinopathy. Curr Pharm Des 2019; 24:4903-4910. [DOI: 10.2174/1381612825666190130140717] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Accepted: 01/24/2019] [Indexed: 12/12/2022]
Abstract
Background:
Currently, diabetic retinopathy is the leading cause of permanent visual loss in workingage
adults in industrialized nations. The chronic microangiopathic changes associated with diabetic retinopathy
lead to the most common causes of severe permanent visual loss: diabetic macular edema (DME) and proliferative
diabetic retinopathy (PDR). Multiple studies have evaluated different pharmacotherapies for different levels
of retinopathy.
Methods:
A review of the pathophysiology of diabetic retinopathy and current and emerging pharmacotherapies
for diabetic retinopathy.
Results:
Historically, DME has been the primary focus of treatment in patients with nonproliferative diabetic
retinopathy (NPDR). Due to the rapidly increasing number of agents and treatment options, management algorithms
for DME have become increasingly complex. Furthermore, spectral domain optical coherence tomography
(OCT) has allowed unparalleled sensitivity and specificity for detecting macular edema. All available intravitreal
vascular endothelial growth factor (VEGF) inhibitors have demonstrated efficacy in the treatment of patients with
DME and PDR. Intravitreal triamcinolone acetonide has also proven beneficial in diabetic retinopathy. Most
recently, various corticosteroids have been designed as sustained-release intraocular implants in order to reduce
the burden and risks associated with retreatment. Current research is focused on providing new agents that target
alternate pathways and signaling molecules to provide patients with additional therapeutic tools, especially in
patients who have an incomplete response to the current medications.
Conclusion:
Anti-VEGF therapy has revolutionized the medical management of diabetic retinopathy. The most
important existing challenges in the treatment of diabetic retinopathy are improving visual outcomes and decreasing
the treatment burden associated with repeated intravitreal injections. Combination therapy with anti-VEGF
and corticosteroids with other previously available treatments, such as panretinal photocoagulation, may be a
reasonable clinical strategy to reduce the intravitreal injections burden. Many exciting novel drugs that target
newly discovered pathways hold clinical promise. The results of ongoing randomized clinical trials will answer
the important concerns surrounding new drugs and delivery devices: safety and visual outcomes.
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Affiliation(s)
- Victor M. Villegas
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Stephen G. Schwartz
- Department of Ophthalmology, Bascom Palmer Eye Institute, University of Miami Miller School of Medicine, Miami, FL, United States
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10
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Sanborn GE, Wroblewski JJ. Evaluation of a combination digital retinal camera with spectral-domain optical coherence tomography (SD-OCT) that might be used for the screening of diabetic retinopathy with telemedicine: A pilot study. J Diabetes Complications 2018; 32:1046-1050. [PMID: 30121204 DOI: 10.1016/j.jdiacomp.2018.08.010] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2018] [Revised: 07/18/2018] [Accepted: 08/08/2018] [Indexed: 01/16/2023]
Abstract
AIMS Pilot study to determine whether an instrument combining a non-mydriatic retinal camera and spectral domain optical coherence tomography (SD-OCT) is effective for screening patients with diabetic retinopathy (DR). METHODS Case series conducted between 2012 and 2013. DR imaged with a retinal camera/SD-OCT instrument viewed remotely was compared to a dilated examination by a retina specialist. RESULTS The combination instrument was better than the retina specialist in detecting more severe retinopathy, primarily because of the SD-OCT. For severe retinopathy (grade ≥ 3), the image grader had better sensitivity (87.3% [95% CI: 75.5%, 94.7%]) than the retina examiner (76.4% [95% CI: 63.0%, 86.8%]). Specificities were similar between the instrument grader (96.0% [95% CI: 86.3%, 99.5%]) and retina examiner (100.0% [95% CI: 92.9%, 100.0%]). When identifying diabetic macular edema (ME), the retina examiner only identified 47.6% (20/42) of eyes with ME detected by SD-OCT. The instrument was better than a dilated retinal examination in detecting ME and not as good at detecting mild or proliferative retinopathy. CONCLUSIONS As used in this study, the instrument was more effective in identifying DR than was the current recommendation of a dilated and comprehensive eye examination. SD-OCT is needed to accurately identify DR in a screening setting.
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Affiliation(s)
- George E Sanborn
- Private Practice, Robert W. Jacey, MD, PC, Richmond, VA, United States of America.
| | - John J Wroblewski
- Cumberland Valley Retina Consultants, Hagerstown, MD, United States of America
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Abreu-Gonzalez R, Gallego-Pinazo R, Abraldes M, Pinilla I, Lopez-Galvez MI. Management of diabetic macular edema patients in clinical practice in Spain. Eur J Ophthalmol 2018; 29:664-672. [DOI: 10.1177/1120672118804079] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
Purpose: Diabetic macular edema is the main cause of blindness in diabetic patients. Vascular endothelial growth factor is involved in diabetic macular edema pathogenesis. Vascular endothelial growth factor inhibitors are an important option in diabetic macular edema therapy. This survey investigates actual clinical practice in diabetic macular edema in Spain. Methods: An expert advisory panel of 17 Spanish ophthalmologists developed a 30-item anonymous questionnaire about diagnosis, treatment, and follow-up in diabetic macular edema. A total of 137 ophthalmologists from 10 Spanish regions completed the questionnaire online. Results: Almost all of the respondents (99.3%) record the measured visual acuity and perform biomicroscopic anterior (94.9%) and posterior (91.2%) segment examinations. Similarly, 100% of responding ophthalmologists always/almost always or frequently perform optical coherence tomography. Most respondents (65%) always/almost always or frequently perform a retinography. More than 50% rarely perform fluorescein angiography. Nearly, all (96.4%) of the specialists responded that, in center-involved diabetic macular edema, the first treatment is an anti–vascular endothelial growth factor drug. For corticosteroids, the first choice of most respondents (91.2%) was the dexamethasone implant. In the follow-up, almost all (96.4%) specialists record the measured visual acuity and most also perform biomicroscopic anterior (82.5%) and posterior (83.2%) segment examination. Conclusion: This survey shows the actual clinical practice in diabetic macular edema in Spain, finding that anti–vascular endothelial growth factor therapy is frequently used, and that diagnosis, treatments, and follow-up examinations used by specialists are homogeneous and according to diabetic macular edema guidelines.
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Affiliation(s)
| | | | - Maximino Abraldes
- Gómez-Ulla Ophthalmological Institute and University Hospital of Santiago de Compostela, Santiago de Compostela, Spain
| | - Isabel Pinilla
- Aragon Health Sciences Institute, Lozano Blesa University Hospital, Zaragoza, Spain
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12
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Hooper P, Boucher MC, Cruess A, Dawson KG, Delpero W, Greve M, Kozousek V, Lam WC, Maberley DAL. Excerpt from the Canadian Ophthalmological Society evidence-based clinical practice guidelines for the management of diabetic retinopathy. Can J Ophthalmol 2017; 52 Suppl 1:S45-S74. [PMID: 29074014 DOI: 10.1016/j.jcjo.2017.09.027] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Affiliation(s)
- Philip Hooper
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)..
| | - Marie Carole Boucher
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Alan Cruess
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Keith G Dawson
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Walter Delpero
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Mark Greve
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Vladimir Kozousek
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - Wai-Ching Lam
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
| | - David A L Maberley
- Philip Hooper, London, ON (Chair) (retina and uveitis); Marie Carole Boucher, Montreal, QC (retina and teleophthalmology); Alan Cruess, Halifax, NS (retina); Keith G. Dawson, Vancouver, BC (endocrinology); Walter Delpero, Ottawa, ON (cataract and strabismus); Mark Greve, Edmonton, AB (retina and teleophthalmology); Vladimir Kozousek, Halifax, NS (medical retina); Wai-Ching Lam, Toronto, ON (retina and research); David A.L. Maberley, Vancouver, BC (retina)
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EXTREME DIURNAL VARIATION OF CENTRAL MACULAR THICKNESS IN DIABETIC MACULAR EDEMA. Retin Cases Brief Rep 2017; 13:324-326. [PMID: 28333856 DOI: 10.1097/icb.0000000000000587] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
PURPOSE Spectral domain optical coherence tomography is an established modality to quantify diabetic macular edema (DME). Change in central subfield thickness exceeding 3% to 6% in DME is likely to be significant. In this case of DME, we describe an extreme bilateral variation in central macular thickness on spectral domain optical coherence tomography over two consecutive days without any treatment. METHODS The patient with DME and nonproliferative diabetic retinopathy underwent visual acuity testing, slit-lamp biomicroscopy, and dilated fundus examination. The patient also underwent spectral domain optical coherence tomography and digital fluorescence angiography. Findings are described in case report. RESULTS There was an overnight decrease of central subfield thickness from 360 microns to 291 microns (69 [∼19%] microns) in the right eye and from 404 microns to 293 microns (111 [∼27%] microns) in the left eye. CONCLUSION Extreme fluctuations in retinal thickness in central involving DME are unusual, and the exact mechanism of this fluctuation is poorly understood.
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En face Integrated Central Avascular Zone (EFICAZ): a noninvasive tool for correlating morphological and functional damage in central diabetic macular edema. Graefes Arch Clin Exp Ophthalmol 2016; 255:69-75. [PMID: 27364120 DOI: 10.1007/s00417-016-3424-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Revised: 05/25/2016] [Accepted: 06/22/2016] [Indexed: 10/21/2022] Open
Abstract
BACKGROUND As numerous factors account for diabetic maculopathy, retinal thickness alone is poorly correlated to visual function in diabetic macular edema. En face optical coherence tomography (OCT) enables assessing retinal changes at specific layers. By averaging several planes, overall changes can be better appreciated. METHODS Retrospective analysis of a consecutive group of 16 patients (30 eyes) with diabetic macular edema in at least one eye, was compared to a control group of 17 healthy subjects (34 eyes). Healthy volunteers and diabetic patients being seen as part of their regular care underwent swept source OCT fundus imaging. En face Integrated Central Avascular Zone (EFICAZ) was manually determined and measured on images obtained by swept-source optical coherence tomography (OCT). EFICAZ was then compared between both populations and, for diabetic patients, correlated with best corrected visual acuity, as measured by the Snellen chart. RESULTS In healthy subjects, a moderate correlation was found between age and EFICAZ (Pearson's coefficient = 0.45, P = 0.01). In age-matched populations (mean age of 63 ± 3.8 years for eight healthy subjects and 62.7 ± 8.9 years for diabetic patients; P = 0.9), EFICAZ was significantly higher in diabetic than non-diabetic eyes (2.92 ± 1.10 mm2 versus 1.86 ± 0.53 mm2; P < 0.01). In diabetic patients, correlation between the size of EFICAZ and visual acuity (Pearson's correlation coefficient = -0 .72, P < 0.001) was stronger than between OCT measured central subfield retinal thickness and visual acuity (Pearson's correlation coefficient = -0.02, N.S). CONCLUSIONS EFICAZ increases with age in normal subjects. It is significantly larger in diabetic than in non-diabetic subjects. It offers a better way to determine visual acuity than OCT measurement of central retinal thickness. This new approach, which takes into account several factors involved in diabetic maculopathy, could be useful in monitoring response to therapy. It can easily be combined with other modalities.
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Goh JKH, Cheung CY, Sim SS, Tan PC, Tan GSW, Wong TY. Retinal Imaging Techniques for Diabetic Retinopathy Screening. J Diabetes Sci Technol 2016; 10:282-94. [PMID: 26830491 PMCID: PMC4773981 DOI: 10.1177/1932296816629491] [Citation(s) in RCA: 80] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Due to the increasing prevalence of diabetes mellitus, demand for diabetic retinopathy (DR) screening platforms is steeply increasing. Early detection and treatment of DR are key public health interventions that can greatly reduce the likelihood of vision loss. Current DR screening programs typically employ retinal fundus photography, which relies on skilled readers for manual DR assessment. However, this is labor-intensive and suffers from inconsistency across sites. Hence, there has been a recent proliferation of automated retinal image analysis software that may potentially alleviate this burden cost-effectively. Furthermore, current screening programs based on 2-dimensional fundus photography do not effectively screen for diabetic macular edema (DME). Optical coherence tomography is becoming increasingly recognized as the reference standard for DME assessment and can potentially provide a cost-effective solution for improving DME detection in large-scale DR screening programs. Current screening techniques are also unable to image the peripheral retina and require pharmacological pupil dilation; ultra-widefield imaging and confocal scanning laser ophthalmoscopy, which address these drawbacks, possess great potential. In this review, we summarize the current DR screening methods using various retinal imaging techniques, and also outline future possibilities. Advances in retinal imaging techniques can potentially transform the management of patients with diabetes, providing savings in health care costs and resources.
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Affiliation(s)
- James Kang Hao Goh
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore Duke-NUS Graduate Medical School, Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong
| | | | - Pok Chien Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Gavin Siew Wei Tan
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore Duke-NUS Graduate Medical School, Singapore Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore
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Decroos FC, Stinnett SS, Heydary CS, Burns RE, Jaffe GJ. Reading Center Characterization of Central Retinal Vein Occlusion Using Optical Coherence Tomography During the COPERNICUS Trial. Transl Vis Sci Technol 2013; 2:7. [PMID: 24381819 DOI: 10.1167/tvst.2.7.7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2013] [Accepted: 11/03/2013] [Indexed: 11/24/2022] Open
Abstract
PURPOSE To determine the impact of segmentation error correction and precision of standardized grading of time domain optical coherence tomography (OCT) scans obtained during an interventional study for macular edema secondary to central retinal vein occlusion (CRVO). METHODS A reading center team of two readers and a senior reader evaluated 1199 OCT scans. Manual segmentation error correction (SEC) was performed. The frequency of SEC, resulting change in central retinal thickness after SEC, and reproducibility of SEC were quantified. Optical coherence tomography characteristics associated with the need for SECs were determined. Reading center teams graded all scans, and the reproducibility of this evaluation for scan quality at the fovea and cystoid macular edema was determined on 97 scans. RESULTS Segmentation errors were observed in 360 (30.0%) scans, of which 312 were interpretable. On these 312 scans, the mean machine-generated central subfield thickness (CST) was 507.4 ± 208.5 μm compared to 583.0 ± 266.2 μm after SEC. Segmentation error correction resulted in a mean absolute CST correction of 81.3 ± 162.0 μm from baseline uncorrected CST. Segmentation error correction was highly reproducible (intraclass correlation coefficient [ICC] = 0.99-1.00). Epiretinal membrane (odds ratio [OR] = 2.3, P < 0.0001), subretinal fluid (OR = 2.1, P = 0.0005), and increasing CST (OR = 1.6 per 100-μm increase, P < 0.001) were associated with need for SEC. Reading center teams reproducibly graded scan quality at the fovea (87% agreement, kappa = 0.64, 95% confidence interval [CI] 0.45-0.82) and cystoid macular edema (92% agreement, kappa = 0.84, 95% CI 0.74-0.94). CONCLUSIONS Optical coherence tomography images obtained during an interventional CRVO treatment trial can be reproducibly graded. Segmentation errors can cause clinically meaningful deviation in central retinal thickness measurements; however, these errors can be corrected reproducibly in a reading center setting. TRANSLATIONAL RELEVANCE Segmentation errors are common on these images, can cause clinically meaningful errors in central retinal thickness measurement, and can be corrected reproducibly in a reading center setting.
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Affiliation(s)
- Francis Char Decroos
- Duke University Eye Center, Duke University, Durham, NC ; Wills Eye Institute/Mid Atlantic Retina, Philadelphia, PA
| | | | | | | | - Glenn J Jaffe
- Duke University Eye Center, Duke University, Durham, NC
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Domalpally A, Altaweel MM, Kempen JH, Myers D, Davis JL, Foster CS, Latkany P, Srivastava SK, Stawell RJ, Holbrook JT. Optical coherence tomography evaluation in the Multicenter Uveitis Steroid Treatment (MUST) trial. Ocul Immunol Inflamm 2012; 20:443-7. [PMID: 23163490 DOI: 10.3109/09273948.2012.719258] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
PURPOSE To describe the evaluation of optical coherence tomography (OCT) scans in the Muliticenter Uveitis Steroid Treatment (MUST) trial and report baseline OCT features of enrolled participants. METHODS Time-domain OCTs acquired by certified photographers using a standardized scan protocol were evaluated at a reading center. Accuracy of retinal thickness data was confirmed with quality evaluation, and caliper measurement of centerpoint thickness (CPT) was performed when retinal thickness data were unreliable. Morphological evaluation included cysts, subretinal fluid, epiretinal membranes (ERMs), and vitreomacular traction. RESULTS Of the 453 OCTs evaluated, automated retinal thickness was accurate in 69.5% of scans, caliper measurement was performed in 26%, and 4% were ungradable. Intraclass correlation was.98 for reproducibility of caliper measurement. Macular edema (centerpoint thickness ≥ 240 μm) was present in 36%. Cysts were present in 36.6% of scans and ERMs in 27.8%, predominantly central. Intergrader agreement ranged from 78 to 82% for morphological features. CONCLUSION Retinal thickness data can be retrieved in a majority of OCT scans in clinical trial submissions for uveitis studies. Small cysts and ERMs involving the center are common in intermediate and posterior/panuveitis requiring systemic corticosteroid therapy.
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Affiliation(s)
- Amitha Domalpally
- Fundus Photograph Reading Center, Department of Ophthalmology and Visual Science, University of Wisconsin, Madison, Wisconsin, USA
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DeCroos FC, Toth CA, Stinnett SS, Heydary CS, Burns R, Jaffe GJ. Optical coherence tomography grading reproducibility during the Comparison of Age-related Macular Degeneration Treatments Trials. Ophthalmology 2012; 119:2549-57. [PMID: 22939114 DOI: 10.1016/j.ophtha.2012.06.040] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2012] [Revised: 05/26/2012] [Accepted: 06/25/2012] [Indexed: 01/30/2023] Open
Abstract
OBJECTIVE To report reading center reproducibility during grading of Stratus optical coherence tomography (OCT) (Carl Zeiss Meditec, Dublin, CA) images obtained during the Comparison of Age-Related Macular Degeneration Treatments Trials (CATT). DESIGN Prospective, clinical trial. PARTICIPANTS Independent reading teams reevaluated 270 OCT scans randomly sampled from the first 2 years of CATT enrollment. To assess temporal drift, a cohort of 23 scans submitted during the initial portion of the CATT study was longitudinally followed with serial reproducibility analysis. INTERVENTION The CATT readers performed standardized grading of OCT images. A reader team, composed of 2 independent readers and a senior reader, evaluated each scan. Grading included the CATT OCT end points of total thickness at the foveal center point and intraretinal fluid (IRF), subretinal fluid (SRF), and subretinal pigment epithelium (RPE) fluid. Independent reading teams masked to the results of initial grading reevaluated scans to determine the reproducibility of qualitative grading and measurements. MAIN OUTCOME MEASURES Categorical grading agreement was reported using percent agreement and kappa statistic, and measurement agreement was reported using intraclass correlations and paired differences. RESULTS Reading center teams reproducibly graded IRF (percent agreement = 73%, kappa = 0.48; 95% confidence interval [CI], 0.38-0.58), SRF (percent agreement = 90%; kappa = 0.80; 95% CI, 0.73-0.87), and sub-RPE fluid (percent agreement 88%; kappa = 0.75; 95% CI, 0.67-0.83). For independent reading center team measurements of total thickness at the foveal center point, the intraclass correlation was 0.99 (95% CI, 0.99-0.99), and the mean paired difference between reading center teams was 4 μm (95% limits of agreement, -55 to 47 μm). There was no qualitative or quantitative grading drift. CONCLUSIONS The standardized protocols used to evaluate OCT scans from the CATT study were reproducible. The methods used are suitable to monitor OCT imaging data from a large, neovascular age-related macular degeneration, interventional, multicenter study. FINANCIAL DISCLOSURE(S) The author(s) have no proprietary or commercial interest in any materials discussed in this article.
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Hooper P, Boucher MC, Cruess A, Dawson KG, Delpero W, Greve M, Kozousek V, Lam WC, Maberley DAL. Canadian Ophthalmological Society evidence-based clinical practice guidelines for the management of diabetic retinopathy. Can J Ophthalmol 2012; 47:S1-30, S31-54. [PMID: 22632804 DOI: 10.1016/j.jcjo.2011.12.025] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
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Abstract
Despite advances in screening for and treatment of diabetes, diabetic retinopathy and maculopathy are still major causes of visual loss around the world. Systematic screening programs for diabetic eye disease have been developed in many countries. The main aim of these services is to reduce diabetes-related blindness and ease the burden of illness on the patients and their families. In the United Kingdom (UK), the NHS Diabetic Eye Screening Program offers annual digital fundus photography for all patients with diabetes over the age of 12 years regardless of their socio-economic status or ethnicity. In 2010-2011 a nationwide uptake of 79% was achieved. If disease is identified, referral to a specialized eye unit for further assessment and treatment are organized to take place within a pre-specified time frame. Internal and external quality assurance ensures efficacy and safety. This paper aims to summarize the current situation of diabetic retinopathy screening in the UK and outlines the challenges ahead.
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Affiliation(s)
- Tunde Peto
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK.
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Medina FJL, Callén CI, Rebolleda G, Muñoz-Negrete FJ, Callén MJI, del Valle FG. Use of nonmydriatic spectral-domain optical coherence tomography for diagnosing diabetic macular edema. Am J Ophthalmol 2012; 153:536-543.e1. [PMID: 21996307 DOI: 10.1016/j.ajo.2011.08.008] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2010] [Revised: 08/10/2011] [Accepted: 08/11/2011] [Indexed: 10/16/2022]
Abstract
PURPOSE To evaluate the accuracy of 3 spectral-domain (SD) optical coherence tomography (OCT) devices (Topcon 3D-1000 [Topcon]; Cirrus HD [Carl Zeiss Meditec, Inc], and Spectralis OCT [Heidelberg Engineering]) before and after mydriasis for the diagnosis of diabetic macular edema. DESIGN Cross-sectional study. METHODS Sixty-two eyes of 62 consecutive patients with diabetes without recent loss of vision referred for retinal control were assessed. Two scans were performed for each SD OCT instrument. Central retinal thickness was measured before and after pupil dilation. Pupil dynamic was studied using pMetrics pupillometer (iVIS Technologies), and lens opacity was measured by Pentacam densitometry (Oculus). The diagnostic accuracy of SD OCT devices was assessed by sensitivity, specificity, and area under the receiver operating characteristic curve. Logistic regression analysis was used to assess the effect of pupil size and lens opacity on the reliability of SD OCT in the acquisition of adequate images. RESULTS The area under the receiver operating characteristic curve for the Topcon 3D OCT device was 0.84, that for the Cirrus HD OCT device was 0.93, and that for the Spectralis OCT device was 0.91. Significant differences in area under the receiver operating characteristic curve before and after pupillary dilatation were not found. Sensitivity and specificity associated with the cutoff value for the best performance were 82% and 74% for the Topcon 3D OCT device, 90% and 87% for the Cirrus HD OCT device, and 90% and 84% for the Spectralis OCT device, respectively. The Topcon 3D OCT device had an 11.3% segmentation algorithm failure rate for the central millimeter of the fovea, and the nuclear lens density was significantly greater in these eyes than in those without failure (17.1 ± 1.1 mm vs 10.4 ± 0.2 mm; P < .05). CONCLUSIONS SD OCT is a useful tool to detect and to measure diabetic macular edema without the need for pupil dilatation.
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Nittala MG, Konduru R, Ruiz-Garcia H, Sadda SR. Effect of OCT volume scan density on thickness measurements in diabetic macular edema. Eye (Lond) 2011; 25:1347-55. [PMID: 21760625 DOI: 10.1038/eye.2011.173] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022] Open
Abstract
PURPOSE To evaluate the impact of reducing B-scan frame-sampling density on retinal thickness measurements using spectral domain optical coherence tomography (SD-OCT) in eyes with diabetic macular edema (DME). METHODS We retrospectively collected OCT data for 64 eyes of 43 patients undergoing imaging for DME using the Cirrus HD-OCT 512 × 128 macular cube protocol. For each case, raw OCT data were imported into the 3D-OCTOR software, and retinal thickness maps were generated using all 128 B-scans and for lower densities of B-scans ranging from every other scan to only four scans (every 30-s B-scan). Maps were generated before and after manual correction of retinal boundary segmentation errors. The foveal central subfield (FCS) and total macular volume (TMV) values were used to compare thickness maps of varying densities. RESULTS The mean difference in FCS retinal thickness and TMV increased as the B-scan density was reduced, particularly when the density was reduced to fewer than 16 B-scans over 6 mm. At a density of 16 B-scans, the mean absolute difference in FCS thickness was 2.43 μm (0.79%), with a maximum of 10.1 μm (4.09%). At this density, the mean difference in TMV was 0.012 mm(3) (0.13%), with a maximum difference of 0.04 mm(3) (0.47%). Manual correction of OCT segmentation errors resulted in a difference in FCS thickness of ≥ 10 μm in only 12.5% of cases, with a maximum difference of 115.7 μm. CONCLUSION A minimum of 16 equally spaced B-scans appear necessary to generate retinal thickness measurements similar to those produced using all 128 B-scans in eyes with DME. Manual correction of segmentation errors appeared to have a clinically meaningful effect in a small minority of cases. These results may have implications for the design of SD-OCT imaging and grading protocols in clinical trials of DME, particularly when using multiple SD-OCT instruments that acquire varying numbers of B-scans.
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Affiliation(s)
- M G Nittala
- The Department of Ophthalmology, Doheny Eye Institute and Keck School of Medicine of University of Southern California, Los Angeles, CA 90033, USA
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SDOCT imaging to identify macular pathology in patients diagnosed with diabetic maculopathy by a digital photographic retinal screening programme. PLoS One 2011; 6:e14811. [PMID: 21573106 PMCID: PMC3089611 DOI: 10.1371/journal.pone.0014811] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2010] [Accepted: 02/05/2011] [Indexed: 12/12/2022] Open
Abstract
Introduction Diabetic macular edema (DME) is an important cause of vision loss. England has a national systematic photographic retinal screening programme to identify patients with diabetic eye disease. Grading retinal photographs according to this national protocol identifies surrogate markers for DME. We audited a care pathway using a spectral-domain optical coherence tomography (SDOCT) clinic to identify macular pathology in this subset of patients. Methods A prospective audit was performed of patients referred from screening with mild to moderate non-proliferative diabetic retinopathy (R1) and surrogate markers for diabetic macular edema (M1) attending an SDOCT clinic. The SDOCT images were graded by an ophthalmologist as SDOCT positive, borderline or negative. SDOCT positive patients were referred to the medical retina clinic. SDOCT negative and borderline patients were further reviewed in the SDOCT clinic in 6 months. Results From a registered screening population of 17 551 patients with diabetes mellitus, 311 patients met the inclusion criteria between (March 2008 and September 2009). We analyzed images from 311 patients’ SDOCT clinic episodes. There were 131 SDOCT negative and 12 borderline patients booked for revisit in the OCT clinic. Twenty-four were referred back to photographic screening for a variety of reasons. A total of 144 were referred to ophthalmology with OCT evidence of definite macular pathology requiring review by an ophthalmologist. Discussion This analysis shows that patients with diabetes, mild to moderate non-proliferative diabetic retinopathy (R1) and evidence of diabetic maculopathy on non-stereoscopic retinal photographs (M1) have a 42.1% chance of having no macular edema on SDOCT imaging as defined by standard OCT definitions of DME when graded by a retinal specialist. SDOCT imaging is a useful adjunct to colour fundus photography in screening for referable diabetic maculopathy in our screening population.
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Alasil T, Keane PA, Updike JF, Dustin L, Ouyang Y, Walsh AC, Sadda SR. Relationship between optical coherence tomography retinal parameters and visual acuity in diabetic macular edema. Ophthalmology 2010; 117:2379-86. [PMID: 20561684 PMCID: PMC6581779 DOI: 10.1016/j.ophtha.2010.03.051] [Citation(s) in RCA: 92] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2009] [Revised: 03/21/2010] [Accepted: 03/23/2010] [Indexed: 10/19/2022] Open
Abstract
PURPOSE To investigate the relationship between optical coherence tomography (OCT)-derived measurements of retinal morphology and visual acuity in patients with diabetic macular edema. DESIGN Retrospective cross-sectional study. PARTICIPANTS A total of 67 consecutive patients (67 eyes) with diabetic macular edema (DME) who underwent Stratus OCT imaging (Carl Zeiss Meditec, Inc., Dublin, CA). METHODS Best-corrected Snellen visual acuity was recorded for each patient. Raw exported Stratus OCT images for each patient were analyzed using custom software entitled "OCTOR," which allows the precise positioning of prespecified boundaries on individual B-scans. Thickness, volume, and intensity were calculated for neurosensory retina and subretinal fluid. In addition, photoreceptor outer segment (POS) thickness was quantified. MAIN OUTCOME MEASURES Optical coherence tomography-derived measurements of retinal morphology and visual acuity. RESULTS The Spearman coefficient values (r) of the correlation between OCTOR-derived measurements of central subfield thickness, intensity, subretinal fluid volume, and POS thickness and the logarithm of the minimum angle of resolution visual acuities were 0.3428 (P = 0.005), -0.2658 (P = 0.03), -0.2683 (P = 0.38), and -0.3703 (P = 0.002), respectively. Multivariate models with stepwise selection revealed a cumulative R(2) of 0.4305 in the total study population, with R(2) of 0.4999 and 0.7628 in the untreated and prior focal laser groups, respectively. CONCLUSIONS Subanalysis and quantification of OCT features in eyes with DME seem to be of value. In particular, POS thickness seems to be an important predictor of function and visual acuity in patients with DME.
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Affiliation(s)
- Tarek Alasil
- Doheny Eye Institute, Keck School of Medicine, University of Southern California, Los Angeles, California, USA
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Domalpally A, Blodi BA, Scott IU, Ip MS, Oden NL, Lauer AK, VanVeldhuisen PC. The Standard Care vs Corticosteroid for Retinal Vein Occlusion (SCORE) study system for evaluation of optical coherence tomograms: SCORE study report 4. ACTA ACUST UNITED AC 2009; 127:1461-7. [PMID: 19901211 DOI: 10.1001/archophthalmol.2009.277] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
OBJECTIVE To describe grading procedures for optical coherence tomographic (OCT) images of participants in the Standard Care vs Corticosteroid for Retinal Vein Occlusion (SCORE) Study. METHODS Optical coherence tomograms were taken at clinical sites with the Stratus OCT using fast macular and crosshair scan protocols. Paper prints of images were evaluated at a central reading center. Quality evaluation identified the accuracy of OCT-measured retinal thickness data and was categorized as good, fair, borderline, or ungradable. Manual measurement of center point thickness was performed on borderline images. Morphological evaluation identified cystoid spaces, subretinal fluid, and vitreoretinal interface abnormalities. Reproducibility of grading was assessed through formal quality control exercises. RESULTS A randomly selected set of 106 images was identified for quality control. The first 2 annual regrades showed 91% and 89% intergrader agreement for OCT quality. Intraclass correlation for manually measured center point thickness was 0.99 per year. For morphological variables, intergrader agreement for cystoid spaces was 83% and 76%. Reproducibility for subretinal fluid and vitreoretinal interface abnormalities could not be interpreted owing to their limited presence in the sample. CONCLUSION Optical coherence tomogram evaluation procedures used in the SCORE Study are reproducible and can be used for multicenter longitudinal studies of retinal vein occlusion.
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Sadda SR, Keane PA, Ouyang Y, Updike JF, Walsh AC. Impact of scanning density on measurements from spectral domain optical coherence tomography. Invest Ophthalmol Vis Sci 2009; 51:1071-8. [PMID: 19797199 DOI: 10.1167/iovs.09-4325] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
PURPOSE To investigate the relationship between B-scan density and retinal thickness measurements obtained by spectral domain optical coherence tomography (SDOCT) in eyes with retinal disease. METHODS Data were collected from 115 patients who underwent volume OCT imaging with Cirrus HD-OCT using the 512 x 128 horizontal raster protocol. Raw OCT data, including the location of the automated retinal boundaries, were exported from the Cirrus HD-OCT instrument and imported into the Doheny Image Reading Center (DIRC) OCT viewing and grading software, termed "3D-OCTOR." For each case, retinal thickness maps similar to those produced by Cirrus HD-OCT were generated using all 128 B-scans, as well as using less dense subsets of scans, ranging from every other scan to every 16th scan. Retinal thickness measurements derived using only a subset of scans were compared to measurements using all 128 B-scans, and differences for the foveal central subfield (FCS) and total macular volume were computed. RESULTS The mean error in FCS retinal thickness measurement increased as the density of B-scans decreased, but the error was small (<2 microm), except at the sparsest densities evaluated. The maximum error at a density of every fourth scan (32 scans spaced 188 microm apart) was <1%. CONCLUSIONS B-scan density in volume SDOCT acquisitions can be reduced to 32 horizontal B-scans (spaced 188 microm apart) with minimal change in calculated retinal thickness measurements. This information may be of value in design of scanning protocols for SDOCT for use in future clinical trials.
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Affiliation(s)
- Srinivas R Sadda
- Doheny Image Reading Center, Doheny Eye Institute, Keck School of Medicine of the University of Southern California, Los Angeles, California 90033, USA.
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Optical coherence tomography in the diagnosis and management of diabetic retinopathy. Int Ophthalmol Clin 2009; 49:61-74. [PMID: 19349787 DOI: 10.1097/iio.0b013e31819fd54f] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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