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Zhu Z, Wang Y, Qi Z, Hu W, Zhang X, Wagner SK, Wang Y, Ran AR, Ong J, Waisberg E, Masalkhi M, Suh A, Tham YC, Cheung CY, Yang X, Yu H, Ge Z, Wang W, Sheng B, Liu Y, Lee AG, Denniston AK, Wijngaarden PV, Keane PA, Cheng CY, He M, Wong TY. Oculomics: Current concepts and evidence. Prog Retin Eye Res 2025; 106:101350. [PMID: 40049544 DOI: 10.1016/j.preteyeres.2025.101350] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2024] [Revised: 03/03/2025] [Accepted: 03/03/2025] [Indexed: 03/20/2025]
Abstract
The eye provides novel insights into general health, as well as pathogenesis and development of systemic diseases. In the past decade, growing evidence has demonstrated that the eye's structure and function mirror multiple systemic health conditions, especially in cardiovascular diseases, neurodegenerative disorders, and kidney impairments. This has given rise to the field of oculomics-the application of ophthalmic biomarkers to understand mechanisms, detect and predict disease. The development of this field has been accelerated by three major advances: 1) the availability and widespread clinical adoption of high-resolution and non-invasive ophthalmic imaging ("hardware"); 2) the availability of large studies to interrogate associations ("big data"); 3) the development of novel analytical methods, including artificial intelligence (AI) ("software"). Oculomics offers an opportunity to enhance our understanding of the interplay between the eye and the body, while supporting development of innovative diagnostic, prognostic, and therapeutic tools. These advances have been further accelerated by developments in AI, coupled with large-scale linkage datasets linking ocular imaging data with systemic health data. Oculomics also enables the detection, screening, diagnosis, and monitoring of many systemic health conditions. Furthermore, oculomics with AI allows prediction of the risk of systemic diseases, enabling risk stratification, opening up new avenues for prevention or individualized risk prediction and prevention, facilitating personalized medicine. In this review, we summarise current concepts and evidence in the field of oculomics, highlighting the progress that has been made, remaining challenges, and the opportunities for future research.
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Affiliation(s)
- Zhuoting Zhu
- Centre for Eye Research Australia, Ophthalmology, University of Melbourne, Melbourne, VIC, Australia; Department of Surgery (Ophthalmology), University of Melbourne, Melbourne, VIC, Australia.
| | - Yueye Wang
- School of Optometry, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China
| | - Ziyi Qi
- Centre for Eye Research Australia, Ophthalmology, University of Melbourne, Melbourne, VIC, Australia; Department of Surgery (Ophthalmology), University of Melbourne, Melbourne, VIC, Australia; Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai, China
| | - Wenyi Hu
- Centre for Eye Research Australia, Ophthalmology, University of Melbourne, Melbourne, VIC, Australia; Department of Surgery (Ophthalmology), University of Melbourne, Melbourne, VIC, Australia
| | - Xiayin Zhang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
| | - Siegfried K Wagner
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK; Institute of Ophthalmology, University College London, London, UK
| | - Yujie Wang
- Centre for Eye Research Australia, Ophthalmology, University of Melbourne, Melbourne, VIC, Australia; Department of Surgery (Ophthalmology), University of Melbourne, Melbourne, VIC, Australia
| | - An Ran Ran
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Joshua Ong
- Department of Ophthalmology and Visual Sciences, University of Michigan Kellogg Eye Center, Ann Arbor, USA
| | - Ethan Waisberg
- Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK
| | - Mouayad Masalkhi
- University College Dublin School of Medicine, Belfield, Dublin, Ireland
| | - Alex Suh
- Tulane University School of Medicine, New Orleans, LA, USA
| | - Yih Chung Tham
- Department of Ophthalmology and Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Carol Y Cheung
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong, China
| | - Xiaohong Yang
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
| | - Honghua Yu
- Guangdong Eye Institute, Department of Ophthalmology, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China
| | - Zongyuan Ge
- Monash e-Research Center, Faculty of Engineering, Airdoc Research, Nvidia AI Technology Research Center, Monash University, Melbourne, VIC, Australia
| | - Wei Wang
- State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Bin Sheng
- Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China
| | - Yun Liu
- Google Research, Mountain View, CA, USA
| | - Andrew G Lee
- Center for Space Medicine and the Department of Ophthalmology, Baylor College of Medicine, Houston, USA; Department of Ophthalmology, Blanton Eye Institute, Houston Methodist Hospital, Houston, USA; The Houston Methodist Research Institute, Houston Methodist Hospital, Houston, USA; Departments of Ophthalmology, Neurology, and Neurosurgery, Weill Cornell Medicine, New York, USA; Department of Ophthalmology, University of Texas Medical Branch, Galveston, USA; University of Texas MD Anderson Cancer Center, Houston, USA; Texas A&M College of Medicine, Bryan, USA; Department of Ophthalmology, The University of Iowa Hospitals and Clinics, Iowa City, USA
| | - Alastair K Denniston
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK; Institute of Ophthalmology, University College London, London, UK; National Institute for Health and Care Research (NIHR) Birmingham Biomedical Research Centre (BRC), University Hospital Birmingham and University of Birmingham, Birmingham, UK; University Hospitals Birmingham NHS Foundation Trust, Birmingham, UK; Institute of Inflammation and Ageing, University of Birmingham, Birmingham, UK; Birmingham Health Partners Centre for Regulatory Science and Innovation, University of Birmingham, Birmingham, UK
| | - Peter van Wijngaarden
- Centre for Eye Research Australia, Ophthalmology, University of Melbourne, Melbourne, VIC, Australia; Department of Surgery (Ophthalmology), University of Melbourne, Melbourne, VIC, Australia; Florey Institute of Neuroscience and Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Pearse A Keane
- NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, UK; Institute of Ophthalmology, University College London, London, UK
| | - Ching-Yu Cheng
- Department of Ophthalmology and Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore
| | - Mingguang He
- School of Optometry, The Hong Kong Polytechnic University, Kowloon, Hong Kong, China; Research Centre for SHARP Vision (RCSV), The Hong Kong Polytechnic University, Kowloon, Hong Kong, China; Centre for Eye and Vision Research (CEVR), 17W Hong Kong Science Park, Hong Kong, China
| | - Tien Yin Wong
- Singapore Eye Research Institute, Singapore National Eye Centre, Singapore; School of Clinical Medicine, Beijing Tsinghua Changgung Hospital, Tsinghua Medicine, Tsinghua University, Beijing, China.
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Carr BJ, Skitsko D, Kriese LM, Song J, Li Z, Ju MJ, Moritz OL. prominin-1-null Xenopus laevis develop subretinal drusenoid-like deposits, cone-rod dystrophy and RPE atrophy. J Cell Sci 2024; 137:jcs262298. [PMID: 39355864 PMCID: PMC11586525 DOI: 10.1242/jcs.262298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 09/19/2024] [Indexed: 10/03/2024] Open
Abstract
Prominin-1 (PROM1) variants are associated with inherited, non-syndromic vision loss. We used CRISPR/Cas9 to induce prom1-null mutations in Xenopus laevis and then tracked retinal disease progression from the ages of 6 weeks to 3 years. We found that prom1-null-associated retinal degeneration in frogs was age-dependent and involved retinal pigment epithelium (RPE) dysfunction preceding photoreceptor degeneration. Before photoreceptor degeneration occurred, aging prom1-null frogs developed larger and increasing numbers of cellular debris deposits in the subretinal space and outer segment layer, which resembled subretinal drusenoid deposits (SDDs) in their location, histology and representation as seen by color fundus photography and optical coherence tomography (OCT). Evidence for an RPE origin of these deposits included infiltration of pigment granules into the deposits, thinning of the RPE as measured by OCT, and RPE disorganization as measured by histology and OCT. The appearance and accumulation of SDD-like deposits and RPE thinning and disorganization in our animal model suggests an underlying disease mechanism for prom1-null-mediated blindness that involves death and dysfunction of the RPE preceding photoreceptor degeneration, instead of direct effects upon photoreceptor outer segment morphogenesis, as was previously hypothesized.
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Affiliation(s)
- Brittany J. Carr
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Ophthalmology and Visual Sciences, Edmonton, AB T6G 2E1, Canada
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Cell Biology, Edmonton, AB T6G 2H7, Canada
| | - Dominic Skitsko
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences, Vancouver, BC V5Z 0A6, Canada
| | - Linnea M. Kriese
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Ophthalmology and Visual Sciences, Edmonton, AB T6G 2E1, Canada
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Cell Biology, Edmonton, AB T6G 2H7, Canada
| | - Jun Song
- The University of British Columbia, Faculty of Applied Science, Faculty of Medicine, School of Biomedical Engineering, Vancouver, BC V6T 2B9, Canada
| | - Zixuan Li
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Ophthalmology and Visual Sciences, Edmonton, AB T6G 2E1, Canada
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Cell Biology, Edmonton, AB T6G 2H7, Canada
| | - Myeong Jin Ju
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences, Vancouver, BC V5Z 0A6, Canada
- The University of British Columbia, Faculty of Applied Science, Faculty of Medicine, School of Biomedical Engineering, Vancouver, BC V6T 2B9, Canada
| | - Orson L. Moritz
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences, Vancouver, BC V5Z 0A6, Canada
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3
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Tse T, Jung H, Shahidul Islam M, Song J, Soo G, Abbas K, Ni S, Sumita F, Paton K, Miao Y, Jian Y, Mammo Z, Navajas EV, Ju MJ. Single-Shot Ultra-Widefield Polarization-Diversity Optical Coherence Tomography for Assessing Retinal and Choroidal Pathologies. J Clin Med 2024; 13:5415. [PMID: 39336902 PMCID: PMC11432068 DOI: 10.3390/jcm13185415] [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: 08/12/2024] [Revised: 08/31/2024] [Accepted: 09/06/2024] [Indexed: 09/30/2024] Open
Abstract
Background: Optical coherence tomography (OCT) is a leading ocular imaging modality, known for delivering high-resolution volumetric morphological images. However, conventional OCT systems are limited by their narrow field-of-view (FOV) and their reliance on scattering contrast, lacking molecular specificity. Methods: To address these limitations, we developed a custom-built 105∘ ultra-widefield polarization-diversity OCT (UWF PD-OCT) system for assessing various retinal and choroidal conditions, which is particularly advantageous for visualizing peripheral retinal abnormalities. Patients with peripheral lesions or pigmentary changes were imaged using the UWF PD-OCT to evaluate the system's diagnostic capabilities. Comparisons were made with conventional swept-source OCT and other standard clinical imaging modalities to highlight the benefits of depolarization contrast for identifying pathological changes. Results: The molecular-specific contrast offered by UWF PD-OCT enhanced the detection of disease-specific features, particularly in the peripheral retina, by capturing melanin distribution and pigmentary changes in a single shot. This detailed visualization allows clinicians to monitor disease progression with greater precision, offering more accurate insights into retinal and choroidal pathologies. Conclusions: Integrating UWF PD-OCT into clinical practice represents a major advancement in ocular imaging, enabling comprehensive views of retinal pathologies that are difficult to capture with current modalities. This technology holds great potential to transform the diagnosis and management of retinal and choroidal diseases by providing unique insights into peripheral retinal abnormalities and melanin-specific changes, critical for early detection and timely intervention.
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Affiliation(s)
- Tiffany Tse
- School of Biomedical Engineering, Faculty of Medicine and Applied Science, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (T.T.); (M.S.I.); (J.S.); (G.S.)
| | - Hoyoung Jung
- Faculty of Medicine, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (H.J.); (K.A.)
| | - Mohammad Shahidul Islam
- School of Biomedical Engineering, Faculty of Medicine and Applied Science, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (T.T.); (M.S.I.); (J.S.); (G.S.)
| | - Jun Song
- School of Biomedical Engineering, Faculty of Medicine and Applied Science, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (T.T.); (M.S.I.); (J.S.); (G.S.)
| | - Grace Soo
- School of Biomedical Engineering, Faculty of Medicine and Applied Science, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (T.T.); (M.S.I.); (J.S.); (G.S.)
| | - Khaldon Abbas
- Faculty of Medicine, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (H.J.); (K.A.)
| | - Shuibin Ni
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA; (S.N.); (Y.J.)
| | - Fernando Sumita
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
| | - Katherine Paton
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
| | - Yusi Miao
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
| | - Yifan Jian
- Casey Eye Institute, Oregon Health & Science University, Portland, OR 97239, USA; (S.N.); (Y.J.)
| | - Zaid Mammo
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
| | - Eduardo V. Navajas
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
| | - Myeong Jin Ju
- School of Biomedical Engineering, Faculty of Medicine and Applied Science, University of British Columbia, Vancouver, BC V6T 1Z3, Canada; (T.T.); (M.S.I.); (J.S.); (G.S.)
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, BC V6T 1Z3, Canada (Y.M.); (Z.M.); (E.V.N.)
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4
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Obasanmi G, Uppal M, Cui JZ, Xi J, Ju MJ, Song J, To E, Li S, Khan W, Cheng D, Zhu J, Irani L, Samad I, Zhu J, Yoo HS, Aubert A, Stoddard J, Neuringer M, Granville DJ, Matsubara JA. Granzyme B degrades extracellular matrix and promotes inflammation and choroidal neovascularization. Angiogenesis 2024; 27:351-373. [PMID: 38498232 PMCID: PMC11303490 DOI: 10.1007/s10456-024-09909-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2023] [Accepted: 02/11/2024] [Indexed: 03/20/2024]
Abstract
Age-related macular degeneration (AMD) is a common retinal neurodegenerative disease among the elderly. Neovascular AMD (nAMD), a leading cause of AMD-related blindness, involves choroidal neovascularization (CNV), which can be suppressed by anti-angiogenic treatments. However, current CNV treatments do not work in all nAMD patients. Here we investigate a novel target for AMD. Granzyme B (GzmB) is a serine protease that promotes aging, chronic inflammation and vascular permeability through the degradation of the extracellular matrix (ECM) and tight junctions. Extracellular GzmB is increased in retina pigment epithelium (RPE) and mast cells in the choroid of the healthy aging outer retina. It is further increased in donor eyes exhibiting features of nAMD and CNV. Here, we show in RPE-choroidal explant cultures that exogenous GzmB degrades the RPE-choroid ECM, promotes retinal/choroidal inflammation and angiogenesis while diminishing anti-angiogenic factor, thrombospondin-1 (TSP-1). The pharmacological inhibition of either GzmB or mast-cell degranulation significantly reduces choroidal angiogenesis. In line with our in vitro data, GzmB-deficiency reduces the extent of laser-induced CNV lesions and the age-related deterioration of electroretinogram (ERG) responses in mice. These findings suggest that targeting GzmB, a serine protease with no known endogenous inhibitors, may be a potential novel therapeutic approach to suppress CNV in nAMD.
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Affiliation(s)
- Gideon Obasanmi
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Manjosh Uppal
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Jing Z Cui
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Jeanne Xi
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Myeong Jin Ju
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
- School of Biomedical Engineering, UBC, Vancouver, BC, Canada
| | - Jun Song
- School of Biomedical Engineering, UBC, Vancouver, BC, Canada
| | - Eleanor To
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Siqi Li
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Wania Khan
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Darian Cheng
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - John Zhu
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Lyden Irani
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Isa Samad
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Julie Zhu
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Hyung-Suk Yoo
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada
| | - Alexandre Aubert
- International Collaboration On Repair Discoveries (ICORD), Vancouver Coastal Health Research Institute, University of British Columbia (UBC), Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, UBC, Vancouver, BC, Canada
| | | | | | - David J Granville
- International Collaboration On Repair Discoveries (ICORD), Vancouver Coastal Health Research Institute, University of British Columbia (UBC), Vancouver, BC, Canada
- Department of Pathology and Laboratory Medicine, UBC, Vancouver, BC, Canada
| | - Joanne A Matsubara
- Department of Ophthalmology and Visual Sciences, UBC, Vancouver, BC, Canada.
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Song J, Hu Y, Chen A, Yoo HS, Zawadzki RJ, Matsubara JA, Ju MJ. In vivo multi-contrast depth-resolved choroidal imaging of a mouse using polarization-diversity optical coherence tomography. OPTICS LETTERS 2024; 49:4314-4317. [PMID: 39090922 DOI: 10.1364/ol.529146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 06/27/2024] [Indexed: 08/04/2024]
Abstract
The results of depth-resolved multi-contrast in vivo mouse choroidal imaging using a polarization-diversity optical coherence tomography (PD-OCT) system are presented. A selectively chosen depth of focus that was fine-tuned with a sensorless adaptive optics technique and a simple segmentation based on the degree of polarization uniformity signal visualizes the detailed features of a mouse choroid from the OCT angiography images. A comprehensive image analysis of the choroid revealed the distinctive pathological characteristics of the laser-induced choroidal neovascularization mouse.
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Carr BJ, Skitsko D, Song J, Li Z, Ju MJ, Moritz OL. Prominin-1 null Xenopus laevis develop subretinal drusenoid-like deposits, cone-rod dystrophy, and RPE atrophy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.03.597229. [PMID: 38895468 PMCID: PMC11185615 DOI: 10.1101/2024.06.03.597229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
Mutations in the PROMININ-1 (PROM1) gene are associated with inherited, non-syndromic vision loss. Here, we used CRISPR/Cas9 to induce truncating prom1-null mutations in Xenopus laevis to create a disease model. We then tracked progression of retinal degeneration in these animals from the ages of 6 weeks to 3 years old. We found that retinal degeneration caused by prom1-null is age-dependent and likely involves death or damage to the retinal pigment epithelium (RPE) that precedes photoreceptor degeneration. As prom1-null frogs age, they develop large cellular debris deposits in the subretinal space and outer segment layer which resemble subretinal drusenoid deposits (SDD) in their location, histology, and representation in color fundus photography and optical coherence tomography (OCT). In older frogs, these SDD-like deposits accumulate in size and number, and they are present before retinal degeneration occurs. Evidence for an RPE origin of these deposits includes infiltration of pigment granules into the deposits, thinning of RPE as measured by OCT, and RPE disorganization as measured by histology and OCT. The appearance and accumulation of SDD-like deposits and RPE thinning and disorganization in our animal model suggests an underlying disease mechanism for prom1-null mediated blindness of death and dysfunction of the RPE preceding photoreceptor degeneration, instead of direct effects upon photoreceptor outer segment morphogenesis, as was previously hypothesized.
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Affiliation(s)
- Brittany J Carr
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Ophthalmology and Visual Sciences
| | - Dominic Skitsko
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences
| | - Jun Song
- The University of British Columbia, Faculty of Applied Science, Faculty of Medicine, School of Biomedical Engineering
| | - Zixuan Li
- The University of Alberta, Faculty of Medicine and Dentistry, Department of Ophthalmology and Visual Sciences
| | - Myeong Jin Ju
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences
- The University of British Columbia, Faculty of Applied Science, Faculty of Medicine, School of Biomedical Engineering
| | - Orson L Moritz
- The University of British Columbia, Faculty of Medicine, Department of Ophthalmology and Visual Sciences
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Miao Y, Jung H, Hsu D, Song J, Ni S, Ma D, Jian Y, Makita S, Yasuno Y, Sarunic MV, Stephenson KAJ, Paton K, Mammo Z, Ju MJ. Polarization-Diversity Optical Coherence Tomography Assessment of Choroidal Nevi. Invest Ophthalmol Vis Sci 2023; 64:6. [PMID: 37930688 PMCID: PMC10629548 DOI: 10.1167/iovs.64.14.6] [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: 03/30/2023] [Accepted: 10/09/2023] [Indexed: 11/07/2023] Open
Abstract
Purpose The purpose of this study was to demonstrate the utility of polarization-diversity optical coherence tomography (PD-OCT), a noninvasive imaging technique with melanin-specific contrast, in the quantitative and qualitative assessment of choroidal nevi. Methods Nevi were imaged with a custom-built 55-degree field-of-view (FOV) 400 kHz PD-OCT system. Imaging features on PD-OCT were compared to those on fundus photography, auto-fluorescence, ultrasound, and non-PD-OCT images. Lesions were manually segmented for size measurement and metrics for objective assessment of melanin distributions were calculated, including degree of polarization uniformity (DOPU), attenuation coefficient, and melanin occupancy rate (MOR). Results We imaged 17 patients (mean age = 69.5 years, range = 37-90) with 11 pigmented, 3 non-pigmented, and 3 mixed pigmentation nevi. Nevi with full margin acquisition had an average longest basal diameter of 5.1 mm (range = 2.99-8.72 mm) and average height of 0.72 mm (range = 0.37 mm-2.09 mm). PD-OCT provided clear contrast of choroidal melanin content, distribution, and delineation of nevus margins for melanotic nevi. Pigmented nevi were found to have lower DOPU, higher attenuation coefficient, and higher MOR than non-pigmented lesions. Melanin content on PD-OCT was consistent with pigmentation on fundus in 15 of 17 nevi (88%). Conclusions PD-OCT allows objective assessment of choroidal nevi melanin content and distribution. In addition, melanin-specific contrast by PD-OCT enables clear nevus margin delineation and may improve serial growth surveillance. Further investigation is needed to determine the clinical significance and prognostic value of melanin characterization by PD-OCT in the evaluation of choroidal nevi.
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Affiliation(s)
- Yusi Miao
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Hoyoung Jung
- Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada
| | - Destiny Hsu
- School of Engineering Science, Simon Fraser University, Burnaby, British Columbia, Canada
| | - Jun Song
- School of Biomedical Engineering, University of British Columbia, Vancouver, British Columbia, Canada
| | - Shuibin Ni
- Case Eye Institute, Oregon Health & Science University, Portland, Oregon, United States
| | - Da Ma
- Gerontology and Geriatric Medicine, Wake Forest University School of Medicine, Winston-Salem, North Carolina, United States
| | - Yifan Jian
- Case Eye Institute, Oregon Health & Science University, Portland, Oregon, United States
| | - Shuichi Makita
- Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Yoshiaki Yasuno
- Faculty of Medicine, University of Tsukuba, Tsukuba, Ibaraki, Japan
| | - Marinko V. Sarunic
- School of Engineering Science, Simon Fraser University, Burnaby, British Columbia, Canada
- Department of Medical Physics and Biomedical Engineering, University College London, London, England, United Kingdom
- Institute of Ophthalmology, University College London, London, England, United Kingdom
| | - Kirk A. J. Stephenson
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Katherine Paton
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Zaid Mammo
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Myeong Jin Ju
- Department of Ophthalmology and Visual Sciences, University of British Columbia, Vancouver, British Columbia, Canada
- School of Biomedical Engineering, University of British Columbia, Vancouver, British Columbia, Canada
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Zhang ZJ, Wu YR, Chien Y, Chen Y, Chiou SH, Chen SJ, Syu JP, Kuo WC. Quantification of microvascular change of retinal degeneration in Royal College of Surgeons rats using high-resolution spectral domain optical coherence tomography angiography. JOURNAL OF BIOMEDICAL OPTICS 2023; 28:106001. [PMID: 37841506 PMCID: PMC10570624 DOI: 10.1117/1.jbo.28.10.106001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 08/16/2023] [Accepted: 08/18/2023] [Indexed: 10/17/2023]
Abstract
Significance For research on retinitis pigmentosa in humans, the Royal College of Surgeons (RCS) rat is commonly used as the primary animal model since the disease process is similar. Therefore, it is necessary to understand how the disease develops and determine whether the treatment is effective. Aim In this study, structural and microvascular change of retinal degeneration in RCS rats was assessed non-invasively on specific dates over 3.5 months. Approach Using a high-resolution spectral domain (SD) optical coherence tomography angiography (OCTA), the retinal degeneration in RCS rats, from day 14 until day 126, was qualitatively and quantitatively analyzed. Results Aside from the thinning of the retina thickness starting from 2 weeks of age, blood vessels in the deep layer of the retina also began to degenerate at about 4 weeks of age. Hole structures appeared at the inner nuclear layer and the inner plexiform layer by the age of 10 weeks. Observations of abnormal angiogenesis in the choroid began by 12 weeks of age. Conclusions We conducted a longitudinal study of retina degeneration structure and vascular changes in an RCS rat model using a supercontinuum laser based high-resolution SD-OCTA. Combined with OCTA, OCT leads to a better understanding of photoreceptor pathology as retinal degeneration by identifying tissue and vessel loss.
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Affiliation(s)
- Zhen-Jie Zhang
- National Yang Ming Chiao Tung University, Institute of Biophotonics, Taipei, Taiwan
| | - You-Ren Wu
- Taipei Veterans General Hospital, Department of Medical Research, Taipei, Taiwan
- National Yang Ming Chiao Tung University, Institute of Pharmacology, Taipei, Taiwan
| | - Yueh Chien
- Taipei Veterans General Hospital, Department of Medical Research, Taipei, Taiwan
- National Yang Ming Chiao Tung University, Institute of Pharmacology, Taipei, Taiwan
| | - Yang Chen
- National Yang Ming Chiao Tung University, Institute of Biophotonics, Taipei, Taiwan
| | - Shih-Hwa Chiou
- Taipei Veterans General Hospital, Department of Medical Research, Taipei, Taiwan
- National Yang Ming Chiao Tung University, Institute of Pharmacology, Taipei, Taiwan
- Taipei Veterans General Hospital, Department of Ophthalmology, Taiwan
| | - Shih-Jen Chen
- Taipei Veterans General Hospital, Department of Ophthalmology, Taiwan
- National Yang Ming Chiao Tung University, School of Medicine, Taiwan
| | - Jia-Pu Syu
- National Yang Ming Chiao Tung University, Institute of Biophotonics, Taipei, Taiwan
| | - Wen-Chuan Kuo
- National Yang Ming Chiao Tung University, Institute of Biophotonics, Taipei, Taiwan
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9
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Makita S, Miura M, Azuma S, Mino T, Yasuno Y. Synthesizing the degree of polarization uniformity from non-polarization-sensitive optical coherence tomography signals using a neural network. BIOMEDICAL OPTICS EXPRESS 2023; 14:1522-1543. [PMID: 37078056 PMCID: PMC10110301 DOI: 10.1364/boe.482199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 03/01/2023] [Accepted: 03/01/2023] [Indexed: 05/03/2023]
Abstract
Degree of polarization uniformity (DOPU) imaging obtained by polarization-sensitive optical coherence tomography (PS-OCT) has the potential to provide biomarkers for retinal diseases. It highlights abnormalities in the retinal pigment epithelium that are not always clear in the OCT intensity images. However, a PS-OCT system is more complicated than conventional OCT. We present a neural-network-based approach to estimate the DOPU from standard OCT images. DOPU images were used to train a neural network to synthesize the DOPU from single-polarization-component OCT intensity images. DOPU images were then synthesized by the neural network, and the clinical findings from ground truth DOPU and synthesized DOPU were compared. There is a good agreement in the findings for RPE abnormalities: recall was 0.869 and precision was 0.920 for 20 cases with retinal diseases. In five cases of healthy volunteers, no abnormalities were found in either the synthesized or ground truth DOPU images. The proposed neural-network-based DOPU synthesis method demonstrates the potential of extending the features of retinal non-PS OCT.
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Affiliation(s)
- Shuichi Makita
- Computational Optics Group, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305–8573, Japan
| | - Masahiro Miura
- Department of Ophthalmology, Tokyo Medical University Ibaraki Medical Center, 3-20-1 Chuo, Ami, Ibaraki 300-0395, Japan
| | - Shinnosuke Azuma
- Topcon Corporation, 75–1 Hasunumacho, Itabashi, Tokyo 174-8580, Japan
| | - Toshihiro Mino
- Topcon Corporation, 75–1 Hasunumacho, Itabashi, Tokyo 174-8580, Japan
| | - Yoshiaki Yasuno
- Computational Optics Group, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki 305–8573, Japan
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10
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Chen G, Wang W, Li Y. Comparative study of OCTA algorithms with a high-sensitivity multi-contrast Jones matrix OCT system for human skin imaging. BIOMEDICAL OPTICS EXPRESS 2022; 13:4718-4736. [PMID: 36187265 PMCID: PMC9484425 DOI: 10.1364/boe.462941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 07/21/2022] [Accepted: 07/28/2022] [Indexed: 06/16/2023]
Abstract
The multi-contrast Jones matrix OCT (JMT) system can not only improve the tissue-specific contrast but also enhance the sensitivity of detecting flow, which is gaining increasing attention. However, for the JMT system, there is currently a lack of studies evaluating and guiding the selection of suitable angiography algorithms to map the most appealing quality of angiograms for clinical use. In this paper, by a homemade high-sensitivity multi-contrast JMT system based 200 kHz swept source, the performance of two complex-signal-based OCTA methods that are insensitive to phase instability and one amplitude-signal-based OCTA method are compared for in-vivo imaging of human skin qualitatively and quantitatively. Six metrics, including vascular connectivity, image contrast-to-noise ratio, image signal-to-noise ratio, vessel diameter index, blood vessel density, and processing time, are assessed. The results show that the vascular networks processed by all OCTA methods and the texture of skin could be visualized simultaneously and markedly. Additionally, the complex-signal-based OCTA methods successfully suppress phase instabilities and even outperform the amplitude-signal-based OCTA algorithm in some indicators. This paper has a certain guiding significance for selecting an appropriate angiography algorithm and expanding the application field with this system.
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Affiliation(s)
- Guoqiang Chen
- Key Laboratory of Photoelectronic Imaging Technology and System of Ministry of Education of China, School of Optics and Photonics, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing 100081, China
| | - Wen’ai Wang
- Key Laboratory of Photoelectronic Imaging Technology and System of Ministry of Education of China, School of Optics and Photonics, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing 100081, China
- Institute of Engineering Medicine, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing 100081, China
| | - Yanqiu Li
- Key Laboratory of Photoelectronic Imaging Technology and System of Ministry of Education of China, School of Optics and Photonics, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing 100081, China
- Institute of Engineering Medicine, Beijing Institute of Technology, 5 South Zhongguancun Street, Beijing 100081, China
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11
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Evaluation of choroidal melanin-containing tissue in healthy Japanese subjects by polarization-sensitive optical coherence tomography. Sci Rep 2022; 12:4048. [PMID: 35260673 PMCID: PMC8904585 DOI: 10.1038/s41598-022-07818-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Accepted: 02/24/2022] [Indexed: 11/08/2022] Open
Abstract
In this study, the choroidal melanin content in healthy eyes was evaluated with polarization-sensitive optical coherence tomography (PS-OCT). We evaluated 105 healthy eyes of 105 Japanese subjects. The mean thickness of melanin-containing tissue in the choroid (thickness of MeCh) and the choroidal melanin occupancy rate within a 5-mm circular region from the foveal center were calculated using the degree of polarization uniformity obtained by PS-OCT and compared with the choroidal thickness, patient age, and axial length. To evaluate regional variations, the 5-mm circular region was divided into a center area and an outer ring area, and the outer ring area was further divided into four areas (nasal, temporal, superior, and inferior). The mean thickness of MeCh showed a significant positive correlation with the choroidal thickness. The mean choroidal melanin occupancy rate showed a significant positive correlation with age. The mean choroidal melanin occupancy rate of the center area was significantly larger than that of the outer ring area. The mean thickness of MeCh and choroidal melanin occupancy rate of the nasal area were significantly lower than those of other areas. The distribution of melanin-containing tissue in the choroid varies significantly with age and location.
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12
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Objective evaluation of choroidal melanin loss in patients with Vogt-Koyanagi-Harada disease using polarization-sensitive optical coherence tomography. Sci Rep 2022; 12:3526. [PMID: 35241784 PMCID: PMC8894486 DOI: 10.1038/s41598-022-07591-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 02/21/2022] [Indexed: 11/16/2022] Open
Abstract
In this study, sunset glow fundus was evaluated in patients with Vogt–Koyanagi–Harada (VKH) disease using polarization-sensitive optical coherence tomography (PS-OCT). We evaluated 40 VKH eyes (20 patients) and 59 healthy eyes (59 age-matched controls). VKH eyes were divided into three groups according to color fundus images: sunset (17 eyes), potential sunset (13 eyes), and non-sunset (10 eyes). Choroidal melanin thickness (ChMeT) and the choroidal melanin thickness ratio (ChMeTratio) were calculated based on the degree of polarization uniformity from PS-OCT. ChMeT was significantly lower in sunset eyes than in non-sunset or control eyes (P = 0.003). The ChMeTratios of sunset or potential sunset eyes were significantly lower than those of non-sunset or control eyes (P = 0.04). Regional evaluation of ChMeT and the ChMeTratio showed that choroidal depigmentation predominantly occurred in the macula’s outer ring area (P = 0.002). The areas under receiver operating characteristic curves discriminating combined sunset (sunset and potential sunset) from non-sunset eyes were 0.983 and 0.997 for ChMeT and the ChMeTratio, respectively. Time course evaluation of 12 eyes from disease onset showed that ChMeT and the ChMeTratio significantly decreased over time. PS-OCT may be useful for objectively evaluating choroidal depigmentation in patients with VKH disease.
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El-Sadek IA, Miyazawa A, Shen LTW, Makita S, Mukherjee P, Lichtenegger A, Matsusaka S, Yasuno Y. Three-dimensional dynamics optical coherence tomography for tumor spheroid evaluation. BIOMEDICAL OPTICS EXPRESS 2021; 12:6844-6863. [PMID: 34858684 PMCID: PMC8606131 DOI: 10.1364/boe.440444] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 09/25/2021] [Accepted: 09/27/2021] [Indexed: 05/02/2023]
Abstract
We present a completely label-free three-dimensional (3D) optical coherence tomography (OCT)-based tissue dynamics imaging method for visualization and quantification of the metabolic and necrotic activities of tumor spheroid. Our method is based on a custom 3D scanning protocol that is designed to capture volumetric tissue dynamics tomography images only in a few tens of seconds. The method was applied to the evaluation of a tumor spheroid. The time-course viability alteration and anti-cancer drug response of the spheroid were visualized qualitatively and analyzed quantitatively. The similarity between the OCT-based dynamics images and fluorescence microscope images was also demonstrated.
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Affiliation(s)
- Ibrahim Abd El-Sadek
- Computational Optics Group, University of Tsukuba, Tsukuba, Ibaraki 305-8573, Japan
- Department of Physics, Faculty of Science, Damietta University, New Damietta City, 34517, Damietta, Egypt
| | | | - Larina Tzu-Wei Shen
- Clinical Research and Regional Innovation, Faculty of Medicine, University of Tsukuba, Ibaraki 305-8575, Japan
| | - Shuichi Makita
- Computational Optics Group, University of Tsukuba, Tsukuba, Ibaraki 305-8573, Japan
| | - Pradipta Mukherjee
- Computational Optics Group, University of Tsukuba, Tsukuba, Ibaraki 305-8573, Japan
| | - Antonia Lichtenegger
- Computational Optics Group, University of Tsukuba, Tsukuba, Ibaraki 305-8573, Japan
- Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Währinger Gürtel 18-20, 4L, 1090, Vienna, Austria
| | - Satoshi Matsusaka
- Clinical Research and Regional Innovation, Faculty of Medicine, University of Tsukuba, Ibaraki 305-8575, Japan
| | - Yoshiaki Yasuno
- Computational Optics Group, University of Tsukuba, Tsukuba, Ibaraki 305-8573, Japan
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