1
|
Song MS, Kim YH, Oh J. Spatial Distribution of Hyperreflective Choroidal Foci in the Macula of Normal Eyes. Transl Vis Sci Technol 2024; 13:35. [PMID: 39172482 PMCID: PMC11346144 DOI: 10.1167/tvst.13.8.35] [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: 01/21/2024] [Accepted: 07/09/2024] [Indexed: 08/23/2024] Open
Abstract
Purpose To investigate variations in the spatial distribution of hyperreflective foci in the choroid of the macula in normal eyes. Methods We included eyes with a normal fundus from patients who had undergone optical coherence tomography angiography, covering a 6-mm × 6-mm area centered on the fovea. The macular area was divided into nine sectors according to the modified Early Treatment of Diabetic Retinopathy Study grid. Hyperreflective choroidal foci (HCF) distribution, choriocapillaris vascular density, and choroidal stromal density were determined on en face images of the choroid in each sector. Results We included 35 eyes from 35 participants, with a mean age of 52.7 ± 16.8 years. The mean number and area fraction of HCF at the 5-mm macular area were 35.6 ± 7.8 foci/mm2 and 3.0% ± 0.7%, respectively. The number of HCF in the central circle (50.7 ± 20.9 foci/mm2) was greater than that in the inner (35.1 ± 13.0 foci/mm2) or outer rings (35.6 ± 6.5 foci/mm2) (P < 0.001, P < 0.001, respectively). The area fraction of HCF in the central circle (4.84% ± 3.36%) was greater than that in the inner (2.62% ± 1.17%; P < 0.001) or outer rings (3.12% ± 0.67%; P = 0.004). The HCF distribution did not significantly correlate with the choriocapillaris vascular density or choroidal stromal density in each sector. Conclusions HCF were more densely distributed in the macular center than in the pericentral or peripheral macular areas. Translational Relevance HCF measurement and spatial distribution could provide additional information for evaluating choroidal stromal characteristics.
Collapse
Affiliation(s)
- Myung-Sun Song
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| | - Young Ho Kim
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| | - Jaeryung Oh
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| |
Collapse
|
2
|
Liu F, Ye Y, Yang W, Wang J, Xu Y, Zhao Y, Li M, Chen Z, Shen Y, Li M, Zhou X. Quantitative Evaluation of the Topographical Maps of Three-Dimensional Choroidal Vascularity Index in Children With Different Degrees of Myopia. Invest Ophthalmol Vis Sci 2024; 65:14. [PMID: 38466287 DOI: 10.1167/iovs.65.3.14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/12/2024] Open
Abstract
Purpose To investigate topographical maps of the three-dimensional choroidal vascularity index (3D-CVI) in children with different levels of myopia. Methods We enrolled 274 eyes from 143 children with various severity of myopia, including emmetropia (EM), low myopia (LM), and moderate-high myopia (MHM). The choroidal vessel volume (CVV), choroidal stroma volume (CSV), and 3D-CVI in different eccentricities (fovea, parafovea, and perifovea) and quadrants (nasal, temporal, superior, and inferior) were obtained from swept-source optical coherence tomography angiography (SS-OCTA) volume scans. All choroidal parameters were compared among groups, and the associated factors contributing to different 3D-CVIs were analyzed. Results Compared to the less myopic group, the more myopic group showed a significant decrease in CVV and CSV (MHM < LM < EM) and a significant increase in the 3D-CVI (MHM > LM > EM) in most areas (all P < 0.05). The nasal quadrant had the greatest 3D-CVI and lowest CSV and CVV, and vice versa in the temporal quadrant. The 3D-CVIs of the EM and LM groups gradually increased from the fovea to the perifovea, whereas the 3D-CVI of the MHM group first decreased and then increased. Regression analysis showed that axial length was an independent risk factor affecting foveal and parafoveal 3D-CVIs. Restricted cubic spline analysis revealed that the 3D-CVI increased with spherical equivalent (SE) when the SE was less than threshold and decreased when the SE was greater than threshold (SE thresholds for foveal, parafoveal, and perifoveal 3D-CVIs were -5.25 D, -5.125 D, and -2.00 D, respectively; all P < 0.05). Conclusions Children with myopia exhibited decreased CSV and CVV, increased 3D-CVIs, and altered 3D-CVI eccentricity characteristics (from the fovea to the perifovea). The quadratic relationship between the 3D-CVI and SE should be explored in longitudinal investigations.
Collapse
Affiliation(s)
- Fang Liu
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Yuhao Ye
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Weiming Yang
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
- Department of Ophthalmology, Children's Hospital of Fudan University, National Children's Medical Center, Shanghai, China
| | - Jing Wang
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Ye Xu
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Yu Zhao
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Meng Li
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Zhi Chen
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Yang Shen
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Meiyan Li
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| | - Xingtao Zhou
- Department of Ophthalmology and Optometry, Eye, Ear, Nose, and Throat Hospital, Fudan University, Shanghai, China
- NHC Key Laboratory of Myopia (Fudan University), Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, China
- Shanghai Research Center of Ophthalmology and Optometry, Shanghai, China
| |
Collapse
|
3
|
Ahn SM, Song MS, Togloom A, Oh J. Quantification of choroidal hyperreflective layer: A swept-source optical coherence tomography study. PLoS One 2023; 18:e0294476. [PMID: 38019820 PMCID: PMC10686441 DOI: 10.1371/journal.pone.0294476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Accepted: 11/02/2023] [Indexed: 12/01/2023] Open
Abstract
PURPOSE To investigate variation in reflectivity of choroidal layers in normal eyes. METHODS From the swept-source optical coherence tomography database, we retrospectively included eyes with a normal fundus. Choroidal reflectivity was measured on the horizontal and vertical B-scan optical coherence tomography images. The optical barrier of the choroid was defined as the first hill in the middle of the reflectance graph from the retinal pigment epithelium-Bruch's membrane complex to the chorioscleral junction. RESULTS The optical barrier of the choroid was identified in 91 eyes of 91 individuals. The amplitude of peak reflectivity of the optical barrier of the choroid at macular center (142.85 ± 15.04) was greater than those in superior (136.12 ± 14.08) or inferior macula (135.30 ± 16.13) (P = 0.028, P = 0.008, respectively). Latency between the peak of the retinal pigment epithelium-Bruch's membrane complex and the optical barrier of the choroid at macular center (48.11 ± 13.78 μm) was shorter than those in nasal macula (55.58 ± 19.21 μm) (P = 0.021). The amplitude of the peak reflectivity of the optical barrier of the choroid in the center negatively correlated with the latency between the retinal pigment epithelium-Bruch's membrane complex and the optical barrier of the choroid (P < 0.001). CONCLUSION An optical barrier exists in the inner choroid of the normal eye. Its depth depends on the location within the macula. Further studies are mandatory to evaluate variations in the barrier in the eyes with chorioretinal disease.
Collapse
Affiliation(s)
- So Min Ahn
- Department of Ophthalmology, Korea University College of Medicine, Seoul, South Korea
| | - Myung-Sun Song
- Department of Ophthalmology, Korea University College of Medicine, Seoul, South Korea
| | - Ariunaa Togloom
- Department of Ophthalmology, Korea University College of Medicine, Seoul, South Korea
| | - Jaeryung Oh
- Department of Ophthalmology, Korea University College of Medicine, Seoul, South Korea
| |
Collapse
|
4
|
Sazhnyev Y, Sin TN, Ma A, Chang E, Huynh L, Roszak K, Park S, Choy K, Farsiu S, Moshiri A, Thomasy SM, Yiu G. Choroidal Changes in Rhesus Macaques in Aging and Age-Related Drusen. Invest Ophthalmol Vis Sci 2023; 64:44. [PMID: 37773500 PMCID: PMC10547013 DOI: 10.1167/iovs.64.12.44] [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: 04/13/2023] [Accepted: 09/07/2023] [Indexed: 10/01/2023] Open
Abstract
Purpose Choroidal vascular changes occur with normal aging and age-related macular degeneration (AMD). Here, we evaluate choroidal thickness and vascularity in aged rhesus macaques to better understand the choroid's role in this nonhuman primate model of AMD. Methods We analyzed optical coherence tomography (OCT) images of 244 eyes from 122 rhesus macaques (aged 4-32 years) to measure choroidal thickness (CT) and choroidal vascularity index (CVI). Drusen number, size, and volume were measured by semiautomated annotation and segmentation of OCT images. We performed regression analyses to determine any association of CT or CVI with age, sex, and axial length and to determine if the presence and volume of soft drusen impacted these choroidal parameters. Results In rhesus macaques, subfoveal CT decreased with age at 3.2 µm/y (R2 = 0.481, P < 0.001), while CVI decreased at 0.66% per year (R2 = 0.257, P < 0.001). Eyes with soft drusen exhibited thicker choroid (179.9 ± 17.5 µm vs. 162.0 ± 27.9 µm, P < 0.001) and higher CVI (0.612 ± 0.051 vs. 0.577 ± 0.093, P = 0.005) than age-matched control animals. Neither CT or CVI appeared to be associated with drusen number, size, or volume in this cohort. However, some drusen in macaques were associated with underlying choroidal vessel enlargement resembling pachydrusen in human patients with AMD. Conclusions Changes in the choroidal vasculature in rhesus macaques resemble choroidal changes in human aging, but eyes with drusen exhibit choroidal thickening, increased vascularity, and phenotypic characteristics of pachydrusen observed in some patients with AMD.
Collapse
Affiliation(s)
- Yevgeniy Sazhnyev
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
- Department of Ophthalmology, California Northstate University, College of Medicine, Elk Grove, California, United States
| | - Tzu-Ni Sin
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Anthony Ma
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
- Department of Ophthalmology, California Northstate University, College of Medicine, Elk Grove, California, United States
| | - Ellie Chang
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Leon Huynh
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Karolina Roszak
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Sangwan Park
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Kevin Choy
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, United States
| | - Sina Farsiu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, United States
- Department of Ophthalmology, Duke University Medical Center, Durham, North Carolina, United States
| | - Ala Moshiri
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Sara M. Thomasy
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| |
Collapse
|
5
|
Jacoba CMP, Doan D, Salongcay RP, Aquino LAC, Silva JPY, Salva CMG, Zhang D, Alog GP, Zhang K, Locaylocay KLRB, Saunar AV, Ashraf M, Sun JK, Peto T, Aiello LP, Silva PS. Performance of Automated Machine Learning for Diabetic Retinopathy Image Classification from Multi-field Handheld Retinal Images. Ophthalmol Retina 2023; 7:703-712. [PMID: 36924893 DOI: 10.1016/j.oret.2023.03.003] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2022] [Revised: 02/07/2023] [Accepted: 03/01/2023] [Indexed: 03/17/2023]
Abstract
PURPOSE To create and validate code-free automated deep learning models (AutoML) for diabetic retinopathy (DR) classification from handheld retinal images. DESIGN Prospective development and validation of AutoML models for DR image classification. PARTICIPANTS A total of 17 829 deidentified retinal images from 3566 eyes with diabetes, acquired using handheld retinal cameras in a community-based DR screening program. METHODS AutoML models were generated based on previously acquired 5-field (macula-centered, disc-centered, superior, inferior, and temporal macula) handheld retinal images. Each individual image was labeled using the International DR and diabetic macular edema (DME) Classification Scale by 4 certified graders at a centralized reading center under oversight by a senior retina specialist. Images for model development were split 8-1-1 for training, optimization, and testing to detect referable DR ([refDR], defined as moderate nonproliferative DR or worse or any level of DME). Internal validation was performed using a published image set from the same patient population (N = 450 images from 225 eyes). External validation was performed using a publicly available retinal imaging data set from the Asia Pacific Tele-Ophthalmology Society (N = 3662 images). MAIN OUTCOME MEASURES Area under the precision-recall curve (AUPRC), sensitivity (SN), specificity (SP), positive predictive value (PPV), negative predictive value (NPV), accuracy, and F1 scores. RESULTS Referable DR was present in 17.3%, 39.1%, and 48.0% of the training set, internal validation, and external validation sets, respectively. The model's AUPRC was 0.995 with a precision and recall of 97% using a score threshold of 0.5. Internal validation showed that SN, SP, PPV, NPV, accuracy, and F1 scores were 0.96 (95% confidence interval [CI], 0.884-0.99), 0.98 (95% CI, 0.937-0.995), 0.96 (95% CI, 0.884-0.99), 0.98 (95% CI, 0.937-0.995), 0.97, and 0.96, respectively. External validation showed that SN, SP, PPV, NPV, accuracy, and F1 scores were 0.94 (95% CI, 0.929-0.951), 0.97 (95% CI, 0.957-0.974), 0.96 (95% CI, 0.952-0.971), 0.95 (95% CI, 0.935-0.956), 0.97, and 0.96, respectively. CONCLUSIONS This study demonstrates the accuracy and feasibility of code-free AutoML models for identifying refDR developed using handheld retinal imaging in a community-based screening program. Potentially, the use of AutoML may increase access to machine learning models that may be adapted for specific programs that are guided by the clinical need to rapidly address disparities in health care delivery. FINANCIAL DISCLOSURE(S) Proprietary or commercial disclosure may be found after the references.
Collapse
Affiliation(s)
- Cris Martin P Jacoba
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts; Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Duy Doan
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts
| | - Recivall P Salongcay
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines; Centre for Public Health, Queen's University Belfast, United Kingdom; Eyes and Vision Institute, the Medical City, Pasig City, Philippines
| | - Lizzie Anne C Aquino
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | - Joseph Paolo Y Silva
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | | | - Dean Zhang
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts
| | - Glenn P Alog
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines; Eyes and Vision Institute, the Medical City, Pasig City, Philippines
| | - Kexin Zhang
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts
| | - Kaye Lani Rea B Locaylocay
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines; Eyes and Vision Institute, the Medical City, Pasig City, Philippines
| | - Aileen V Saunar
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines; Eyes and Vision Institute, the Medical City, Pasig City, Philippines
| | - Mohamed Ashraf
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts; Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Jennifer K Sun
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts; Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, United Kingdom
| | - Lloyd Paul Aiello
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts; Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
| | - Paolo S Silva
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts; Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts; Philippine Eye Research Institute, University of the Philippines, Manila, Philippines; Eyes and Vision Institute, the Medical City, Pasig City, Philippines.
| |
Collapse
|
6
|
Jacoba CMP, Celi LA, Lorch AC, Fickweiler W, Sobrin L, Gichoya JW, Aiello LP, Silva PS. Bias and Non-Diversity of Big Data in Artificial Intelligence: Focus on Retinal Diseases. Semin Ophthalmol 2023:1-9. [PMID: 36651834 DOI: 10.1080/08820538.2023.2168486] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Artificial intelligence (AI) applications in healthcare will have a potentially far-reaching impact on patient care, however issues regarding algorithmic bias and fairness have recently surfaced. There is a recognized lack of diversity in the available ophthalmic datasets, with 45% of the global population having no readily accessible representative images, leading to potential misrepresentations of their unique anatomic features and ocular pathology. AI applications in retinal disease may show less accuracy with underrepresented populations that may further widen the gap of health inequality if left unaddressed. Beyond disease symptomatology, social determinants of health must be integrated into our current paradigms of disease understanding, with the goal of more personalized care. AI has the potential to decrease global healthcare inequality, but it will need to be based on a more diverse, transparent and responsible use of healthcare data.
Collapse
Affiliation(s)
- Cris Martin P Jacoba
- Ophthalmology Department, Beetham Eye Institute, Joslin Diabetes Centre, Boston, MA, USA.,Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Leo Anthony Celi
- Division of Pulmonary, Critical Care and Pain Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA.,Harvard-MIT Health Sciences and Technology Division, Laboratory for Computational Physiology, Cambridge, MA, USA.,Department of Biostatistics, Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Alice C Lorch
- Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Ward Fickweiler
- Ophthalmology Department, Beetham Eye Institute, Joslin Diabetes Centre, Boston, MA, USA.,Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Lucia Sobrin
- Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Judy Wawira Gichoya
- Department of Radiology & Imaging Sciences, Emory University, Atlanta, GA, USA
| | - Lloyd P Aiello
- Ophthalmology Department, Beetham Eye Institute, Joslin Diabetes Centre, Boston, MA, USA.,Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Paolo S Silva
- Ophthalmology Department, Beetham Eye Institute, Joslin Diabetes Centre, Boston, MA, USA.,Massachusetts Eye and Ear Infirmary Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| |
Collapse
|
7
|
Sin TN, Kim S, Li Y, Wang J, Chen R, Chung SH, Kim S, Casanova MI, Park S, Smit-McBride Z, Sun N, Pomerantz O, Roberts JA, Guan B, Hufnagel RB, Moshiri A, Thomasy SM, Sieving PA, Yiu G. A Spontaneous Nonhuman Primate Model of Myopic Foveoschisis. Invest Ophthalmol Vis Sci 2023; 64:18. [PMID: 36689233 PMCID: PMC9896856 DOI: 10.1167/iovs.64.1.18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 01/05/2023] [Indexed: 01/24/2023] Open
Abstract
Purpose Foveoschisis involves the pathologic splitting of retinal layers at the fovea, which may occur congenitally in X-linked retinoschisis (XLRS) or as an acquired complication of myopia. XLRS is attributed to functional loss of the retinal adhesion protein retinoschisin 1 (RS1), but the pathophysiology of myopic foveoschisis is unclear due to the lack of animal models. Here, we characterized a novel nonhuman primate model of myopic foveoschisis through clinical examination and multimodal imaging followed by morphologic, cellular, and transcriptional profiling of retinal tissues and genetic analysis. Methods We identified a rhesus macaque with behavioral and anatomic features of myopic foveoschisis, and monitored disease progression over 14 months by fundus photography, fluorescein angiography, and optical coherence tomography (OCT). After necropsy, we evaluated anatomic and cellular changes by immunohistochemistry and transcriptomic changes using single-nuclei RNA-sequencing (snRNA-seq). Finally, we performed Sanger and whole exome sequencing with focus on the RS1 gene. Results Affected eyes demonstrated posterior hyaloid traction and progressive splitting of the outer plexiform layer on OCT. Immunohistochemistry showed increased GFAP expression in Müller glia and loss of ramified Iba-1+ microglia, suggesting macro- and microglial activation with minimal photoreceptor alterations. SnRNA-seq revealed gene expression changes predominantly in cones and retinal ganglion cells involving chromatin modification, suggestive of cellular stress at the fovea. No defects in the RS1 gene or its expression were detected. Conclusions This nonhuman primate model of foveoschisis reveals insights into how acquired myopic traction leads to phenotypically similar morphologic and cellular changes as congenital XLRS without alterations in RS1.
Collapse
Affiliation(s)
- Tzu-Ni Sin
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Sangbae Kim
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, United States
| | - Yumei Li
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, United States
| | - Jun Wang
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, United States
| | - Rui Chen
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas, United States
| | - Sook Hyun Chung
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Soohyun Kim
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
- Department of Surgical & Radiological Sciences, University of California Davis, Davis, California, United States
| | - M. Isabel Casanova
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
- Department of Surgical & Radiological Sciences, University of California Davis, Davis, California, United States
| | - Sangwan Park
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
- Department of Surgical & Radiological Sciences, University of California Davis, Davis, California, United States
| | - Zeljka Smit-McBride
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Ning Sun
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Ori Pomerantz
- California National Primate Research Center, Davis, California, United States
| | - Jeffrey A. Roberts
- California National Primate Research Center, Davis, California, United States
| | - Bin Guan
- Ophthalmic Genetics and Visual Function Branch, National Eye Institute, National Institutes of Health, Bethesda, Maryland, United States
| | - Robert B. Hufnagel
- Ophthalmic Genetics and Visual Function Branch, National Eye Institute, National Institutes of Health, Bethesda, Maryland, United States
| | - Ala Moshiri
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Sara M. Thomasy
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
- Department of Surgical & Radiological Sciences, University of California Davis, Davis, California, United States
| | - Paul A. Sieving
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| | - Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California Davis, Davis, California, United States
| |
Collapse
|
8
|
Fantaguzzi F, Zucchiatti I, Sacconi R, Bux AV, Prascina F, Bandello F, Querques G. Bilateral asymptomatic macular hypopigmentation in a young woman: multimodal imaging and pathogenetic hypothesis. Am J Ophthalmol Case Rep 2022; 28:101725. [PMCID: PMC9589140 DOI: 10.1016/j.ajoc.2022.101725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 10/06/2022] [Accepted: 10/09/2022] [Indexed: 11/25/2022] Open
Abstract
Purpose Observations Conclusions
Collapse
Affiliation(s)
- Federico Fantaguzzi
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Ilaria Zucchiatti
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Riccardo Sacconi
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Anna Valeria Bux
- Department of Ophthalmology, University of Foggia, Foggia, Italy
| | - Francesco Prascina
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Francesco Bandello
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy
| | - Giuseppe Querques
- Department of Ophthalmology, University Vita-Salute, IRCCS San Raffaele, Milan, Italy,Corresponding author.
| |
Collapse
|
9
|
Venkatesh R, Agrawal S, Reddy NG, Mangla R, Yadav NK, Chhablani J. Choroidal Melanocytic Hamartoma. J Clin Med 2022; 11:5983. [PMID: 36294307 PMCID: PMC9604492 DOI: 10.3390/jcm11205983] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Revised: 09/18/2022] [Accepted: 10/10/2022] [Indexed: 01/05/2024] Open
Abstract
We report on a case series that revealed flat, choroidal lesions on optical coherence tomography (OCT) and on enface MultiColor® (MCI) imaging of the fundus but were not noticeable on clinical examination or conventional color fundus images. This observational study included 12 eyes from 11 patients who had distinct, orange-colored lesions on MCI. Retinal imaging was conducted using conventional color fundus photography and OCT. On the color fundus images and the blue and green reflectance channels of MCI, each of the lesions was difficult to distinguish. On the infrared channel, the lesion was identified as bright white in color and bright orange on the multicolor image. The lesion was identified on OCT as a flat, homogeneous hyperreflective lesion involving the choroid, with an intact overlying retinal pigment epithelium and retinal layers. A comparison of the clinical and imaging features with other known entities led to the conclusion that the lesion was a distinct clinical entity. The presence of melanin in the lesion was confirmed based on the retinal imaging findings and the light absorption properties of melanin. As a result, the lesion was named as 'choroidal melanocytic hamartoma'. A longer follow-up is required to confirm the benign nature of this clinical entity.
Collapse
Affiliation(s)
- Ramesh Venkatesh
- Narayana Nethralaya, Department of Retina and Vitreous, #121/C, Chord Road, 1st R Block Rajaji Nagar, Bangalore 560010, India
| | - Sameeksha Agrawal
- Narayana Nethralaya, Department of Retina and Vitreous, #121/C, Chord Road, 1st R Block Rajaji Nagar, Bangalore 560010, India
| | - Nikitha Gurram Reddy
- Narayana Nethralaya, Department of Retina and Vitreous, #121/C, Chord Road, 1st R Block Rajaji Nagar, Bangalore 560010, India
| | - Rubble Mangla
- Narayana Nethralaya, Department of Retina and Vitreous, #121/C, Chord Road, 1st R Block Rajaji Nagar, Bangalore 560010, India
| | - Naresh Kumar Yadav
- Narayana Nethralaya, Department of Retina and Vitreous, #121/C, Chord Road, 1st R Block Rajaji Nagar, Bangalore 560010, India
| | - Jay Chhablani
- Medical Retina and Vitreoretinal Surgery, University of Pittsburgh School of Medicine, 203 Lothrop Street, Suite 800, Pittsburg, PA 15213, USA
| |
Collapse
|
10
|
Kim YH, Togloom A, Oh J. Correlation Between Hyperreflective Foci in the Choroid and Choroidal Discoloration in Vogt-Koyanagi-Harada Disease. Invest Ophthalmol Vis Sci 2022; 63:27. [PMID: 36006654 PMCID: PMC9428358 DOI: 10.1167/iovs.63.9.27] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To investigate the distribution of hyperreflective choroidal foci (HCF) in eyes with Vogt-Koyanagi-Harada (VKH) disease. Methods We included 22 eyes of 11 patients with VKH disease in the convalescent stages and 22 eyes of age- and sex-matched normal controls. HCF were quantified using en face optical coherence tomography (OCT) images of the choroid, and the degree of fundus pigmentation was determined by the color balance of the fundus photographs. The results were then analyzed between the eyes with and without sunset glow fundus (SGF). Results The median age of patients with VKH disease was 58.0 (range 54.0–65.0) years, and median disease duration was 66.4 (range 8.5–147.7) months. In 22 eyes with VKH, the number and total area of HCF were correlated with the degree of fundus pigmentation (ρ = −0.671, P < 0.001; ρ = −0.612, P = 0.002, respectively). The number of HCF was significantly smaller in VKH disease–affected eyes with SGF (median, interquartile range; 134.6, 110.0–159.2) than in those without SGF (229.0, 197.0–261.0) and the eyes of normal controls (211.8, 190.3–233.4). Conclusions HCF distributions correlated with the degree of fundus pigmentation in eyes with VKH disease. Quantitative measurements of HCF on en face OCT images can be a novel tool in evaluating choroidal pigmentation in patients with VKH disease.
Collapse
Affiliation(s)
- Young Ho Kim
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| | - Ariunaa Togloom
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| | - Jaeryung Oh
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| |
Collapse
|
11
|
Chauhan P, Kho AM, FitzGerald P, Shibata B, Srinivasan VJ. Subcellular Comparison of Visible-Light Optical Coherence Tomography and Electron Microscopy in the Mouse Outer Retina. Invest Ophthalmol Vis Sci 2022; 63:10. [PMID: 35943734 PMCID: PMC9379865 DOI: 10.1167/iovs.63.9.10] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 06/30/2022] [Indexed: 11/24/2022] Open
Abstract
Purpose We employed in vivo, 1.0-µm axial resolution visible-light optical coherence tomography (OCT) and ex vivo electron microscopy (EM) to investigate three subcellular features in the mouse outer retina: reflectivity oscillations inner to band 1 (study 1); hyperreflective band 2, attributed to the ellipsoid zone or inner segment/outer segment (IS/OS) junction (study 2); and the hyperreflective retinal pigment epithelium (RPE) within band 4 (study 3). Methods Pigmented (C57BL/6J, n = 10) and albino (BALB/cJ, n = 3) mice were imaged in vivo. Enucleated eyes were processed for light and electron microscopy. Using well-accepted reference surfaces, we compared micrometer-scale axial reflectivity of visible-light OCT with subcellular organization, as revealed by 9449 annotated EM organelles and features across four pigmented eyes. Results In study 1, outer nuclear layer reflectivity peaks coincided with valleys in heterochromatin clump density (-0.34 ± 2.27 µm limits of agreement [LoA]). In study 2, band 2 depth on OCT and IS/OS junction depth on EM agreed (-0.57 ± 0.76 µm LoA), with both having similar distributions. In study 3, RPE electron dense organelle distribution did not agree with reflectivity in C57BL/6J mice, with OCT measures of RPE thickness exceeding those of EM (2.09 ± 0.89 µm LoA). Finally, RPE thickness increased with age in pigmented mice (slope = 0.056 µm/mo; P = 6.8 × 10-7). Conclusions Visible-light OCT bands arise from subcellular organization, enabling new measurements in mice. Quantitative OCT-EM comparisons may be confounded by hydration level, particularly in the OS and RPE. Caution is warranted in generalizing results to other species.
Collapse
Affiliation(s)
- Pooja Chauhan
- Department of Radiology, NYU Langone Health, New York, New York, United States
| | - Aaron M. Kho
- Department of Biomedical Engineering, University of California Davis, Davis, California, United States
| | - Paul FitzGerald
- Department of Cell Biology and Human Anatomy, University of California Davis, Davis, California, United States
| | - Bradley Shibata
- Biological Electron Microscopy Facility, University of California Davis, Davis, California, United States
| | - Vivek J. Srinivasan
- Department of Radiology, NYU Langone Health, New York, New York, United States
- Department of Biomedical Engineering, University of California Davis, Davis, California, United States
- Department of Ophthalmology, NYU Langone Health, New York, New York, United States
| |
Collapse
|
12
|
Kim YH, Oh J. Comparison of choroidal hyperreflective spots on optical coherence tomography images between both eyes of normal subjects. Quant Imaging Med Surg 2022; 12:920-935. [PMID: 35111594 DOI: 10.21037/qims-21-637] [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: 06/18/2021] [Accepted: 08/04/2021] [Indexed: 11/06/2022]
Abstract
Background Advancement of optical coherence tomography (OCT) technology allows for better in vivo visualization of the choroidal architecture, which comprises vessels and stroma. However, most OCT studies using image binarization methods have focused only on choroidal vessels represented by dark pixels. This study aimed to compare the distribution of choroidal hyperreflective spots on swept-source OCT (SS-OCT) images between both eyes of normal subjects. Methods In this observational comparative study, we included SS-OCT images of healthy subjects, which were prospectively obtained to compare images among the devices. SS-OCT images acquired using PLEX Elite 9000 and DRI-OCT Triton were analyzed. En-face OCT images were obtained at five different depth positions of the inner choroid at the macula. The mean reflectivity of the choroidal slabs, the number, total area, and circularity of hyperreflective spots were quantitatively compared between the devices and between both eyes of the same subjects. Results In 30 eyes of 15 healthy subjects, the mean reflectivity of the choroidal slabs varied with the scan depth on both devices (P<0.001 and P<0.001). Hyperreflective spots were similarly distributed in the images from both devices, but at different depths. The number and area of hyperreflective spots in the second and third layers of the DRI-OCT Triton were positively correlated with those in the fourth and fifth layers of the PLEX Elite 9000, respectively (all P<0.05). The intraclass correlation coefficients (ICC) for the area of hyperreflective spots were excellent for the third slab of the DRI-OCT and the fifth slab of the PLEX Elite (ICC =0.798; 95% CI, -0.576-0.904). The number and area of hyperreflective spots were correlated between both eyes in the third, fourth and fifth layers on DRI-OCT Triton (all P<0.05) and in the first, second, and fifth layers on PLEX Elite 9000 (all P<0.05). Conclusions Hyperreflective spots in en-face images from two different SS-OCT devices were similarly observed between both eyes of the same person. The distributions of spots between the two eyes of the same person were correlated. These findings suggest that the distribution of hyperreflective spots on the choroid reflects the choroidal characteristics of the subject.
Collapse
Affiliation(s)
- Young Ho Kim
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| | - Jaeryung Oh
- Department of Ophthalmology, Korea University College of Medicine, Seoul, Korea
| |
Collapse
|
13
|
Cipriano M, Schlünder K, Probst C, Linke K, Weiss M, Fischer MJ, Mesch L, Achberger K, Liebau S, Mesquida M, Nicolini V, Schneider A, Giusti AM, Kustermann S, Loskill P. Human immunocompetent choroid-on-chip: a novel tool for studying ocular effects of biological drugs. Commun Biol 2022; 5:52. [PMID: 35027657 PMCID: PMC8758775 DOI: 10.1038/s42003-021-02977-3] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Accepted: 12/03/2021] [Indexed: 12/23/2022] Open
Abstract
Disorders of the eye leading to visual impairment are a major issue that affects millions of people. On the other side ocular toxicities were described for e.g. molecularly targeted therapies in oncology and may hamper their development. Current ocular model systems feature a number of limitations affecting human-relevance and availability. To find new options for pharmacological treatment and assess mechanisms of toxicity, hence, novel complex model systems that are human-relevant and readily available are urgently required. Here, we report the development of a human immunocompetent Choroid-on-Chip (CoC), a human cell-based in vitro model of the choroid layer of the eye integrating melanocytes and microvascular endothelial cells, covered by a layer of retinal pigmented epithelial cells. Immunocompetence is achieved by perfusion of peripheral immune cells. We demonstrate controlled immune cell recruitment into the stromal compartments through a vascular monolayer and in vivo-like cytokine release profiles. To investigate applicability for both efficacy testing of immunosuppressive compounds as well as safety profiling of immunoactivating antibodies, we exposed the CoCs to cyclosporine and tested CD3 bispecific antibodies.
Collapse
Affiliation(s)
- Madalena Cipriano
- Institute for Biomedical Engineering, Eberhard Karls University Tübingen, Tübingen, Germany
- 3R-Center for In vitro Models and Alternatives to Animal Testing, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Katharina Schlünder
- Institute for Biomedical Engineering, Eberhard Karls University Tübingen, Tübingen, Germany
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Reutlingen, Germany
| | - Christopher Probst
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart, Germany
| | - Kirstin Linke
- Fraunhofer Institute for Interfacial Engineering and Biotechnology IGB, Stuttgart, Germany
| | - Martin Weiss
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Reutlingen, Germany
- Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Mona Julia Fischer
- Institute for Biomedical Engineering, Eberhard Karls University Tübingen, Tübingen, Germany
| | - Lena Mesch
- Department of Women's Health, Research Institute for Women's Health, Eberhard Karls University Tübingen, Tübingen, Germany
- Institute of Neuroanatomy & Developmental Biology (INDB), Eberhard Karls University Tübingen, Tübingen, Germany
| | - Kevin Achberger
- Institute of Neuroanatomy & Developmental Biology (INDB), Eberhard Karls University Tübingen, Tübingen, Germany
| | - Stefan Liebau
- Institute of Neuroanatomy & Developmental Biology (INDB), Eberhard Karls University Tübingen, Tübingen, Germany
| | - Marina Mesquida
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Valeria Nicolini
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Anneliese Schneider
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Zurich, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Anna Maria Giusti
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Zurich, F. Hoffmann-La Roche Ltd., Basel, Switzerland
| | - Stefan Kustermann
- Pharmaceutical Sciences, Roche Pharma Research and Early Development, Roche Innovation Center Basel, F. Hoffmann-La Roche Ltd., Basel, Switzerland.
| | - Peter Loskill
- Institute for Biomedical Engineering, Eberhard Karls University Tübingen, Tübingen, Germany.
- 3R-Center for In vitro Models and Alternatives to Animal Testing, Eberhard Karls University Tübingen, Tübingen, Germany.
- NMI Natural and Medical Sciences Institute at the University of Tübingen, Reutlingen, Germany.
| |
Collapse
|
14
|
Hyperreflective foci in the choroid of normal eyes. Graefes Arch Clin Exp Ophthalmol 2021; 260:759-769. [PMID: 34674030 DOI: 10.1007/s00417-021-05469-6] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 08/11/2021] [Accepted: 10/15/2021] [Indexed: 10/20/2022] Open
Abstract
PURPOSE To investigate hyperreflective choroidal foci (HCF) using en face swept-source optical coherence tomography (SS-OCT) and determine the factors that contribute to the distribution of HCF in normal eyes. METHODS In this retrospective study, we included healthy eyes with a normal fundus. HCF were defined as hyperreflective spots on en face SS-OCT images. The number, mean area, total area, and circularity of the HCF were compared with various choroid measurements obtained using SS-OCT, SS-OCT angiography, and fundus photography. RESULTS We investigated 51 eyes from 51 patients. The mean patient age was 56.0 ± 14.7 years, and 32 (62.7%) were female. The number and total area of HCF did not differ between the female and male patients and the right and left eyes. The number of HCF was correlated with the stromal area of the choroid (r = 0.291, P = 0.040) and subfoveal choroidal vascularity index (r = - 0.364, P = 0.009). The total area of HCF was correlated with the stromal area of the choroid (r = 0.283, P = 0.045). However, the number and total area of HCF were not correlated with age, degree of macular tessellation, subfoveal choroidal thickness, and choriocapillaris vascular density and flow void area. CONCLUSION HCF were observed in normal eyes, and their distribution was associated with the underlying stromal component of the choroid. The results of this study can be used as a reference for determining abnormal hyperreflective foci in the choroid of the eyes with various diseases.
Collapse
|
15
|
Yazdani N, Ehsaei A, Hoseini-Yazdi H, Shoeibi N, Alonso-Caneiro D, Collins MJ. Wide-field choroidal thickness and vascularity index in myopes and emmetropes. Ophthalmic Physiol Opt 2021; 41:1308-1319. [PMID: 34487376 DOI: 10.1111/opo.12875] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Revised: 07/10/2021] [Accepted: 07/12/2021] [Indexed: 12/12/2022]
Abstract
PURPOSE To study regional variations in choroidal thickness (CT), luminal thickness and stromal thickness of the choroid, and choroidal vascularity index (CVI) in low myopic and emmetropic eyes using wide-field optical coherence tomography (OCT). METHODS Sixty-nine healthy young adults between 20 and 38 years of age participated in this study, including 40 low myopes (mean ± SD spherical equivalent (MSE) refractive error: -3.00 ± 1.39 D, range: -6.00 to -0.62 D) and 29 emmetropes (MSE: -0.05 ± 0.09 D, range: -0.25 to +0.12 D). Wide-field CT, luminal thickness, stromal thickness and CVI were measured across five eccentricities (fovea, parafovea, perifovea; near-periphery and periphery) and four quadrants (nasal, temporal, inferior and superior), in vertical and horizontal meridians, while controlling for a range of extraneous factors potentially influencing the CT. Custom-written software was used to segment and binarize the OCT images. RESULTS Wide-field CT, luminal thickness and stromal thickness, averaged across all participants, exhibited significant topographical variation, with the foveal (379 ± 8 µm, 200 ± 4 µm, 179 ± 4 µm, respectively) and peripheral (275 ± 8 µm, 161 ± 4 µm, 114 ± 4 µm, respectively) regions presenting the thickest and thinnest regions (all p < 0.001). Wide-field CVI showed a progressively higher percentage (greater vascularity) with increasing eccentricity from the fovea towards the periphery (p < 0.001). Macular CT and stromal choroidal thickness were significantly thinner in myopes compared to emmetropes (p < 0.05). Myopes (55.7 ± 0.3%) showed a slightly higher CVI compared with emmetropes (54.4 ± 0.4%) (p < 0.05). CONCLUSIONS Low myopia in young adults was associated with significant choroidal thinning across the macular, but not extramacular regions, with this decrease in choroidal thickness mostly attributed to thinning in the stromal component of the choroid, rather than the luminal (vascular) component.
Collapse
Affiliation(s)
- Negareh Yazdani
- Student Research Committee, Mashhad University of Medical Sciences, Mashhad, Iran.,Department of Optometry, School of Paramedical Sciences, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Asieh Ehsaei
- Department of Optometry, School of Paramedical Sciences, Mashhad University of Medical Sciences, Mashhad, Iran.,Refractive Errors Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Hosein Hoseini-Yazdi
- Contact Lens and Visual Optics Laboratory, Centre for Vision and Eye Research, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Nasser Shoeibi
- Eye Research Centre, Mashhad University of Medical Sciences, Mashhad, Iran
| | - David Alonso-Caneiro
- Contact Lens and Visual Optics Laboratory, Centre for Vision and Eye Research, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Queensland, Australia
| | - Michael J Collins
- Contact Lens and Visual Optics Laboratory, Centre for Vision and Eye Research, School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Queensland, Australia
| |
Collapse
|
16
|
Lejoyeux R, Benillouche J, Ong J, Errera MH, Rossi EA, Singh SR, Dansingani KK, da Silva S, Sinha D, Sahel JA, Freund KB, Sadda SR, Lutty GA, Chhablani J. Choriocapillaris: Fundamentals and advancements. Prog Retin Eye Res 2021; 87:100997. [PMID: 34293477 DOI: 10.1016/j.preteyeres.2021.100997] [Citation(s) in RCA: 57] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 07/02/2021] [Accepted: 07/13/2021] [Indexed: 12/19/2022]
Abstract
The choriocapillaris is the innermost structure of the choroid that directly nourishes the retinal pigment epithelium and photoreceptors. This article provides an overview of its hemovasculogenesis development to achieve its final architecture as a lobular vasculature, and also summarizes the current histological and molecular knowledge about choriocapillaris and its dysfunction. After describing the existing state-of-the-art tools to image the choriocapillaris, we report the findings in the choriocapillaris encountered in the most frequent retinochoroidal diseases including vascular diseases, inflammatory diseases, myopia, pachychoroid disease spectrum disorders, and glaucoma. The final section focuses on the development of imaging technology to optimize visualization of the choriocapillaris as well as current treatments of retinochoroidal disorders that specifically target the choriocapillaris. We conclude the article with pertinent unanswered questions and future directions in research for the choriocapillaris.
Collapse
Affiliation(s)
| | | | - Joshua Ong
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
| | - Marie-Hélène Errera
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
| | - Ethan A Rossi
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; Department of Bioengineering, University of Pittsburgh Swanson School of Engineering, Pittsburgh, PA 15213, USA
| | - Sumit R Singh
- Jacobs Retina Center, Shiley Eye Institute, University of California San Diego, San Diego, CA, USA
| | - Kunal K Dansingani
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
| | - Susana da Silva
- Department of Ophthalmology and Department of Developmental Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA
| | - Debasish Sinha
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; Department of Cell Biology and Center for Biologic Imaging, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - José-Alain Sahel
- Rothschild Foundation, 75019, Paris, France; Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA; Sorbonne Université, INSERM, CNRS, Institut de la Vision, Paris, France; CHNO des Quinze-Vingts, INSERM-DGOS CIC 1423, Paris, France
| | - K Bailey Freund
- LuEsther T. Mertz Retinal Research Center, Manhattan Eye, Ear, and Throat Hospital, New York, NY, USA; Vitreous Retina Macula Consultants of New York, New York, NY, USA; Department of Ophthalmology, New York University of Medicine, New York, NY, USA; Edward S. Harkness Eye Institute, Columbia University Medical Center, New York, NY, USA
| | - SriniVas R Sadda
- Doheny Image Reading Center, Doheny Eye Institute, Los Angeles, CA, 90033, USA; Department of Ophthalmology, David Geffen School of Medicine at UCLA, Los Angeles, CA, USA
| | - Gerard A Lutty
- Wilmer Ophthalmological Institute, Johns Hopkins Hospital, Baltimore, MD, 21287, USA
| | - Jay Chhablani
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA.
| |
Collapse
|
17
|
Lin KH, Tran T, Kim S, Park S, Stout JT, Chen R, Rogers J, Yiu G, Thomasy S, Moshiri A. Advanced Retinal Imaging and Ocular Parameters of the Rhesus Macaque Eye. Transl Vis Sci Technol 2021; 10:7. [PMID: 34111251 PMCID: PMC8107642 DOI: 10.1167/tvst.10.6.7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To determine the range of normal ocular biometry and perform advanced retinal imaging and functional assessment of the rhesus macaque eye. Methods We performed ocular phenotyping on rhesus macaques at the California National Primate Research Center. This process consisted of anterior and posterior segment eye examination by ophthalmologists, advanced retinal imaging, and functional retinal electrophysiology. Results Full eye examinations were performed on 142 animals, consisting of pupillary light reflex, tonometry, external examination and photography, anterior slit lamp examination, and posterior segment examination by indirect ophthalmoscopy. Ages of the rhesus macaques ranged from 0.7 to 29 years (mean, 16.4 ± 7.5 years). Anterior segment measurements such as intraocular pressure (n = 142), corneal thickness (n = 84), lens thickness (n = 114), and axial length (n = 114) were acquired. Advanced retinal imaging in the form of fundus photography (n = 78), optical coherence tomography (n = 60), and quantitative autofluorescence (n = 44) was obtained. Electroretinography (n = 75) was used to assay retinal function. Quantitative analyses of the macular structure, retinal layer segmentation, and rod and cone photoreceptor electrical responses are reported. Quantitative assessments were made and variations between sexes were analyzed to compare with established sex changes in human eyes. Conclusions The rhesus macaque has an ocular structure and function very similar to that of the human eye. In particular macular structure and retinal function is very similar to humans, making this species particularly useful for the study of macular biology and development of therapies for cone photoreceptor disorders. Translational Relevance Rhesus macaques are an ideal model for future vision science studies of human eye diseases.
Collapse
Affiliation(s)
- Kira H Lin
- William R. Pritchard Veterinary Medical Teaching Hospital, School of Veterinary Medicine, University of California-Davis, Davis, CA, USA
| | - Tu Tran
- Department of Ophthalmology & Vision Science, School of Medicine, University of California-Davis, Sacramento, CA, USA
| | - Soohyun Kim
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California-Davis, Davis, CA, USA
| | - Sangwan Park
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California-Davis, Davis, CA, USA
| | - J Timothy Stout
- Department of Ophthalmology, Cullen Eye Institute, Baylor College of Medicine, Houston, TX, USA
| | - Rui Chen
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.,Department of Biochemistry and Molecular Biology, Baylor College of Medicine, Houston, TX, USA
| | - Jeffrey Rogers
- Human Genome Sequencing Center and Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA
| | - Glenn Yiu
- Department of Ophthalmology & Vision Science, School of Medicine, University of California-Davis, Sacramento, CA, USA
| | - Sara Thomasy
- Department of Ophthalmology & Vision Science, School of Medicine, University of California-Davis, Sacramento, CA, USA.,Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California-Davis, Davis, CA, USA
| | - Ala Moshiri
- Department of Ophthalmology & Vision Science, School of Medicine, University of California-Davis, Sacramento, CA, USA
| |
Collapse
|
18
|
Naftali Ben Haim L, Moisseiev E. Drug Delivery via the Suprachoroidal Space for the Treatment of Retinal Diseases. Pharmaceutics 2021; 13:pharmaceutics13070967. [PMID: 34206925 PMCID: PMC8309112 DOI: 10.3390/pharmaceutics13070967] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2021] [Revised: 06/18/2021] [Accepted: 06/22/2021] [Indexed: 02/06/2023] Open
Abstract
The suprachoroidal space (SCS), a potential space between the sclera and choroid, is becoming an applicable method to deliver therapeutics to the back of the eye. In recent years, a vast amount of research in the field has been carried out, with new discoveries in different areas of interest, such as imaging, drug delivery methods, pharmacokinetics, pharmacotherapies in preclinical and clinical trials and advanced therapies. The SCS can be visualized via advanced techniques of optical coherence tomography (OCT) in eyes with different pathologies, and even in healthy eyes. Drugs can be delivered easily and safely via hollow microneedles fitted to the length of the approximate thickness of the sclera. SCS injections were found to reach greater baseline concentrations in the target layers compared to intravitreal (IVT) injection, while agent clearance was faster with highly aqueous soluble molecules. Clinical trials with SCS injection of triamcinolone acetonide (TA) were executed with promising findings for patients with noninfectious uveitis (NIU), NIU implicated with macular edema and diabetic macular edema (DME). Gene therapy is evolving rapidly with viral and non-viral vectors that were found to be safe and efficient in preclinical trials. Here, we review these novel different aspects and new developments in clinical treatment of the posterior segment of the eye.
Collapse
Affiliation(s)
- Liron Naftali Ben Haim
- Department of Ophthalmology, Meir Medical Center, Kfar Saba, 59 Tshernichovsky St., Kfar Saba 4428164, Israel;
- The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
- Correspondence: ; Tel.: +972-97471527; Fax: +972-97472427
| | - Elad Moisseiev
- Department of Ophthalmology, Meir Medical Center, Kfar Saba, 59 Tshernichovsky St., Kfar Saba 4428164, Israel;
- The Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 6997801, Israel
| |
Collapse
|
19
|
Abstract
Blood supply is known to be required for tumor growth and metastasis, and the formation of the tumor's own vasculature plays a critical role in the development of solid neoplasms. The method of optical coherence tomography angiography (OCTA) is considered promising for the study of angioarchitectonics. PURPOSE To evaluate the OCTA signs of choroidal melanoma (CM) depending on its sizes. MATERIAL AND METHODS The study included 24 patients with CM (24 eyes, of them with small CM - 22 eyes) aged 55.0±12.08 years (37 to 80 years old) with mean prominence of 2.35±0.87 mm (1.0 to 4.7 mm). RESULTS AND DISCUSSION Retinal vascular attenuation in the tumor area was observed in 21 eyes. Changes in angioarchitectonics in the area of CM localization can be detected at a thickness of 1 mm, and the tumor's own vasculature - starting with a thickness of 1.4 mm. The development of vascular changes in CM can be represented as follows: initially, with CM prominence of up to 1.4 mm, indirect signs of increased blood flow in the overlaying choriocapillaris layer are visualized, most likely due to its compression; as the tumor grows and its thickness increases in its most dominant part, the choriocapillaris layer is completely destroyed, which leads to reactive expansion of the choroidal capillaries along the layer's edges. This is manifested as attenuation of the vascular signal in the central part of the tumor and its intensification along its edges. In the meantime, collaterals begin to form in the deep vascular plexus of the retina. Later on, chaotic vascular arches begin to form in the inner layers of the choroid along the tumor edge; as the tumor grows, they anastomose with the retinal vessels. Identification of the tumor's own vessels in the deeper-lying layers is possible with tumor prominence of at least 1.4 mm. At the level of the deep choroidal layers, the tumor's vascular pattern is more consistent with the angiographic data and patterns of vasculogenic mimicry described in literature. CONCLUSION Changes in angioarchitectonics in the area of CM localization can be detected at a thickness of 1 mm, and the tumor's own vasculature - starting with a thickness of 1.4 mm. The vascular pattern at the level of the deep choroidal layers best corresponds to the reported angiographic picture and patterns of vasculogenic mimicry.
Collapse
|
20
|
Chung SH, Mollhoff IN, Mishra A, Sin TN, Ngo T, Ciulla T, Sieving P, Thomasy SM, Yiu G. Host Immune Responses after Suprachoroidal Delivery of AAV8 in Nonhuman Primate Eyes. Hum Gene Ther 2021; 32:682-693. [PMID: 33446041 PMCID: PMC8312020 DOI: 10.1089/hum.2020.281] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
The suprachoroid is a potential space located between the sclera and choroid of the eye, which provides a novel route for ocular drug or viral vector delivery. Suprachoroidal injection of adeno-associated virus (AAV)8 using transscleral microneedles enables widespread transgene expression in eyes of nonhuman primates, but may cause intraocular inflammation. We characterized the host humoral and cellular immune responses after suprachoroidal delivery of AAV8 expressing green fluorescent protein (GFP) in rhesus macaques, and found that it can induce mild chorioretinitis that resolves after systemic corticosteroid administration, with recovery of photoreceptor morphology, but persistent immune cell infiltration after 3 months, corresponding to a loss of GFP expression from retinal pigment epithelial cells, but persistent expression in scleral fibroblasts. Suprachoroidal AAV8 triggered B cell and T cell responses against GFP, but only mild antibody responses to the viral capsid compared to intravitreal injections of the same vector and dose. Systemic biodistribution studies showed lower AAV8 levels in liver and spleen after suprachoroidal injection compared with intravitreal delivery. Our findings suggest that suprachoroidal AAV8 primarily triggers host immune responses to GFP, likely due to sustained transgene expression in scleral fibroblasts outside the blood-retinal barrier, but elicits less humoral immune reactivity to the viral capsid than intravitreal delivery due to lower egress into systemic circulation. As GFP is not native to primates and not a clinically relevant transgene, suprachoroidal AAV delivery of human transgenes may have significant translational potential for retinal gene therapy.
Collapse
Affiliation(s)
- Sook Hyun Chung
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| | - Iris Natalie Mollhoff
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| | - Alaknanda Mishra
- Department of Cell Biology and Human Anatomy, University of California Davis, Davis, California, USA
| | - Tzu-Ni Sin
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| | - Taylor Ngo
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| | - Thomas Ciulla
- Department of Clearside Biomedical, Inc., Alpharetta, Georgia, USA
| | - Paul Sieving
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| | - Sara M Thomasy
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA.,Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California Davis, Davis, California, USA
| | - Glenn Yiu
- Department of Ophthalmology and Vision Science, University of California Davis, Davis, California, USA
| |
Collapse
|
21
|
Cioanca AV, Wu C(S, Natoli R, Conway RM, McCluskey PJ, Jager MJ, Sitiwin EI, Eamegdool SS, Madigan MC. The role of melanocytes in the human choroidal microenvironment and inflammation: Insights from the transcriptome. Pigment Cell Melanoma Res 2021; 34:928-945. [DOI: 10.1111/pcmr.12972] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 02/22/2021] [Accepted: 03/13/2021] [Indexed: 12/23/2022]
Affiliation(s)
- Adrian V. Cioanca
- John Curtin School of Medical Research The Australian National University Canberra ACT Australia
| | - Chieh‐Lin (Stanley) Wu
- School of Optometry and Vision Science University of NSW Sydney NSW Australia
- Save Sight Institute University of Sydney Sydney NSW Australia
| | - Riccardo Natoli
- John Curtin School of Medical Research The Australian National University Canberra ACT Australia
| | - R. Max Conway
- Save Sight Institute University of Sydney Sydney NSW Australia
| | | | - Martine J Jager
- Department of Ophthalmology Leiden University Medical Center Leiden The Netherlands
| | | | - Steven S. Eamegdool
- Save Sight Institute University of Sydney Sydney NSW Australia
- Eye Genetics Research Unit Children’s Medical Research Institute Westmead Hospital Westmead NSW Australia
| | - Michele C. Madigan
- School of Optometry and Vision Science University of NSW Sydney NSW Australia
- Save Sight Institute University of Sydney Sydney NSW Australia
| |
Collapse
|
22
|
Zhang T, Kho AM, Yiu G, Srinivasan VJ. Visible Light Optical Coherence Tomography (OCT) Quantifies Subcellular Contributions to Outer Retinal Band 4. Transl Vis Sci Technol 2021; 10:30. [PMID: 34003965 PMCID: PMC7998011 DOI: 10.1167/tvst.10.3.30] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 02/17/2021] [Indexed: 01/07/2023] Open
Abstract
Purpose To use visible light optical coherence tomography (OCT) to investigate subcellular reflectivity contributions to the outermost (4th) of the retinal hyperreflective bands visualized by current clinical near-infrared (NIR) OCT. Methods Visible light OCT, with 1.0 µm axial resolution, was performed in 28 eyes of 19 human subjects (21-57 years old) without history of ocular pathology. Two foveal and three extrafoveal hyperreflective zones were consistently depicted within band 4 in all eyes. The two outermost hyperreflective bands, occasionally visualized by NIR OCT, were presumed to be the retinal pigment epithelium (RPE) and Bruch's membrane (BM). RPE thickness, BM thickness, and RPE interior reflectivity were quantified topographically across the macula. Results A method for correcting RPE multiple scattering tails was found to both improve the Gaussian goodness-of-fit for the BM intensity profile and reduce the coefficient of variation of BM thickness in vivo. No major topographical differences in macular BM thickness were noted. RPE thickness decreased with increasing eccentricity. Visible light OCT signal intensity in the RPE was weighted to the apical side and attenuated more across the RPE in the fovea than peripherally. Conclusions Morphometry of the presumed RPE and BM bands is consistent with known anatomy. Weighting of RPE reflectivity toward the apical side suggests that melanosomes are the predominant contributors to RPE backscattering and signal attenuation in young eyes. Translational Relevance By enabling morphometric analysis of the RPE and BM, visible light OCT deciphers the main reflectivity contributions to outer retinal band 4, commonly visualized by commercial OCT systems.
Collapse
Affiliation(s)
- Tingwei Zhang
- Department of Biomedical Engineering, University of California Davis, Davis, California, USA
| | - Aaron M. Kho
- Department of Biomedical Engineering, University of California Davis, Davis, California, USA
| | - Glenn Yiu
- Department of Ophthalmology and Vision Science, University of California Davis, Davis School of Medicine, Sacramento, California, USA
| | - Vivek J. Srinivasan
- Department of Biomedical Engineering, University of California Davis, Davis, California, USA
- Department of Ophthalmology and Vision Science, University of California Davis, Davis School of Medicine, Sacramento, California, USA
- Department of Ophthalmology, New York University Langone Health, New York, New York, USA
- Department of Radiology, New York University Langone Health, New York, New York, USA
- Tech4Health Institute, New York University Langone Health, New York, New York, USA
| |
Collapse
|
23
|
Burlina P, Joshi N, Paul W, Pacheco KD, Bressler NM. Addressing Artificial Intelligence Bias in Retinal Diagnostics. Transl Vis Sci Technol 2021; 10:13. [PMID: 34003898 PMCID: PMC7884292 DOI: 10.1167/tvst.10.2.13] [Citation(s) in RCA: 38] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2020] [Accepted: 09/02/2020] [Indexed: 01/03/2023] Open
Abstract
Purpose This study evaluated generative methods to potentially mitigate artificial intelligence (AI) bias when diagnosing diabetic retinopathy (DR) resulting from training data imbalance or domain generalization, which occurs when deep learning systems (DLSs) face concepts at test/inference time they were not initially trained on. Methods The public domain Kaggle EyePACS dataset (88,692 fundi and 44,346 individuals, originally diverse for ethnicity) was modified by adding clinician-annotated labels and constructing an artificial scenario of data imbalance and domain generalization by disallowing training (but not testing) exemplars for images of retinas with DR warranting referral (DR-referable) from darker-skin individuals, who presumably have greater concentration of melanin within uveal melanocytes, on average, contributing to retinal image pigmentation. A traditional/baseline diagnostic DLS was compared against new DLSs that would use training data augmented via generative models for debiasing. Results Accuracy (95% confidence intervals [CIs]) of the baseline diagnostics DLS for fundus images of lighter-skin individuals was 73.0% (66.9% to 79.2%) versus darker-skin of 60.5% (53.5% to 67.3%), demonstrating bias/disparity (delta = 12.5%; Welch t-test t = 2.670, P = 0.008) in AI performance across protected subpopulations. Using novel generative methods for addressing missing subpopulation training data (DR-referable darker-skin) achieved instead accuracy, for lighter-skin, of 72.0% (65.8% to 78.2%), and for darker-skin, of 71.5% (65.2% to 77.8%), demonstrating closer parity (delta = 0.5%) in accuracy across subpopulations (Welch t-test t = 0.111, P = 0.912). Conclusions Findings illustrate how data imbalance and domain generalization can lead to disparity of accuracy across subpopulations, and show that novel generative methods of synthetic fundus images may play a role for debiasing AI. Translational Relevance New AI methods have possible applications to address potential AI bias in DR diagnostics from fundus pigmentation, and potentially other ophthalmic DLSs too.
Collapse
Affiliation(s)
- Philippe Burlina
- Applied Physics Laboratory, The Johns Hopkins University, Baltimore, MD, USA
- Retina Division, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Malone Center for Engineering in Healthcare and Dept. of Computer Science, The Johns Hopkins University, Baltimore, MD, USA
| | - Neil Joshi
- Applied Physics Laboratory, The Johns Hopkins University, Baltimore, MD, USA
| | - William Paul
- Applied Physics Laboratory, The Johns Hopkins University, Baltimore, MD, USA
| | - Katia D. Pacheco
- Retina Division, Department of Ophthalmology, Brazilian Center of Vision (CBV) Eye Hospital, Brasilia, DF, Brazil
| | - Neil M. Bressler
- Retina Division, Wilmer Eye Institute, The Johns Hopkins University School of Medicine, Baltimore, MD, USA
| |
Collapse
|
24
|
Tran TM, Kim S, Lin KH, Chung SH, Park S, Sazhnyev Y, Wang Y, Cunefare D, Farsiu S, Thomasy SM, Moshiri A, Yiu G. Quantitative Fundus Autofluorescence in Rhesus Macaques in Aging and Age-Related Drusen. Invest Ophthalmol Vis Sci 2021; 61:16. [PMID: 32663290 PMCID: PMC7425688 DOI: 10.1167/iovs.61.8.16] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Purpose To employ quantitative fundus autofluorescence (qAF) imaging in rhesus macaques to noninvasively assess retinal pigment epithelial (RPE) lipofuscin in nonhuman primates (NHPs) as a model of aging and age-related macular degeneration (AMD). Methods The qAF imaging was performed on eyes of 26 rhesus macaques (mean age 18.8 ± 8.2 years, range 4–27 years) with normal-appearing fundus or with age-related soft drusen using a confocal scanning laser ophthalmoscope with 488 nm excitation and an internal fluorescence reference. Eyes with soft drusen also underwent spectral-domain optical coherence tomography imaging to measure drusen volume and height of individual drusen lesions. The qAF levels were measured from the perifoveal annular ring (quantitative autofluorescence 8 [qAF8]) using the Delori grid, as well as focally over individual drusen lesions in this region. The association between qAF levels and age, sex, and drusen presence and volume were determined using multivariable regression analysis. Results Mean qAF levels increased with age (P < 0.001) and were higher in females (P = 0.047). Eyes with soft drusen exhibited reduced mean qAF compared with age-matched normal eyes (P = 0.003), with greater drusen volume showing a trend toward decreased qAF levels. However, qAF levels are focally increased over most individual drusen (P < 0.001), with larger drusen appearing more hyperautofluorescent (R2 = 0.391, P < 0.001). Conclusions In rhesus macaques, qAF levels are increased with age and female sex, but decreased in eyes with soft drusen, similar to human AMD. However, drusen lesions appear hyperautofluorescent unlike those in humans, suggesting similarities and differences in RPE lipofuscin between humans and NHPs that may provide insight into drusen biogenesis and AMD pathogenesis.
Collapse
|
25
|
Yiu G, Thomasy SM, Casanova MI, Rusakevich A, Keesler RI, Watanabe J, Usachenko J, Singapuri A, Ball EE, Bliss-Moreau E, Guo W, Webster H, Singh T, Permar S, Ardeshir A, Coffey LL, Van Rompay KK. Evolution of ocular defects in infant macaques following in utero Zika virus infection. JCI Insight 2020; 5:143947. [PMID: 33180748 PMCID: PMC7819741 DOI: 10.1172/jci.insight.143947] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2020] [Accepted: 11/04/2020] [Indexed: 12/28/2022] Open
Abstract
Congenital Zika syndrome (CZS) is associated with microcephaly and various neurological, musculoskeletal, and ocular abnormalities, but the long-term pathogenesis and postnatal progression of ocular defects in infants are not well characterized. Rhesus macaques are superior to rodents as models of CZS because they are natural hosts of the virus and share similar immune and ocular characteristics, including blood–retinal barrier characteristics and the unique presence of a macula. Using a previously described model of CZS, we infected pregnant rhesus macaques with Zika virus (ZIKV) during the late first trimester and characterized postnatal ocular development and evolution of ocular defects in 2 infant macaques over 2 years. We found that one of them exhibited colobomatous chorioretinal atrophic lesions with macular and vascular dragging as well as retinal thinning caused by loss of retinal ganglion neuron and photoreceptor layers. Despite these congenital ocular malformations, axial elongation and retinal development in these infants progressed at normal rates compared with healthy animals. The ZIKV-exposed infants displayed a rapid loss of ZIKV-specific antibodies, suggesting the absence of viral replication after birth, and did not show any behavioral or neurological defects postnatally. Our findings suggest that ZIKV infection during early pregnancy can impact fetal retinal development and cause congenital ocular anomalies but does not appear to affect postnatal ocular growth.
Collapse
Affiliation(s)
- Glenn Yiu
- Department of Ophthalmology & Vision Science, School of Medicine, and
| | - Sara M Thomasy
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, USA
| | - M Isabel Casanova
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, USA
| | | | | | | | - Jodie Usachenko
- California National Primate Research Center, Davis, California, USA
| | - Anil Singapuri
- Department of Pathology, Microbiology and Immunology, School of Veterinary Medicine, and
| | - Erin E Ball
- Department of Pathology, Microbiology and Immunology, School of Veterinary Medicine, and
| | - Eliza Bliss-Moreau
- California National Primate Research Center, Davis, California, USA.,Department of Psychology, University of California, Davis, Davis, California, USA
| | - Wendi Guo
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Helen Webster
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Tulika Singh
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Sallie Permar
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, North Carolina, USA
| | - Amir Ardeshir
- California National Primate Research Center, Davis, California, USA
| | - Lark L Coffey
- Department of Pathology, Microbiology and Immunology, School of Veterinary Medicine, and
| | - Koen Ka Van Rompay
- California National Primate Research Center, Davis, California, USA.,Department of Pathology, Microbiology and Immunology, School of Veterinary Medicine, and
| |
Collapse
|
26
|
Marous CL, Shields CL, Yu MD, Dalvin LA, Ancona-Lezama D, Shields JA. Malignant transformation of choroidal nevus according to race in 3334 consecutive patients. Indian J Ophthalmol 2020; 67:2035-2042. [PMID: 31755445 PMCID: PMC6896555 DOI: 10.4103/ijo.ijo_1217_19] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Purpose: To evaluate choroidal nevus demographics, clinical features, imaging features, and the rate of transformation into melanoma by race. Methods: In this observational case series, There were 3334 participants (3806 choroidal nevi) at a single tertiary-referral center evaluated between January 2, 2007, and August 7, 2017. Retrospective chart and multimodal imaging review was performed. Patient demographics, tumor features, and outcomes were compared between different races using Chi-squared test, Fisher's exact test, t-test, and analysis of variance. The main outcome measure was clinical features of choroidal nevus and the rate of transformation into melanoma by race. Results: Of the 3334 patients, there were Caucasian (n = 3167, 95%) and non-Caucasian (n = 167, 5%). The non-Caucasian races included African-American (n = 27, <1%), Hispanic (n = 38, <1%), Asian (n = 15, <1%), Asian Indian (n = 2, <1%), Middle Eastern (n = 4, <1%), and unknown (n = 83, 3%). By comparison (Caucasian versus vs. non-Caucasian), there were differences in the mean age at presentation (61 vs. 56 years, P < 0.0001), female sex (63% vs. 52%, P < 0.01), dysplastic nevus syndrome (<1% vs. 1%, P < 0.01), and previous cutaneous melanoma (5% vs. 1%, P = 0.03). A comparison of tumor features revealed differences in presence of symptoms (12% vs. 20%, P < 0.01) and ≥3 nevi per eye (3% vs. <1%, P = 0.04). A comparison of imaging features showed no differences. A comparison of outcome of nevus transformation into melanoma revealed no difference (2% vs. 3%, P = 0.29). However, of those nevi exhibiting growth to melanoma, ultrasonographic hollowness was less frequent in Caucasians (29% vs. 67%, P = 0.04). Conclusion: In this analysis of 3334 patients with choroidal nevus, we found differences in the mean age of presentation, sex, dysplastic nevus syndrome, previous cutaneous melanoma, presence of symptoms, and multiplicity of nevus per eye by race. However, there was no difference in the rate of transformation into melanoma by race.
Collapse
Affiliation(s)
- Charlotte L Marous
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA, USA
| | - Carol L Shields
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA, USA
| | - Michael D Yu
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA, USA
| | - Lauren A Dalvin
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA; Department of Ophthalmology, Ocular Oncology Service, Mayo Clinic, Rochester, MN, USA
| | - David Ancona-Lezama
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA, USA
| | - Jerry A Shields
- Department of Ophthalmology, Ocular Oncology Service, Wills Eye Hospital, Jefferson University, Philadelphia, PA, USA
| |
Collapse
|
27
|
Yiu G, Chung SH, Mollhoff IN, Nguyen UT, Thomasy SM, Yoo J, Taraborelli D, Noronha G. Suprachoroidal and Subretinal Injections of AAV Using Transscleral Microneedles for Retinal Gene Delivery in Nonhuman Primates. Mol Ther Methods Clin Dev 2020; 16:179-191. [PMID: 32055646 PMCID: PMC7005511 DOI: 10.1016/j.omtm.2020.01.002] [Citation(s) in RCA: 68] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2019] [Accepted: 01/06/2020] [Indexed: 02/01/2023]
Abstract
Retinal gene therapy using adeno-associated viruses (AAVs) is constrained by the mode of viral vector delivery. Intravitreal AAV injections are impeded by the internal limiting membrane barrier, while subretinal injections require invasive surgery and produce a limited region of therapeutic effect. In this study, we introduce a novel mode of ocular gene delivery in rhesus macaques using transscleral microneedles to inject AAV8 into the subretinal or suprachoroidal space, a potential space between the choroid and scleral wall of the eye. Using in vivo imaging, we found that suprachoroidal AAV8 produces diffuse, peripheral expression in retinal pigment epithelial (RPE) cells, but it elicited local infiltration of inflammatory cells. Transscleral subretinal injection of AAV8 using microneedles leads to focal gene expression with transduction of RPE and photoreceptors, and minimal intraocular inflammation. In comparison, intravitreal AAV8 shows minimal transduction of retinal cells, but elicits greater systemic humoral immune responses. Our study introduces a novel mode of transscleral viral delivery that can be performed without vitreoretinal surgery, with focal or diffuse transgene expression patterns suitable for different applications. The decoupling of local and systemic immune responses reveals important insights into the immunological consequences of AAV delivery to different ocular compartments surrounding the blood-retinal barrier.
Collapse
Affiliation(s)
- Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, 4860 Y Street, Suite 2400, Sacramento, CA 95817, USA
| | - Sook Hyun Chung
- Department of Ophthalmology & Vision Science, University of California, Davis, 4860 Y Street, Suite 2400, Sacramento, CA 95817, USA
| | - Iris N. Mollhoff
- Department of Ophthalmology & Vision Science, University of California, Davis, 4860 Y Street, Suite 2400, Sacramento, CA 95817, USA
| | - Uyen Tu Nguyen
- Department of Ophthalmology & Vision Science, University of California, Davis, 4860 Y Street, Suite 2400, Sacramento, CA 95817, USA
| | - Sara M. Thomasy
- Department of Ophthalmology & Vision Science, University of California, Davis, 4860 Y Street, Suite 2400, Sacramento, CA 95817, USA
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, 1 Garrod Drive, Davis, CA 95616, USA
| | - Jesse Yoo
- Clearside Biomedical, 900 North Point Parkway, Suite 200, Alpharetta, GA 30005, USA
| | - Donna Taraborelli
- Clearside Biomedical, 900 North Point Parkway, Suite 200, Alpharetta, GA 30005, USA
| | - Glenn Noronha
- Clearside Biomedical, 900 North Point Parkway, Suite 200, Alpharetta, GA 30005, USA
| |
Collapse
|
28
|
Yiu G, Chung SH, Mollhoff IN, Wang Y, Nguyen UT, Shibata B, Cunefare D, Farsiu S, Roberts J, Thomasy SM. Long-term Evolution and Remodeling of Soft Drusen in Rhesus Macaques. Invest Ophthalmol Vis Sci 2020; 61:32. [PMID: 32084273 PMCID: PMC7326602 DOI: 10.1167/iovs.61.2.32] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2019] [Accepted: 12/05/2019] [Indexed: 01/30/2023] Open
Abstract
Purpose To characterize the evolution and structure of soft drusen in aged rhesus macaques using in vivo multimodal retinal imaging and ex vivo histologic and ultrastructural analyses as a nonhuman primate model of early age-related macular degeneration (AMD). Methods Multimodal imaging including fundus photography, spectral domain optical coherence tomography (SD-OCT), and fundus autofluorescence (FAF) were used to characterize and track individual drusen lesions in 20 aged rhesus macaques (mean age 23.3 ± 2.7 years) with drusenoid lesions over 2 years, followed by semithin histologic analysis and transmission electron microscopy (TEM). Results Although most drusen gradually increased in size, a portion spontaneously regressed or collapsed over 2 years. Histologic analyses showed that soft drusen exhibit hypertrophy and dysmorphia of overlying retinal pigment epithelium (RPE), as seen in early and intermediate AMD, but do not exhibit RPE atrophy, RPE migration, or photoreceptor degeneration characteristic of advanced AMD. Ultrastructure of soft drusen showed abundant lipid particles within Bruch's membrane and AMD-related basal linear deposits (BlinD) resembling those in human drusen. Conclusions The dynamic remodeling, histologic findings, and ultrastructural features of soft drusen in aged rhesus macaques support nonhuman primates as an animal model of early AMD and reveal important insights into drusen biogenesis and AMD development.
Collapse
Affiliation(s)
- Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Sook Hyun Chung
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Iris Natalie Mollhoff
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Yinwen Wang
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Uyen Tu Nguyen
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - Bradley Shibata
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
| | - David Cunefare
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, United States
| | - Sina Farsiu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, United States
| | - Jeffrey Roberts
- California National Primate Research Center, Davis, California, United States
| | - Sara M. Thomasy
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, United States
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, United States
| |
Collapse
|
29
|
Chun LY, Silas MR, Dimitroyannis RC, Ho K, Skondra D. Differences in macular capillary parameters between healthy black and white subjects with Optical Coherence Tomography Angiography (OCTA). PLoS One 2019; 14:e0223142. [PMID: 31596848 PMCID: PMC6785112 DOI: 10.1371/journal.pone.0223142] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2019] [Accepted: 09/13/2019] [Indexed: 12/12/2022] Open
Abstract
Purpose To investigate if there are differences in macular capillaries between black and white subjects using optical coherence tomography angiography (OCTA) and identify potential factors underlying the epidemiologically-based higher vulnerability of black populations to diabetic retinopathy (DR). Methods This prospective, observational cross-sectional study included 93 eyes of 47 healthy subjects with no medical history and ocular history who self-identified as black or white and were matched for age, sex, refractive error, and image quality. Subjects underwent OCTA imaging (RTVue-XR Avanti) of the superficial (SCP) and deep (DCP) capillary plexuses and choriocapillaris. AngioAnalytics was used to analyze vessel density (VD) and choriocapillaris % blood flow area (BFA) in the 1mm-diameter fovea, parafovea, and 3mm-diameter circular area including the fovea and parafovea (3x3mm image). Foveal avascular zone (FAZ) was also analyzed. Linear mixed models were used to evaluate for differences between the study groups. Results Compared to the white subjects in this study, black subjects were found to have: lower foveal VD in the SCP (p<0.05); lower VD in the parafovea and in the 3x3mm image in the DCP (p<0.05); larger FAZ in SCP and DCP (p<0.05); and decreased choriocapillary BFA in the area underlying the fovea, parafovea, and 3x3mm image (p<0.05). Conclusion In our study, our black subjects had decreased macular capillary vasculature compared to matched white subjects, even in early adulthood and the absence of any systemic or ocular conditions. To our knowledge, this is the first report showing that retinal and choriocapillary vascular differences may contribute to racial disparities in vulnerability to DR.
Collapse
Affiliation(s)
- Lindsay Y. Chun
- University of Chicago Pritzker School of Medicine, Chicago, IL, United States of America
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL, United States of America
| | - Megan R. Silas
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL, United States of America
| | - Rose C. Dimitroyannis
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL, United States of America
- University of Chicago, Chicago, IL, United States of America
| | - Kimberly Ho
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL, United States of America
- University of Chicago, Chicago, IL, United States of America
| | - Dimitra Skondra
- Department of Ophthalmology and Visual Science, University of Chicago Medical Center, Chicago, IL, United States of America
- J. Terry Ernest Ocular Imaging Center, University of Chicago Medical Center, Chicago, IL, United States of America
- * E-mail:
| |
Collapse
|
30
|
Multimodal imaging of the retina and choroid in healthy Macaca fascicularis at different ages. Graefes Arch Clin Exp Ophthalmol 2019; 257:455-463. [DOI: 10.1007/s00417-019-04237-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2018] [Revised: 11/08/2018] [Accepted: 01/03/2019] [Indexed: 12/27/2022] Open
|
31
|
Abstract
In recent years, advances in ocular imaging, drug delivery, and ophthalmic surgery have allowed for better visualization and access to the suprachoroidal space. Although previously considered as only a potential space, the suprachoroidal space may serve as a route for drug delivery to the posterior pole, an egress for glaucoma drainage devices, a location for temporary buckling, and a site for prosthesis implantation. Drugs delivered to the suprachoroidal space may achieve higher concentrations in the retina while minimizing exposure to anterior segment tissues, potentially reducing risks of glaucoma or cataracts. Finally, advanced multimodal imaging now allows not only a better understanding of the physiology of the suprachoroid, but also in vivo monitoring of pathologies and drug delivery to the suprachoroidal space. Here, we discuss the newest developments in the medical and surgical applications of this space with potential.
Collapse
Affiliation(s)
- Parisa Emami-Naeini
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA
| | - Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA
| |
Collapse
|
32
|
Hrynchak P, Hugh J, Labreche T. Bilateral isolated choroidal melanocytosis with isoautofluorescence. Can J Ophthalmol 2018; 53:e97-e99. [PMID: 29784187 DOI: 10.1016/j.jcjo.2017.09.008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2017] [Revised: 08/31/2017] [Accepted: 09/06/2017] [Indexed: 11/15/2022]
Affiliation(s)
- Patricia Hrynchak
- School of Optometry and Vision Science, University of Waterloo, Waterloo, Ont.
| | - Jennifer Hugh
- School of Optometry and Vision Science, University of Waterloo, Waterloo, Ont
| | - Tammy Labreche
- School of Optometry and Vision Science, University of Waterloo, Waterloo, Ont
| |
Collapse
|
33
|
Yiu G, Wang Z, Munevar C, Tieu E, Shibata B, Wong B, Cunefare D, Farsiu S, Roberts J, Thomasy SM. Comparison of chorioretinal layers in rhesus macaques using spectral-domain optical coherence tomography and high-resolution histological sections. Exp Eye Res 2018; 168:69-76. [PMID: 29352993 PMCID: PMC5826893 DOI: 10.1016/j.exer.2018.01.012] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2017] [Revised: 01/13/2018] [Accepted: 01/13/2018] [Indexed: 12/21/2022]
Abstract
Nonhuman primates are important preclinical models of retinal diseases because they uniquely possess a macula similar to humans. Ocular imaging technologies such as spectral-domain optical coherence tomography (SD-OCT) allow noninvasive, in vivo measurements of chorioretinal layers with near-histological resolution. However, the boundaries are based on differences in reflectivity, and detailed correlations with histological tissue layers have not been explored in rhesus macaques, which are widely used for biomedical research. Here, we compare the macular anatomy and thickness measurements of chorioretinal layers in rhesus macaque eyes using SD-OCT and high-resolution histological sections. Images were obtained from methylmethacrylate-embedded histological sections of 6 healthy adult rhesus macaques, and compared with SD-OCT images from 6 age-matched animals. Thicknesses of chorioretinal layers were measured across the central 3 mm macular region using custom semi-automated or manual software segmentation, and compared between the two modalities. We found that histological sections provide better distinction between the ganglion cell layer (GCL) and inner plexiform layer (IPL) than SD-OCT imaging. The first hyperreflective band between the external limiting membrane (ELM) and retinal pigment epithelium (RPE) appears wider on SD-OCT than the junction between photoreceptor inner and outer segments seen on histology. SD-OCT poorly distinguishes Henle nerve fibers from the outer nuclear layer (ONL), while histology correctly identifies these fibers as part of the outer plexiform layer (OPL). Overall, the GCL, inner nuclear layer (INL), and OPL are significantly thicker on histology, especially at the fovea; while the ONL, choriocapillaris (CC), and outer choroid (OC) are thicker on SD-OCT. Our results show that both SD-OCT and high-resolution histological sections allow reliable measurements of chorioretinal layers in rhesus macaques, with distinct advantages for different sublayers. These findings demonstrate the effects of tissue processing on chorioretinal anatomy, and provide normative values for chorioretinal thickness measurements on SD-OCT for future studies of disease models in these nonhuman primates.
Collapse
Affiliation(s)
- Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA, United States.
| | - Zhe Wang
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, CA, United States
| | - Christian Munevar
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, CA, United States
| | - Eric Tieu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, CA, United States
| | - Bradley Shibata
- Department of Cell Biology & Human Anatomy, University of California, Davis, Davis, CA, United States
| | - Brittany Wong
- Department of Biomedical Engineering, Duke University, Durham, NC, United States
| | - David Cunefare
- Department of Biomedical Engineering, Duke University, Durham, NC, United States
| | - Sina Farsiu
- Department of Biomedical Engineering, Duke University, Durham, NC, United States
| | - Jeffrey Roberts
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, CA, United States; California National Primate Research Center, Davis, CA, United States
| | - Sara M Thomasy
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, CA, United States
| |
Collapse
|
34
|
Yiu G, Tieu E, Munevar C, Wong B, Cunefare D, Farsiu S, Garzel L, Roberts J, Thomasy SM. In Vivo Multimodal Imaging of Drusenoid Lesions in Rhesus Macaques. Sci Rep 2017; 7:15013. [PMID: 29101353 PMCID: PMC5670133 DOI: 10.1038/s41598-017-14715-z] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2017] [Accepted: 10/16/2017] [Indexed: 01/19/2023] Open
Abstract
Nonhuman primates are the only mammals to possess a true macula similar to humans, and spontaneously develop drusenoid lesions which are hallmarks of age-related macular degeneration (AMD). Prior studies demonstrated similarities between human and nonhuman primate drusen based on clinical appearance and histopathology. Here, we employed fundus photography, spectral domain optical coherence tomography (SD-OCT), fundus autofluorescence (FAF), and infrared reflectance (IR) to characterize drusenoid lesions in aged rhesus macaques. Of 65 animals evaluated, we identified lesions in 20 animals (30.7%). Using the Age-Related Eye Disease Study 2 (AREDS2) grading system and multimodal imaging, we identified two distinct drusen phenotypes - 1) soft drusen that are larger and appear as hyperreflective deposits between the retinal pigment epithelium (RPE) and Bruch's membrane on SD-OCT, and 2) hard, punctate lesions that are smaller and undetectable on SD-OCT. Both exhibit variable FAF intensities and are poorly visualized on IR. Eyes with drusen exhibited a slightly thicker RPE compared with control eyes (+3.4 μm, P=0.012). Genetic polymorphisms associated with drusenoid lesions in rhesus monkeys in ARMS2 and HTRA1 were similar in frequency between the two phenotypes. These results refine our understanding of drusen development, and provide insight into the absence of advanced AMD in nonhuman primates.
Collapse
Affiliation(s)
- Glenn Yiu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, USA.
| | - Eric Tieu
- Department of Ophthalmology & Vision Science, University of California, Davis, Sacramento, California, USA
| | - Christian Munevar
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, USA
| | - Brittany Wong
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, USA
| | - David Cunefare
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, USA
| | - Sina Farsiu
- Department of Biomedical Engineering, Duke University, Durham, North Carolina, USA
| | - Laura Garzel
- California National Primate Research Center, Davis, California, USA
| | - Jeffrey Roberts
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, USA.,California National Primate Research Center, Davis, California, USA
| | - Sara M Thomasy
- Department of Surgical and Radiological Sciences, School of Veterinary Medicine, University of California, Davis, Davis, California, USA
| |
Collapse
|