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Park KH. Glaucoma and myopia. Indian J Ophthalmol 2024; 72:309-310. [PMID: 38421288 PMCID: PMC11001236 DOI: 10.4103/ijo.ijo_170_24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024] Open
Affiliation(s)
- Ki Ho Park
- Department of Ophthalmology, Seoul National University College of Medicine, Seoul National University Hospital, Seoul, Republic of Korea E-mail:
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Kudsieh B, Fernández-Vigo JI, Flores-Moreno I, Ruiz-Medrano J, Garcia-Zamora M, Samaan M, Ruiz-Moreno JM. Update on the Utility of Optical Coherence Tomography in the Analysis of the Optic Nerve Head in Highly Myopic Eyes with and without Glaucoma. J Clin Med 2023; 12:jcm12072592. [PMID: 37048675 PMCID: PMC10095192 DOI: 10.3390/jcm12072592] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2023] [Revised: 03/11/2023] [Accepted: 03/28/2023] [Indexed: 04/03/2023] Open
Abstract
Glaucoma diagnosis in highly myopic subjects by optic nerve head (ONH) imaging is challenging as it is difficult to distinguish structural defects related to glaucoma from myopia-related defects in these subjects. Optical coherence tomography (OCT) has evolved to become a routine examination at present, providing key information in the assessment of glaucoma based on the study of the ONH. However, the correct segmentation and interpretation of the ONH data employing OCT is still a challenge in highly myopic patients. High-resolution OCT images can help qualitatively and quantitatively describe the structural characteristics and anatomical changes in highly myopic subjects with and without glaucoma. The ONH and peripapillary area can be analyzed to measure the myopic atrophic-related zone, the existence of intrachoroidal cavitation, staphyloma, and ONH pits by OCT. Similarly, the lamina cribosa observed in the OCT images may reveal anatomical changes that justify visual defects. Several quantitative parameters of the ONH obtained from OCT images were proposed to predict the progression of visual defects in glaucoma subjects. Additionally, OCT images help identify factors that may negatively influence the measurement of the retinal nerve fiber layer (RNFL) and provide better analysis using new parameters, such as Bruch’s Membrane Opening-Minimum Rim Width, which serves as an alternative to RNFL measurements in highly myopic subjects due to its superior diagnostic ability.
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Affiliation(s)
- Bachar Kudsieh
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Centro Internacional de Oftalmologia Avanzada, 28010 Madrid, Spain
- Correspondence: ; Tel.: +34-91-191-60-00
| | - José Ignacio Fernández-Vigo
- Centro Internacional de Oftalmologia Avanzada, 28010 Madrid, Spain
- Department of Ophthalmology, Hospital Clinico San Carlos, Institute of Health Research (IdISSC), 28040 Madrid, Spain
| | - Ignacio Flores-Moreno
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
| | - Jorge Ruiz-Medrano
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Instituto de Microcirugia Ocular (IMO), 28035 Madrid, Spain
| | - Maria Garcia-Zamora
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
| | - Muhsen Samaan
- Barraquer Eye Clinic UAE, Dubai P.O. Box 212619, United Arab Emirates
| | - Jose Maria Ruiz-Moreno
- Department of Ophthalmology, University Hospital Puerta De Hierro Majadahonda, 28220 Madrid, Spain
- Instituto de Microcirugia Ocular (IMO), 28035 Madrid, Spain
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Quach J, Sharpe GP, Demirel S, Girkin CA, Mardin CY, Scheuerle AF, Burgoyne CF, Chauhan BC, Vianna JR. Asymmetry of Peripapillary Retinal Blood Vessel and Retinal Nerve Fiber Layer Thickness Between Healthy Right and Left Eyes. Invest Ophthalmol Vis Sci 2023; 64:17. [PMID: 36790798 PMCID: PMC9940773 DOI: 10.1167/iovs.64.2.17] [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] [Indexed: 02/16/2023] Open
Abstract
Purpose The purpose of this study was to determine if there is asymmetry in retinal blood vessel (RBV) position and thickness between right and left eyes (R-L) and evaluate whether R-L asymmetry in RBV thickness is related to R-L asymmetry of retinal nerve fiber layer thickness (RNFLT). Methods We analyzed peripapillary circle scan optical coherence tomography (OCT) examinations from healthy White subjects to measure RNFLT and RBV thickness and position relative to the fovea to Bruch's membrane opening axis, for all visible RBV. The R-L asymmetries of RNFLT and RBV thickness were computed for each A-scan. Four major vessels (superior temporal artery [STA] and superior temporal vein [STV], inferior temporal artery [ITA], and vein [ITV]) were identified using infrared images. Results We included 219 individuals. The mean (standard deviation) number of RBV measured per eye was 15.0 (SD = 2.2). The position of the STV and STA was more superior in left eyes than in right eyes, by 2.4 degrees and 3.7 degrees, respectively (P < 0.01). There was no region with significant R-L asymmetry in RBV thickness. RNFLT was thicker in right eyes in the temporal superior region and thicker in left eyes in the superior and nasal superior regions, with the asymmetry profile resembling in a "W" shape. This shape was also present in post hoc analyses in two different populations. The R-L asymmetries of RBV and RNFLT at each A-scan were not significantly associated (P = 0.37). Conclusions There is little R-L asymmetry in RBV, and it is not related to RNFLT asymmetry. This study suggests that R-L RNFLT asymmetry is due to factors other than RBV.
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Affiliation(s)
- Jack Quach
- Department of Ophthalmology and Visual Sciences, Dalhousie University, Halifax, Nova Scotia, Canada,Faculty of Health, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Glen P. Sharpe
- Department of Ophthalmology and Visual Sciences, Dalhousie University, Halifax, Nova Scotia, Canada
| | | | - Christopher A. Girkin
- Department of Ophthalmology, University of Alabama at Birmingham, Alabama, United States
| | | | | | | | - Balwantray C. Chauhan
- Department of Ophthalmology and Visual Sciences, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Jayme R. Vianna
- Department of Ophthalmology and Visual Sciences, Dalhousie University, Halifax, Nova Scotia, Canada
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Arda H, Sonmez HK, Sevim DG, Temizyurek O, Evereklioglu C. Comparison of optic disc head vascular density status between crowded and normal discs: An optical coherence tomography angiography study. Photodiagnosis Photodyn Ther 2023; 41:103293. [PMID: 36681258 DOI: 10.1016/j.pdpdt.2023.103293] [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: 11/13/2022] [Revised: 12/31/2022] [Accepted: 01/17/2023] [Indexed: 01/20/2023]
Abstract
BACKGROUND To compare the optic disc capillary vascular status between crowded and normal optic discs using optical coherence tomography angiography (OCT-A). METHODS A total of 101 eyes were included in this cross-sectional, comparative study. Fifty-one eyes with crowded optic discs (Group 1) were compared with 50 eyes with normal discs (Group 2). Peripapillary and optic disc head capillary vascular density measurements were obtained quantitatively with OCT-A. RESULTS Mean ages were 46.2 ± 6.2 years in Group1 and 45.9 ± 6.0 years in Group2 (p=0.796).Vertical disc diameters were 1.52±0.2 mm in Group 1 and 1.61±0.16 mm in Group 2 (p=0.022) whereas horizontal disc diameters were 1.53±0.17 mm in Group 1 and 1.61±0.13 mm in Group 2(p˂0.014). OCT-A findings were as follows: radial peripapillary capillary, vascular density whole image measurements (%); 49.6 ± 2.3 in Group 1 and 49.1 ± 2.3 in Group 2 (p=0.292), peripapillary capillary density; 53.3 ± 2.8 in Group 1 and 52.6 ± 2.6 in Group 2 (p=0.176), inside disc measurements 52.4 (48.7-54.7) in Group 1 and 46.5 (42.6-49.6) in Group 2 (p˂0.001). RNFL was 118.2 ± 12.2 µm in Group 1 and 110.8 ± 11.4 µm in Group 2(p=0.002). CONCLUSION The vascular density of the disc circumference in individuals with healthy crowded optic discs is not different from those with normal discs. However, inside disc measurements differ between crowded and normal size discs. This finding suggests that when the disc size is reduced, the amount of vessels in it does not decrease in a way that correlates with the size. Therefore, the vascular structures are suitable for compression in the narrow optic nerve head.
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Affiliation(s)
- Hatice Arda
- Department of Ophthalmology, Erciyes University Medical Faculty, Kayseri, Turkiye.
| | | | - Duygu Gulmez Sevim
- Department of Ophthalmology, Erciyes University Medical Faculty, Kayseri, Turkiye
| | - Ozge Temizyurek
- Department of Ophthalmology, Erciyes University Medical Faculty, Kayseri, Turkiye
| | - Cem Evereklioglu
- Department of Ophthalmology, Erciyes University Medical Faculty, Kayseri, Turkiye
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Cheloni R, Denniss J. Concordance of Objectively Detected Retinal Nerve Fiber Bundle Defects in En Face OCT Images with Conventional Structural and Functional Changes in Glaucoma. Ophthalmol Glaucoma 2023; 6:78-92. [PMID: 35835434 DOI: 10.1016/j.ogla.2022.07.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 06/24/2022] [Accepted: 07/05/2022] [Indexed: 01/25/2023]
Abstract
PURPOSE To assess how objectively detected defects in retinal nerve fiber bundle (RNFB) reflectance on en face OCT images relate to circumpapillary retinal nerve fiber layer thickness (cpRNFLT) and visual field defects. DESIGN Cross-sectional study. PARTICIPANTS Sixteen participants with early glaucoma and 29 age-matched healthy controls, of whom 22 had usable en face images for the establishment of normative levels of RNFB reflectance. METHODS All the participants underwent cpRNFLT scans, visual field examination, and wide-field OCT. En face reflectivity was assessed objectively using the Summary of Multiple Anatomically Adjusted Slabs method. En face defects were deemed concordant with cpRNFLT when they had at least 1 cpRNFLT point with P < 0.01, within ± 15° of the predicted insertion on the optic disc. Visual fields were examined using custom suprathreshold perimetry and SITA Standard 24-2. For each visual field location, the corresponding reflectance was deemed abnormal if any en face superpixel within ± 1° was abnormal. The overall, positive, and negative agreements were measured in each participant. MAIN OUTCOME MEASURES Proportion of concordant defects between en face reflectance analysis and cpRNFLT (%) as well as overall, positive, and negative agreements between en face reflectance analysis and visual field results. RESULTS Most en face abnormalities had concordant cpRNFLT defects in the mapped sector (median proportion concordant, 0.85; interquartile range, 0.74-0.95). In eyes with glaucoma, a median of 8.1% (range, 2.4%-23.7%) and 14.9% (range, 3.5%-29.1%) locations showed corresponding en face and visual field defects using 24-2 and custom perimetry, respectively. Both the perimetric strategies had moderate-to-good raw agreement with en face analysis (0.66-0.68), with stronger agreement on normal findings than on defects (0.77-0.78 and 0.4-0.44). CONCLUSIONS Objectively extracted reflectance defects showed strong concordance with conventional cpRNFLT damage and good agreement with perimetry, which could be enhanced by further minimization of image artifacts.
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Affiliation(s)
- Riccardo Cheloni
- School of Optometry and Vision Science, University of Bradford, United Kingdom
| | - Jonathan Denniss
- School of Optometry and Vision Science, University of Bradford, United Kingdom.
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Fieß A, Schäffler A, Mildenberger E, Urschitz MS, Wagner FM, Hoffmann EM, Zepp F, Pfeiffer N, Schuster AK. Peripapillary Retinal Nerve Fiber Layer Thickness in Adults Born Extremely, Very, and Moderately Preterm With and Without Retinopathy of Prematurity: Results From the Gutenberg Prematurity Eye Study (GPES). Am J Ophthalmol 2022; 244:88-97. [PMID: 35932823 DOI: 10.1016/j.ajo.2022.07.019] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 07/19/2022] [Accepted: 07/19/2022] [Indexed: 01/30/2023]
Abstract
PURPOSE This study investigated whether prematurity and associated factors or prenatal growth restriction have long-term effects on the peripapillary retinal nerve fiber layer (pRNFL) in adulthood. DESIGN Retrospective cohort study. METHODS The Gutenberg Prematurity Eye Study (GPES) is a retrospective cohort study with a prospective ophthalmologic examination in Germany. Selected individuals born term and preterm (age 18-52 years) were examined with spectral-domain optical coherence tomography (SD-OCT) in adulthood, and perinatal medical charts were reviewed. The pRNFL thickness was measured using SD-OCT. Univariate and multivariable linear regression analyses were conducted to investigate associations between pRNFL and gestational age (GA; categorical), birth weight percentile (categorical), retinopathy of prematurity (ROP) occurrence, and treatment and other perinatal parameters with adjustment for age, sex, and spherical equivalent. RESULTS In total, 766 eyes of 406 preterm and full-term individuals were included (mean age 28.4 ± 8.6 years, 228 females). After adjustment for age, sex, and spherical equivalent, global pRNFL thinning was associated with moderate (GA = 33-36 wk, β = -4.68, P < .001), very (GA = 29-32 wk, β = -5.72, P < .001), and extreme (GA ≤ 28 wk, β = -8.69, P < .001) prematurity but not with low birth weight percentile (<25th percentile, P = .9) and ROP occurrence (P = .9) in multivariable analysis. ROP treatment was associated with increased pRNFL in the temporal sector (P = .002). Maternal smoking during pregnancy showed an association with pRNFL thinning (P = .07). CONCLUSION Our data indicate that the more preterm individuals are born the more pRNFL thinning occurs, whereas prenatal growth restriction and postnatal occurrence of ROP show less effects on pRNFL thickness. Furthermore, individuals with severe ROP with treatment but not lower ROP stages without treatment showed an increased temporal pRNFL thickness.
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Affiliation(s)
- Achim Fieß
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany.
| | - Alina Schäffler
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Eva Mildenberger
- Division of Neonatology, Department of Pediatrics (E.M., F.Z.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Michael S Urschitz
- Division of Pediatric Epidemiology, Institute for Medical Biostatistics, Epidemiology and Informatics (M.S.U.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Felix M Wagner
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Esther M Hoffmann
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Fred Zepp
- Division of Neonatology, Department of Pediatrics (E.M., F.Z.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Norbert Pfeiffer
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
| | - Alexander K Schuster
- From the Department of Ophthalmology (A.F., A.S., F.M.W., E.M.H., N.P., A.K.S.), University Medical Center of the Johannes Gutenberg University Mainz, Mainz, Germany
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Geannopoulos K, McMahan C, Maldonado RS, Abbott A, Knickelbein J, Agron E, Wu T, Snow J, Nair G, Horne E, Lau CY, Nath A, Chew EY, Smith BR. Retinal Thinning in People With Well-Controlled HIV Infection. J Acquir Immune Defic Syndr 2022; 91:210-216. [PMID: 36094488 PMCID: PMC9475731 DOI: 10.1097/qai.0000000000003048] [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: 02/14/2022] [Accepted: 05/16/2022] [Indexed: 11/26/2022]
Abstract
BACKGROUND Retinal measurements correlate with disease progression in patients with multiple sclerosis; however, whether they associate with neurologic disease in people with controlled HIV is unknown. Using spectral domain optical coherence tomography, we evaluated retinal differences between people with HIV and HIV-negative controls and investigated clinical correlates of retinal thinning. METHODS People with HIV on antiretroviral therapy for at least 1 year and HIV-negative controls recruited from the same communities underwent spectral domain optical coherence tomography, ophthalmic examination, brain MRI, and neuropsychological testing. Retinal nerve fiber layer (RNFL) and ganglion cell inner plexiform layer (GC-IPL) thicknesses were compared between groups using analysis of covariance with relevant clinical variables as covariates. Linear regression was used to explore associations of HIV history variables, cognitive domain scores, and MRI volume measurements within the HIV group. RESULTS The HIV group (n = 69), with long-duration HIV infection (median time from diagnosis 19 years) and outstanding viral control have thinner retinal layers than HIV-negative controls (n = 28), after adjusting for covariates (GC-IPL: P = 0.002; RNFL: P = 0.024). The effect of HIV on GC-IPL thickness was stronger in women than in men (Women: P = 0.011; Men: P = 0.126). GC-IPL thickness is associated with information processing speed in the HIV group (P = 0.007, semipartial r = 0.309). No associations were found with retinal thinning and MRI volumes or HIV factors. CONCLUSIONS People with HIV on antiretroviral therapy have thinning of the RNFL and GC-IPL of the retina, and women particularly are affected to a greater degree. This retinal thinning was associated with worse performance on tests of information processing speed.
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Affiliation(s)
- Katrina Geannopoulos
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
- College of Medicine, University of Illinois, Chicago, IL
| | - Cynthia McMahan
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
| | - Ramiro S Maldonado
- National Eye Institute, National Institutes of Health, Bethesda, MD
- College of Medicine, University of Kentucky, Lexington, KY
| | - Akshar Abbott
- National Eye Institute, National Institutes of Health, Bethesda, MD
- Veterans Affairs Medical Center, University of Minnesota, Minneapolis, MN
| | - Jared Knickelbein
- National Eye Institute, National Institutes of Health, Bethesda, MD
- University of Pittsburgh School of Medicine, Pittsburgh, PA
| | - Elvira Agron
- National Eye Institute, National Institutes of Health, Bethesda, MD
| | - Tianxia Wu
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
| | - Joseph Snow
- National Institute of Mental Health, National Institutes of Health, Bethesda, MD
| | - Govind Nair
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
| | - Elizabeth Horne
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
- Duke University School of Medicine, Durham, NC; and
| | - Chuen-Yen Lau
- National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD
| | - Avindra Nath
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
| | - Emily Y Chew
- National Eye Institute, National Institutes of Health, Bethesda, MD
| | - Bryan R Smith
- National Institute of National Disorders and Stroke, National Institutes of Health, Bethesda, MD
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Ye C, Kwapong WR, Tao W, Lu K, Pan R, Wang A, Liu J, Liu M, Wu B. Alterations of optic tract and retinal structure in patients after thalamic stroke. Front Aging Neurosci 2022; 14:942438. [PMID: 35966790 PMCID: PMC9363922 DOI: 10.3389/fnagi.2022.942438] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Accepted: 06/30/2022] [Indexed: 11/13/2022] Open
Abstract
ObjectivesTo investigate the association between degeneration of retinal structure and shrinkage of the optic tract in patients after thalamic stroke.Materials and methodsPatients with unilateral thalamic stroke were included. Structural magnetic resonance imaging (MRI) and optical coherence tomography (OCT) were performed to obtain parameters of optic tract shrinkage (lateral index) and retina structural thickness (retinal nerve fiber layer, RNFL; peripapillary retinal nerve fiber layer, pRNFL; ganglion cell-inner plexiform layer, GCIP), respectively. Visual acuity (VA) examination under illumination was conducted using Snellen charts and then converted to the logarithm of the minimum angle of resolution (LogMAR). We investigated the association between LI and OCT parameters and their relationships with VA.ResultsA total of 33 patients and 23 age-sex matched stroke-free healthy controls were enrolled. Patients with thalamic stroke showed altered LI compared with control participants (P = 0.011) and a significantly increased value of LI in the subgroup of disease duration more than 6 months (P = 0.004). In these patients, LI were significantly associated with pRNFL thickness (β = 0.349, 95% confidence interval [CI]: 0.134–0.564, P = 0.002) after adjusting for confounders (age, sex, hypertension, diabetes, dyslipidemia, and lesion volume). LI and pRNFL were both significantly associated with VA in all patients (LI: β = −0.275, 95% CI: −0.539 to −0.011, P = 0.041; pRNFL: β = −0.023, 95% CI: −0.046 to −0.001, P = 0.040) and in subgroup of disease duration more than 6 months (LI: β = −0.290, 95% CI: −0.469 to −0.111, P = 0.002; pRNFL: β = −0.041, 95% CI: −0.065 to −0.017, P = 0.003).ConclusionShrinkage of the optic tract can be detected in patients with thalamic stroke, especially after 6 months of stroke onset. In these patients, the extent of optic tract atrophy is associated with pRNFL thickness, and they are both related to visual acuity changes.
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Asymmetry between right and left optical coherence tomography images identified using convolutional neural networks. Sci Rep 2022; 12:9925. [PMID: 35705663 PMCID: PMC9200978 DOI: 10.1038/s41598-022-14140-x] [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] [Received: 02/11/2022] [Accepted: 05/17/2022] [Indexed: 11/08/2022] Open
Abstract
In a previous study, we identified biocular asymmetries in fundus photographs, and macula was discriminative area to distinguish left and right fundus images with > 99.9% accuracy. The purposes of this study were to investigate whether optical coherence tomography (OCT) images of the left and right eyes could be discriminated by convolutional neural networks (CNNs) and to support the previous result. We used a total of 129,546 OCT images. CNNs identified right and left horizontal images with high accuracy (99.50%). Even after flipping the left images, all of the CNNs were capable of discriminating them (DenseNet121: 90.33%, ResNet50: 88.20%, VGG19: 92.68%). The classification accuracy results were similar for the right and left flipped images (90.24% vs. 90.33%, respectively; p = 0.756). The CNNs also differentiated right and left vertical images (86.57%). In all cases, the discriminatory ability of the CNNs yielded a significant p value (< 0.001). However, the CNNs could not well-discriminate right horizontal images (50.82%, p = 0.548). There was a significant difference in identification accuracy between right and left horizontal and vertical OCT images and between flipped and non-flipped images. As this could result in bias in machine learning, care should be taken when flipping images.
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Associated Factors and Distribution of Peripapillary Retinal Nerve Fiber Layer Thickness in Children by Optical Coherence Tomography: A Population-based Study. J Glaucoma 2022; 31:666-674. [PMID: 35473888 DOI: 10.1097/ijg.0000000000002043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 04/13/2022] [Indexed: 11/25/2022]
Abstract
PURPOSE To determine the distribution of peripapillary retinal nerve fiber layer (RNFL) thickness and its association with different demographic and ocular parameters in adolescents. METHODS The present study is part of the second phase of the Shahroud Schoolchildren Eye cohort study, which was conducted in 2018 by re-inviting the participants in the first phase. First, preliminary ocular examinations were performed, including measurement of uncorrected and best corrected visual acuity, auto-refraction, and subjective refraction.All study participants underwent corneal imaging using Pentacam to measure central corneal thickness and corneal radius of curvature (keratometry), ocular biometry using Allegro Biograph to measure anterior chamber depth, crystalline lens thickness, and axial length, and finally OCT imaging to measure RNFL thickness as well as macular thickness and volume. RESULTS The data of 4963 right eyes were analyzed after applying the exclusion criteria. The mean age of the study participants was 12.41±1.72 (9 to 15) years. The mean total, superior, inferior, temporal, and nasal RNFL thicknesses were 98.93 (95% CI: 98.61-99.25), 122.84 (95% CI: 122.31-123.37), 129.17 (95% CI: 128.63-129.7), 68.02 (95% CI: 67.65-68.38), and 75.69 (95% CI: 75.3-76.07), respectively. According to the results of the multivariable regression model, macular volume (β=9.81,P=0.001] had a significant direct association, and macular thickness (β=-0.01,P=0.046) had a significant inverse association with the average RNFL thickness. In addition, axial length (β=-3.14,P<0.001), mean keratometry (β=-1.38,P<0.001], and central corneal thickness (β=-0.01,P=0.011) were significantly inversely related to the average RNFL thickness. CONCLUSION We report the distribution of peripapillary RNFL thickness using SD-OCT and identify macular volume, axial length, and mean keratometry as significantly associated factors in children. Our findings may serve as a database to interpret RNFL thickness results in children aged 9 to 15 years with suspected ocular disease.
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Elksne E, Stingl JV, Schuster AK, Wagner FM, Hoffmann EM. Do biometric parameters improve the quality of optic nerve head measurements with spectral domain optical coherence tomography? BMC Ophthalmol 2022; 22:56. [PMID: 35123423 PMCID: PMC8818137 DOI: 10.1186/s12886-022-02281-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2021] [Accepted: 01/27/2022] [Indexed: 12/05/2022] Open
Abstract
Background Spectral domain optical coherence tomography (SD-OCT) is a widely applied non-invasive technique for evaluating optic nerve head parameters. The aim of this study was to evaluate the impact of biometric parameters such as the spherical equivalent (SE) and the anterior corneal curvature (ACC) on the peripapillary retinal nerve fiber layer (pRNFL), Bruch’s membrane opening (BMO), and the minimum rim width (MRW) measurements performed by spectral domain optical coherence tomography (SD-OCT) in glaucomatous and healthy eyes. Methods In this cross-sectional, case–control prospective pilot study, the glaucoma group consisted of 50 patients with previously diagnosed and treated glaucoma and one healthy group of 50 subjects. Two consecutive examinations of pRNFL, BMO, and MRW with SD-OCT for every patient were performed without ACC and objective refraction (imaging 1) and with them (imaging 2). Results The interclass correlation coefficient (ICC) reflected high agreement between imaging 1 and imaging 2 in both groups. The ICC in the glaucoma and healthy groups for pRNFL (0.99 vs. 0.98), BMO (0.95 vs. 0.97), and MRW (1.0 vs. 1.0) was comparable. Conclusions Our preliminary data from a small number of eyes showed that the measurements of pRNFL, MRW, and BMO reflected high agreement between both imaging techniques with ACC and objective refraction and without these parameters in subjects with a refractive error up to ± 6.0 diopters. Further studies with participants with higher refractive error are necessary to evaluate the impact of biometric parameters such as SE and ACC on measurements with SD-OCT.
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Kang TS, Kim BJ, Nam KY, Lee S, Kim K, Lee WS, Kim J, Han YS. Asymmetry between right and left fundus images identified using convolutional neural networks. Sci Rep 2022; 12:1444. [PMID: 35087071 PMCID: PMC8795182 DOI: 10.1038/s41598-021-04323-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 12/21/2021] [Indexed: 11/09/2022] Open
Abstract
We analyzed fundus images to identify whether convolutional neural networks (CNNs) can discriminate between right and left fundus images. We gathered 98,038 fundus photographs from the Gyeongsang National University Changwon Hospital, South Korea, and augmented these with the Ocular Disease Intelligent Recognition dataset. We created eight combinations of image sets to train CNNs. Class activation mapping was used to identify the discriminative image regions used by the CNNs. CNNs identified right and left fundus images with high accuracy (more than 99.3% in the Gyeongsang National University Changwon Hospital dataset and 91.1% in the Ocular Disease Intelligent Recognition dataset) regardless of whether the images were flipped horizontally. The depth and complexity of the CNN affected the accuracy (DenseNet121: 99.91%, ResNet50: 99.86%, and VGG19: 99.37%). DenseNet121 did not discriminate images composed of only left eyes (55.1%, p = 0.548). Class activation mapping identified the macula as the discriminative region used by the CNNs. Several previous studies used the flipping method to augment data in fundus photographs. However, such photographs are distinct from non-flipped images. This asymmetry could result in undesired bias in machine learning. Therefore, when developing a CNN with fundus photographs, care should be taken when applying data augmentation with flipping.
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Affiliation(s)
- Tae Seen Kang
- Department of Ophthalmology, Gyeongsang National University Changwon Hospital, #11 Samjeongja-ro, Seongsan-gu, Changwon, 51472, Republic of Korea
| | - Bum Jun Kim
- Department of Ophthalmology, Gyeongsang National University Changwon Hospital, #11 Samjeongja-ro, Seongsan-gu, Changwon, 51472, Republic of Korea
| | - Ki Yup Nam
- Department of Ophthalmology, Chungnam National University Sejong Hospital, Sejong, Republic of Korea
| | - Seongjin Lee
- Department of AI Convergence Engineering, Gyeongsang National University, Jinju, Republic of Korea
| | - Kyonghoon Kim
- School of Computer Science & Engineering, Kyungpook National University, Daegu, Republic of Korea
| | - Woong-Sub Lee
- Department of Information and Communication Engineering, Gyeongsang National University, Tongyeong, Republic of Korea
| | - Jinhyun Kim
- Department of Information and Communication Engineering, Gyeongsang National University, Tongyeong, Republic of Korea
| | - Yong Seop Han
- Department of Ophthalmology, Gyeongsang National University Changwon Hospital, #11 Samjeongja-ro, Seongsan-gu, Changwon, 51472, Republic of Korea. .,Department of Ophthalmology, Institute of Health Sciences, Gyeongsang National University College of Medicine, Jinju, Republic of Korea.
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Factors Associated with Changes in Peripapillary Retinal Nerve Fibre Layer Thickness in Healthy Myopic Eyes. J Ophthalmol 2022; 2021:3462004. [PMID: 34987866 PMCID: PMC8723879 DOI: 10.1155/2021/3462004] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 12/06/2021] [Indexed: 12/23/2022] Open
Abstract
Myopic people face an elevated risk of primary open angle glaucoma. Changes in the fundus in people with high myopia often lead to misdiagnosis of glaucoma, as this condition has many clinical signs in common with myopia, making the diagnosis of glaucoma more challenging. Compared to reduction of the visual field, a decrease in retinal nerve fibre layer (RNFL) thickness occurs earlier in glaucoma, which is widely considered useful for distinguishing between these conditions. With the development of optical coherence tomography (OCT), RNFL thickness can be measured with good reproducibility. According to previous studies, this variable is not only affected by axial length but also related to the patient's age, gender, ethnicity, optic disc area, and retinal blood flow in myopia. Herein, we intend to summarize the factors relevant to the RNFL in myopia to reduce the false-positive rate of glaucoma diagnosis and facilitate early prevention of myopia.
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Cheloni R, Dewsbery SD, Denniss J. Enhanced Objective Detection of Retinal Nerve Fiber Bundle Defects in Glaucoma With a Novel Method for En Face OCT Slab Image Construction and Analysis. Transl Vis Sci Technol 2021; 10:1. [PMID: 34605878 PMCID: PMC8496419 DOI: 10.1167/tvst.10.12.1] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 09/01/2021] [Indexed: 02/07/2023] Open
Abstract
Purpose To introduce and evaluate the performance in detecting glaucomatous abnormalities of a novel method for extracting en face slab images (SMAS), which considers varying individual anatomy and configuration of retinal nerve fiber bundles. Methods Dense central retinal spectral domain optical coherence tomography scans were acquired in 16 participants with glaucoma and 19 age-similar controls. Slab images were generated by averaging reflectivity over different depths below the inner limiting membrane according to several methods. SMAS considered multiple 16 µm thick slabs from 8 to 116 µm below the inner limiting membrane, whereas 5 alternative methods considered single summary slabs of various thicknesses and depths. Superpixels in eyes with glaucoma were considered abnormal if below the first percentile of distributions fitted to control data for each method. The ability to detect glaucoma defects was measured by the proportion of abnormal superpixels. Proportion of superpixels below the fitted first percentile in controls was used as a surrogate false-positive rate. The effects of slab methods on performance measures were evaluated with linear mixed models. Results The ability to detect glaucoma defects varied between slab methods, χ2(5) = 120.9, P < 0.0001, with SMAS showing proportion of abnormal superpixels 0.05 to 0.09 greater than alternatives (all P < 0.0001). No slab method found abnormal superpixels in controls. Conclusions SMAS outperformed alternatives in detecting abnormalities in eyes with glaucoma. SMAS evaluates all depths with potential retinal nerve fiber bundle presence by combining multiple slabs, resulting in greater detection of reflectance abnormalities with no increase in surrogate false positives. Translational Relevance SMAS may be used to objectively detect glaucoma defects in en face optical coherence tomography images.
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Affiliation(s)
- Riccardo Cheloni
- School of Optometry and Vision Science, University of Bradford, Bradford, UK
| | - Simon D. Dewsbery
- Department of Ophthalmology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Jonathan Denniss
- School of Optometry and Vision Science, University of Bradford, Bradford, UK
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Lingham G, Lee SSY, Charng J, Clark A, Chen FK, Yazar S, Mackey DA. Distribution and Classification of Peripapillary Retinal Nerve Fiber Layer Thickness in Healthy Young Adults. Transl Vis Sci Technol 2021; 10:3. [PMID: 34342609 PMCID: PMC8340659 DOI: 10.1167/tvst.10.9.3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
Purpose To report the distribution of peripapillary retinal nerve fiber layer (RNFL) thickness in healthy young adults, investigate factors associated with RNFL thickness, and report the percentage of outside normal limits (ONL) and borderline (BL) RNFL thickness classifications based on the optical coherence tomography (OCT) manufacturer reference database. Methods Participants of the Raine Study Generation 2 cohort (aged 18–22 years) underwent spectral domain OCT imaging with an RNFL circle scan. Eyes with inadequate scans or optic nerve pathology were excluded. Linear mixed models were used to analyze associations. Results Data were available for 1288 participants (mean age, 20.0 years). Mean RNFL thicknesses in right and left eyes, respectively, were global = 100.5 µm, 100.3 µm (P = 0.03); temporal = 73.1 µm, 68.9 µm (P < 0.001); superotemporal = 140.6 µm, 136.3 µm (P < 0.001); superonasal = 104.9 µm, 115.1 µm (P < 0.001); nasal = 79.7 µm, 79.1 µm (P = 0.09); inferonasal = 109.8 µm, 111.5 µm (P < 0.001); and inferotemporal = 143.2 µm, 143.6 µm (P = 0.51). Longer axial length was associated with thinner RNFL globally, nasally, inferotemporally, superotemporally, superonasally, and inferonasally, as well as thicker RNFL temporally. The prevalence of ONL and BL classifications was generally higher than the expected rates of 1% and 4%, respectively, in temporal sectors and lower than expected in nasal sectors. The prevalence of global BL classifications was lower than expected (right eye, 2.3%; left eye, 2.6%). Conclusions Measured RNFL thickness differs with axial length and between right and left eyes. More reference data are needed to better define the normal limits of RNFL variation in different populations. Translational Relevance This study provides an improved understanding of normal variation in RNFL thickness in young adults.
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Affiliation(s)
- Gareth Lingham
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0002-8957-0733
| | - Samantha Sze-Yee Lee
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0001-6635-1098
| | - Jason Charng
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0002-5778-6310
| | - Antony Clark
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0001-8393-9870
| | - Fred K Chen
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0003-2809-9930
| | - Seyhan Yazar
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,Garvan Institute for Medical Research, Sydney, Australia.,https://orcid.org/0000-0003-0994-6196
| | - David A Mackey
- Centre for Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,https://orcid.org/0000-0002-6700-7210
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Xie X, Chen B, Yang J, Huang C, Qiu K, Zheng C, Zhang M. Determinants of peripapillary retinal nerve fiber layer's grayscale value in normal eyes by spectral domain optical coherence tomography. Sci Rep 2021; 11:9577. [PMID: 33953227 PMCID: PMC8100177 DOI: 10.1038/s41598-021-88604-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 04/05/2021] [Indexed: 02/05/2023] Open
Abstract
To determine and evaluate the distribution, variation, and determinants of peripapillary retinal nerve fiber layer (pRNFL) grayscale value with spectral-domain optical coherence tomography (SD-OCT) in normal eyes. In this cross-sectional study, three hundred ninety-seven normal eyes from 397 healthy Chinese adults aged 18-80 were consecutively recruited from a tertiary eye care center. An SD-OCT instrument took pRNFL imaging. We used a customized software to measure pRNFL parameters, including thickness and grayscale value. Univariable and multiple linear regression analyses were performed to examine the relationship between pRNFL grayscale value with ocular (e.g., axial length [A.L.], spherical equivalent [S.E.], intraocular pressure [IOP]), and systemic (e.g., age, sex) factors. A total of 397 eyes from 397 healthy subjects were included in the final analysis with mean (± SD) age 44.63 ± 16.43 years (range 18-80 years) and 196 (49.4%) males. The mean average of pRNFL grayscale value and thickness 164.82 ± 5.69 and 106.68 ± 8.89 μm, respectively. pRNFL grayscale value in nasal sectors (163.26 ± 9.31) was significantly lower comparing those in all other five sectors (all with p < 0.001)]. In multivariable analysis, average pRNFL grayscale value was independently correlated to older age (β = - 0.053, p = 0.002), longer axial length (β = - 0.664, p = 0.003), lower RPE grayscale value (β = 0.372, p < 0.001) and lower ImageQ (β = 0.658, p < 0.001). In this study, we provided normative SD-OCT data on the pRNFL grayscale value profile in nonglaucomatous eyes. Lower average pRNFL grayscale value was independently correlated to older age, longer axial length, lower RPE grayscale value, and lower ImageQ. These determinants should be considered when interpreting pRNFL grayscale value in glaucoma assessment.
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Affiliation(s)
- Xiaolin Xie
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China
| | - Binyao Chen
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China
| | - Jianling Yang
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China
| | - Chukai Huang
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China
| | - Kunliang Qiu
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China
| | - Ce Zheng
- Department of Ophthalmology, Xinhua Hospital, Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, China.
| | - Mingzhi Zhang
- Joint Shantou International Eye Center of Shantou University and the Chinese University of Hong Kong, Shantou University Medical College, Shantou, 515000, Guangdong, China.
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