Glaucoma is one of blind causing diseases. The cup-to-disc ratio is the main basis for glaucoma screening. Therefore, it is of great significance to precisely segment the optic cup and disc. In this article, an optic cup and disc segmentation model based on the linear attention and dual attention is proposed. Firstly, the region of interest is located and cropped according to the characteristics of the optic disc. Secondly, linear attention residual network-34 (ResNet-34) is introduced as a feature extraction network. Finally, channel and spatial dual attention weights are generated by the linear attention output features, which are used to calibrate feature map in the decoder to obtain the optic cup and disc segmentation image. Experimental results show that the intersection over union of the optic disc and cup in Retinal Image Dataset for Optic Nerve Head Segmentation (DRISHTI-GS) dataset are 0.962 3 and 0.856 4, respectively, and the intersection over union of the optic disc and cup in retinal image database for optic nerve evaluation (RIM-ONE-V3) are 0.956 3 and 0.784 4, respectively. The proposed model is better than the comparison algorithm and has certain medical value in the early screening of glaucoma. In addition, this article uses knowledge distillation technology to generate two smaller models, which is beneficial to apply the models to embedded device.
Humans ; Optic Disk/diagnostic imaging* ; Glaucoma/diagnosis* ; Algorithms ; Diagnostic Techniques, Ophthalmological ; Databases, Factual

The detection and dynamic monitoring of intraocular pressure have important clinical significance for the diagnosis and treatment of glaucoma. The current status of clinical intraocular pressure detection and dynamic intraocular pressure monitoring are reviewed. The technical challenges encountered, and the shortcomings of the existing technology are analyzed, in order to expect better intraocular pressure monitoring technology to be applied to patients.
Glaucoma/diagnosis* ; Humans ; Intraocular Pressure ; Technology ; Tonometry, Ocular

OBJECTIVE: To investigate accuracy of the currently used strategies for intraocular pressure measurements for reflecting actual 24-hour intraocular pressure fluctuations. METHODS: From September, 2018 to January, 2019, the patients with a suspected diagnosis of primary open angle glaucoma at our hospital were prospectively enrolled to receive 24-hour intraocular pressure monitoring using a Goldmann tonometer. With the intraocular pressure measurements at 0:00, 2:00, 5:00, 7:00, 8:00, 10:00, 11:00, 14:00, 16:00, 18:00, 20:00, and 22:00 as the gold standard (strategy 1), we compared the measurements taken at 5:00, 7:00, 10:00, 14:00, 18:00, and 22:00 (strategy 2) and at 8:00, 11:00, 14:00, and 16:00 (strategy 3) for their accuracy in reflecting 24-h intraocular pressure fluctuations. RESULTS: A total of 41 patients (82 eyes) were enrolled in this study. The peak intraocular pressures measured using the 3 strategies were 21.09±4.15 mmHg, 20.54±4.10 mmHg, and 19.91±4.38 mmHg, respectively, showing significant differences among them ( CONCLUSIONS For suspected cases of glaucoma, intraocular pressure measurements at 4 and 6 time points of a day can not precisely reflect the actual range of intraocular pressure fluctuations, and may lead to a missed diagnosis of glaucoma.
Glaucoma/diagnosis* ; Glaucoma, Open-Angle ; Humans ; Intraocular Pressure ; Prospective Studies ; Tonometry, Ocular

PURPOSE: To report a case of Epstein-Barr virus-related corneal endotheliitis accompanied by secondary glaucoma.CASE SUMMARY: A 73-year-old male presented with blurred vision in his right eye. In the ophthalmic evaluation, there were dispersed keratic precipitates overlying corneal edema. The anterior chamber showed trace ~1+ graded inflammation and an endothelial density decrease. His best-corrected visual acuity and intraocular pressure in the right eye were 0.2 and 34 mmHg, respectively. Paracentesis was performed on the anterior chamber of the right eye to confirm the diagnosis under the suspicion of corneal endotheliitis with trabeculectomy for the intraocular pressure control. Epstein-Barr virus was confirmed using a multiplex polymerase chain reaction (PCR), and oral and eye drops of Acyclovir were used to treat the patient. There was no evidence of a recurrence over 2 years and his intraocular pressure was 12 mmHg and best-corrected visual acuity was maintained at 0.5.CONCLUSIONS: A case of Epstein-Barr virus-related corneal endotheliitis was diagnosed using PCR of the aqueous humor. The patient was treated with an oral antiviral agent and eyedrops without a recurrence.
Acyclovir ; Aged ; Anterior Chamber ; Aqueous Humor ; Corneal Edema ; Diagnosis ; Glaucoma ; Herpesvirus 4, Human ; Humans ; Inflammation ; Intraocular Pressure ; Male ; Multiplex Polymerase Chain Reaction ; Ophthalmic Solutions ; Paracentesis ; Polymerase Chain Reaction ; Recurrence ; Trabeculectomy ; Visual Acuity

PURPOSE: We analyzed and compared retinal ganglion cell damage between patients with glaucoma and those with branched retinal vein occlusion (BRVO). We performed two types of visual field examinations. METHODS: We retrospectively reviewed the medical records of 40 glaucoma eyes and 40 BRVO eyes. We compared the median deviation (MD), the pattern standard deviation (PSD), and sensitivity of damaged visual hemifield from frequency-doubling technology (FDT) C24-2 and standard automated perimetry (SAP) C24-2 visual field tests evaluation. We sought correlations between the MDs and retinal nerve fiber layer thickness as revealed by optical coherence tomography. RESULTS: MDs did not differ between the groups. PSD value was higher in glaucoma patients with FDT C24-2 test (p = 0.022), but no difference between two groups with SAP C24-2 test (p = 0.144). In terms of the sensitivity of the damaged visual hemifield, glaucoma patients had larger areas of damage in the FDT C24-2 test (p < 0.01). In regression analyses, the log R2 values of both tests were higher in glaucoma patients. CONCLUSIONS: Glaucoma patients had a greater damaged visual field area in the FDT C24-2 test than the SAP C24-2 test. The BRVO patients exhibited similar extents of damage in both tests. Thus, the subtypes and distributions of damaged retinal ganglion cells may differ between the conditions, facilitating differential diagnosis.
Diagnosis, Differential ; Glaucoma ; Humans ; Medical Records ; Nerve Fibers ; Retinal Ganglion Cells ; Retinal Vein Occlusion ; Retinal Vein ; Retinaldehyde ; Retrospective Studies ; Tomography, Optical Coherence ; Visual Field Tests ; Visual Fields

glaucoma (AACG). Therefore, we estimated the nationwide, population-based standardized incidence rate of AACG in Korea.METHODS: We conducted a nationwide, population-based, retrospective study using the database of National Health Insurance (NHI) system, which includes the entire Korean population (approximately 50 million people) from 2009 to 2015. We identified patients with incident AACG during the 5-year study period from 2011 to 2015 based on their diagnosis and AACG-related treatments (laser iridotomy and cataract surgery), and estimated age- and gender-standardized incidence rate of AACG during the study period.RESULTS: We identified 11,049 patients (8,022 women, 72.6%) with incident AACG during the 5-year study period. Of these, after excluding 6 patients under 20 years old, 11,043 patients (8,020 women, 72.6%) aged ≥ 20 years were included in the analysis. The average standardized incidence rate during the 5-year study period was 59.95 (95% confidence interval [CI], 58.87–61.03) per 1,000,000 person-years. The incidence rates increased sharply with age and peaked at individuals aged 75–79 years; in men, those peaked at the same age group, however, in women, those peaked at individuals aged 70–74 years. Women has a 2.56 folds higher incidence rate (85.84 [95% CI, 84.03–87.66] per 1,000,000 person-years) than men (33.48 [95% CI, 32.33–34.62] per 1,000,000 person-years).CONCLUSION: The present study provides detailed estimates for AACG incidence according to all age groups and gender through the 5-year study period.]]>
Cataract ; Diagnosis ; Female ; Glaucoma, Angle-Closure ; Humans ; Incidence ; Korea ; Male ; National Health Programs ; Retrospective Studies

There are so many biomechanical risk factors related with glaucoma and their relationship is much complex. This paper reviewed the state-of-the-art research works on glaucoma related mechanical effects. With regards to the development perspectives of studies on glaucoma biomechanics, a completely novel biomechanical evaluation factor -- Fractional Flow Reserve (FPR) for glaucoma was proposed, and developing clinical application oriented glaucoma risk assessment algorithm and application system by using the new techniques such as artificial intelligence and machine learning were suggested.
Algorithms ; Artificial Intelligence ; Biomechanical Phenomena ; Glaucoma ; diagnosis ; Humans ; Intraocular Pressure ; Machine Learning ; Risk Assessment ; Risk Factors

PURPOSE: To explore spatial and temporal characteristics of glaucomatous visual field (VF) progression through multi-way decomposition of data. METHODS: Six serial VF exams with intervals of 6.0 ± 1.0 months in 121 pre-perimetric glaucoma eyes and 80 perimetric glaucoma eyes were arranged into a three-dimensional cube. The data were decomposed using parallel factor analysis. RESULTS: Three tri-linear components (i.e., spatial scores, temporal loadings, and subject-specific loadings) were identified. Component 1 clearly showed differences between superior and inferior hemispheres, linear trends over time, and wide variability in perimetric glaucoma. Findings were compatible with well-known characteristics of glaucomatous VF defects. Component 2 showed nasal and central areas in contrast with superior, inferior, and temporal peripheral locations, whereas component 3 showed a contrast between nasal and temporal hemispheres. Both components 2 and 3 failed to show clear temporal trends. CONCLUSIONS: Identification of spatio-temporal patterns shows new possibilities for a multi-way decomposition methodology for earlier diagnosis and prediction of glaucomatous VF progression.
Diagnosis ; Factor Analysis, Statistical ; Glaucoma ; Visual Fields

PURPOSE: This study compared the glaucoma diagnostic abilities of optical coherence tomography (OCT) and optical coherence tomography angiography (OCTA). In addition, the possibility of enhancing diagnostic capability by combining the two modalities was investigated. METHODS: A total of 131 healthy eyes and 113 glaucomatous eyes were imaged by both OCT and OCTA. In OCT, glaucoma was defined as when the color of the superior or inferior quadrant of the peripapillary retinal nerve fiber layer thickness map was yellow (borderline, <5%) or red (outside normal limits, <1%). In OCTA, glaucoma was determined using the cut-off value of the superior or inferior peripapillary vessel density, calculated after receiver operating characteristic curve analysis. Sensitivity and specificity were determined by OCT alone, by OCTA alone, or by OCT and OCTA combined. RESULTS: The sensitivity of OCT (86.7%) was better than that of OCTA (74.3%), whereas the specificity of OCTA (87.0%) was better than that of OCT (67.9%). When these two modalities were combined, both sensitivity and specificity were enhanced (90.3% and 92.4%, respectively). Among the 131 eyes, 32 were misdiagnosed as glaucomatous by OCT but accurately diagnosed as normal by OCTA. These eyes were myopic, with a longer axial length and a thinner and temporally displaced peak of peripapillary retinal nerve fiber layer thickness, causing the false positive result in OCT. CONCLUSIONS: When OCTA was combined with OCT, the specificity of glaucoma diagnoses were enhanced. OCTA may compensate for the shortcomings of OCT in the diagnosis of glaucoma.
Angiography ; Diagnosis ; Diagnostic Techniques and Procedures ; Glaucoma ; Nerve Fibers ; Retinaldehyde ; ROC Curve ; Sensitivity and Specificity ; Tomography, Optical Coherence

A 10-year-old intact female Jindo dog was presented with a 1-week history of conjunctival redness and ocular discharge in the left eye. There was an absence of menace response, dazzle reflex, and direct pupillary light reflex. Slit-lamp biomicroscopy revealed corneal edema, ciliary flush, and aqueous flare. Intraocular pressure was 68 mmHg. Based on the information available, a diagnosis of glaucoma and uveitis was made. Subsequent histopathologic examination showed the glaucoma was produced by the effects of goniodysgenesis, posterior synechia, and pigment dispersion in the trabecular meshwork. This is the first report of primary glaucoma caused by goniodysgenesis in Jindo dogs.
Animals ; Aqueous Humor ; Child ; Corneal Edema ; Diagnosis ; Dogs ; Female ; Glaucoma ; Humans ; Intraocular Pressure ; Reflex ; Trabecular Meshwork ; Uveitis