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Thompson AC, Falconi A, Sappington RM. Deep learning and optical coherence tomography in glaucoma: Bridging the diagnostic gap on structural imaging. FRONTIERS IN OPHTHALMOLOGY 2022; 2:937205. [PMID: 38983522 PMCID: PMC11182271 DOI: 10.3389/fopht.2022.937205] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 08/22/2022] [Indexed: 07/11/2024]
Abstract
Glaucoma is a leading cause of progressive blindness and visual impairment worldwide. Microstructural evidence of glaucomatous damage to the optic nerve head and associated tissues can be visualized using optical coherence tomography (OCT). In recent years, development of novel deep learning (DL) algorithms has led to innovative advances and improvements in automated detection of glaucomatous damage and progression on OCT imaging. DL algorithms have also been trained utilizing OCT data to improve detection of glaucomatous damage on fundus photography, thus improving the potential utility of color photos which can be more easily collected in a wider range of clinical and screening settings. This review highlights ten years of contributions to glaucoma detection through advances in deep learning models trained utilizing OCT structural data and posits future directions for translation of these discoveries into the field of aging and the basic sciences.
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Affiliation(s)
- Atalie C. Thompson
- Department of Surgical Ophthalmology, Wake Forest School of Medicine, Winston Salem, NC, United States
- Department of Internal Medicine, Gerontology, and Geriatric Medicine, Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Aurelio Falconi
- Wake Forest School of Medicine, Winston Salem, NC, United States
| | - Rebecca M. Sappington
- Department of Surgical Ophthalmology, Wake Forest School of Medicine, Winston Salem, NC, United States
- Department of Neurobiology and Anatomy, Wake Forest School of Medicine, Winston Salem, NC, United States
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Singh A, Kumar T, Velagala VR, Thakre S, Joshi A. The Actions of Lithium on Glaucoma and Other Senile Neurodegenerative Diseases Through GSK-3 Inhibition: A Narrative Review. Cureus 2022; 14:e28265. [PMID: 36158406 PMCID: PMC9491486 DOI: 10.7759/cureus.28265] [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: 07/23/2022] [Accepted: 08/22/2022] [Indexed: 11/27/2022] Open
Abstract
Glaucoma can be described as a set of progressive optic neuropathies. They cause a gradual, irreversible loss of the field of view, which concludes in complete blindness. Evidence suggests that patients who have glaucoma face a greater risk of suffering from senile dementia. Dementia is a group of conditions that occur in old age individuals. Neurodegeneration is a characteristic pathological feature of dementia, the progression of which causes a decline in cognition, which may be accompanied by memory loss. Severe dementia in old individuals usually presents as Alzheimer’s disease, which significantly contributes to a load of dementia in India. Parkinsonism is another common neurodegenerative disease that is known to occur in the elderly. The WNT (Wingless-related integration site)/β-catenin pathway is a multistep process that is responsible for the regulation of various cellular functions. Lithium can up-regulate this pathway by disrupting Glycogen synthase kinase-3β (GSK-3β). This action of Lithium can effectively counteract neuroinflammation and neurodegeneration. The current use of Lithium remains majorly confined to its use for episodes of mania in bipolar disorder (BD). However, recent literature gives insight into how Lithium can improve the visual field in glaucomatous eyes. Symptomatic improvement after lithium administration is seen as it has neuroprotective actions on the retinal ganglion cells (RGCs). Prolonged lithium use improves axonal regeneration and neuronal survival. Lithium also improves the worsening of symptoms in other dementia-related neurodegenerative diseases like Alzheimer’s and Parkinsonism. The physiological actions of Lithium can be utilized in providing effective, holistic therapy options in pathologically related senile degenerative disorders. Significantly better results can be obtained if Lithium therapy is given in conjunction with the drugs used to manage these disorders.
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Seo D, Lee T, Kim JY, Seong GJ, Choi W, Bae HW, Kim CY. Glaucoma Progression after Delivery in Patients with Open-Angle Glaucoma Who Discontinued Glaucoma Medication during Pregnancy. J Clin Med 2021; 10:jcm10102190. [PMID: 34069406 PMCID: PMC8159078 DOI: 10.3390/jcm10102190] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 05/10/2021] [Accepted: 05/14/2021] [Indexed: 01/22/2023] Open
Abstract
In this retrospective study, clinical characteristics and glaucoma progression of open-angle glaucoma (OAG) patients who discontinued intraocular pressure (IOP)-lowering medication during pregnancy were investigated. Glaucoma progression was determined using either serial visual field tests or optic disc/retinal nerve fiber layer (RNFL) photographs. Age, number of previous pregnancies, diagnosis, average IOP, IOP fluctuation, visual field mean deviation, pattern standard deviation, and RNFL thickness were examined, and their association with glaucoma progression was determined using linear regression analysis. Among 67 eyes (37 patients), 19 eyes (28.4%) exhibited glaucoma progression 13.95 ± 2.42 months after delivery. The progression group showed significantly higher mean IOP than the nonprogression group in the first, second, and third trimesters (p = 0.02, 0.001, and 0.04, respectively). The average IOP in the second, and third trimesters and IOP fluctuation during the entire pregnancy were significantly associated with glaucoma progression according to a univariate analysis (p = 0.04, 0.031, and 0.026, respectively). In conclusion, IOP elevation during pregnancy is associated with glaucoma progression after delivery in patients who had discontinued medication during pregnancy. Therefore, close monitoring of glaucoma is necessary, particularly if patients discontinue medication during pregnancy, and appropriate intervention should be considered in case of increased IOP.
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Affiliation(s)
| | | | | | | | | | | | - Chan Yun Kim
- Correspondence: ; Tel.: +82-2-2228-3570; Fax: +82-2-312-0541
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Kumari R, Saha BC, Onkar A, Ambasta A, Kumari A. Management of glaucoma in pregnancy - balancing safety with efficacy. Ther Adv Ophthalmol 2021; 13:25158414211022876. [PMID: 34263134 PMCID: PMC8243098 DOI: 10.1177/25158414211022876] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 05/18/2021] [Indexed: 11/16/2022] Open
Abstract
Glaucoma and pregnancy is an uncommon combination, but it constitutes a very challenging situation for the treating doctor. The challenge is not only controlling the intraocular pressure and preventing glaucoma progression in the mother, but also having to deal with her mental stress and anxiety regarding the safety of her child. The situation is further worsened by the lack of definite guidelines as to how to deal with such patients. Relative rarity of glaucoma in this population restricts any large prospective randomized clinical trials or any large systematic studies. Moreover, none of the existing anti-glaucoma medications is absolutely safe in pregnancy. Current practice patterns depend on some case reports, a few observational studies and a few animal studies that attempt at determining the safety and efficacy of the available medicines. These are then prescribed on the basis of their relative safety in any particular stage of pregnancy or lactation. Newer medications that were released recently in 2018, such as Vyzulta and Rhopressa, presently have limited data to support their safety for use during pregnancy. Laser trabeculoplasty, conventional filtration surgery (of course without anti-metabolites), and minimally invasive glaucoma surgery represent a few non-pharmacological management options. Surgical procedures such as trabeculectomy and tube-shunts or collagen matrix implants, and newer minimally invasive glaucoma surgery procedures such as the gelatin stents are currently being explored and may prove to be viable solutions for severe glaucoma during pregnancy, although they too have their own inherent drawbacks. Management of glaucoma during pregnancy and lactation requires careful consideration of the disease status, gestational stage, US Food and Drug Administration classification and guidelines, and potential benefits and limitations of the various therapeutic modalities. This review focuses on the importance of a multidisciplinary team approach, starting with preconception planning and counseling, determining the treatment options depending on the stage of glaucoma and of pregnancy, and emphasizes the involvement of the patients, their obstetrician, and pediatrician through active discussion regarding the various medical, laser, or surgical modalities currently available or under exploration for use during pregnancy and lactation. The ultimate aim is to achieve an optimal balance between the risks and benefits of any type of intervention, and to customize treatment on an individual basis in order to achieve the best outcomes for both mother and fetus.
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Affiliation(s)
- Rashmi Kumari
- Assistant Professor, Department of
Ophthalmology, Indira Gandhi Institute of Medical Sciences, House no. O/13,
Ashiyana Nagar Phase 1, Patna 800025, Bihar, India
| | - Bhawesh Chandra Saha
- Department of Ophthalmology, All India
Institute of Medical Sciences Patna, Patna, India
| | - Abhishek Onkar
- Department of Ophthalmology, All India
Institute of Medical Sciences Deoghar, Deoghar, India
| | - Anita Ambasta
- Regional Institute of Ophthalmology, Indira
Gandhi Institute of Medical Sciences, Patna, India
| | - Akanchha Kumari
- Department of Ophthalmology, All India
Institute of Medical Sciences Patna, Patna, India
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Abdelrahman AM, Eltanamly RM, Elsanabary Z, Hassan LM. Optical coherence tomography angiography in juvenile open angle glaucoma: correlation between structure and perfusion. Int Ophthalmol 2020; 41:883-889. [PMID: 33185822 DOI: 10.1007/s10792-020-01643-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2020] [Accepted: 10/29/2020] [Indexed: 12/11/2022]
Abstract
PURPOSE Juvenile open angle glaucoma (JOAG) is a type of glaucoma that occurs in patients younger than 40 years. Only a few studies have assessed vascular perfusion in JOAG and correlated it with structural damage. The aim of this study is to investigate vascular perfusion in JOAG by optical coherence tomography angiography (OCTA) and correlate it with structural damage, represented by retinal nerve fiber layer (RNFL) thinning. METHODS This is a cross-sectional observational study of 25 eyes of patients with JOAG. All patients underwent full ocular examination and scanning by OCTA to measure parameters such as RNFL thickness, peripapillary and disk vascular density. RESULTS Average superior and inferior RNFL thicknesses were 69.4 (± 22.1) and 70.4 (± 25.6) μm, whereas peripapillary and disk vascular densities were 38.2(± 10), and 39.1(± 12) % and superior and inferior vascular densities were 38.1(± 10.5) and 38.2(± 9.7) %. A strong positive correlation was found between the superior and inferior RNFL thickness and the vascular density of the peripapillary region, the disk and the superior and inferior vascular densities (p < 0.001 for all). CONCLUSION OCTA parameters are strongly correlated with structural damage in JOAG patients. OCTA can serve as a helpful tool in the diagnosis and assessment of progression in JOAG and be utilized as a prognostic indicator, thus filling the defects and gaps present in other methods of assessment.
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Affiliation(s)
- Ahmed M Abdelrahman
- Department of Ophthalmology, Cairo University, Kasr Alainy School of Medicine, Cairo, Egypt
| | - Rasha M Eltanamly
- Department of Ophthalmology, Cairo University, Kasr Alainy School of Medicine, Cairo, Egypt.
| | - Zeinab Elsanabary
- Department of Ophthalmology, Cairo University, Kasr Alainy School of Medicine, Cairo, Egypt
| | - Lameece M Hassan
- Department of Ophthalmology, Cairo University, Kasr Alainy School of Medicine, Cairo, Egypt
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Schuster AK, Erb C, Hoffmann EM, Dietlein T, Pfeiffer N. The Diagnosis and Treatment of Glaucoma. DEUTSCHES ARZTEBLATT INTERNATIONAL 2020; 117:225-234. [PMID: 32343668 DOI: 10.3238/arztebl.2020.0225] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Revised: 04/01/2019] [Accepted: 10/28/2019] [Indexed: 12/12/2022]
Abstract
BACKGROUND Glaucoma is a group of chronically progressive disorders of the optic nerve. In this article, we present the epidemiology of and risk factors for glaucoma, as well as the diagnostic work-up and treatment options. METHODS This review is based on pertinent publications retrieved by a selective search in Medline and the Cochrane Library, supplemented by further articles chosen by the authors. RESULTS In Europe, the prevalence of glaucoma is 2.93% among persons aged 40 to 80 years. The prevalence rises with age, reaching 10% in persons over 90 years old. The available diagnostic methods include ophthalmoscopy, tonometry, perimetry, and imaging techniques. The treatment of glaucoma is focused on lowering the intraocular pressure with topical drugs, laser therapy, and glaucoma surgery. In patients with manifest glaucoma, lowering the intraocular pressure prevents the progression of visual field defects, with a number needed to treat of 7. CONCLUSION The diagnostic evaluation of glaucoma rests on multiple pillars, all of which must be considered for establishing the diagnosis and defining the desired target pressure: these are, among others, the intraocular pressure and ocular function and morphology. Individually tailored pressure-lowering treatment should be evaluated in regularly scheduled follow-up visits for assessment of function and morphology and adjusted as necessary to minimize the risk of progression.
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Affiliation(s)
- Alexander K Schuster
- Department of Ophthalmology, University Medical Center Mainz; Private Institute of Applied Ophthalmology Berlin; Department of Ophthalmology, University Hospital Cologne
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Hussain AHME, Ferdoush J, Mashreky SR, Rahman AKMF, Ferdausi N, Dalal K. Epidemiology of childhood blindness: A community-based study in Bangladesh. PLoS One 2019; 14:e0211991. [PMID: 31173584 PMCID: PMC6555501 DOI: 10.1371/journal.pone.0211991] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2019] [Accepted: 04/30/2019] [Indexed: 11/24/2022] Open
Abstract
This study aimed to investigate the prevalence and causes of childhood blindness in a rural area of Bangladesh. We adopted a cross-sectional quantitative study design for this study, which was performed in three unions (sub-districts) located in Raiganj Upazila of the Sirajganj district in Bangladesh. Using a validated tool, a screening program was conducted at the household level. After initial screening, a team of ophthalmologists confirmed the diagnoses by clinical examinations. The prevalence of childhood blindness was observed to be 6.3 per 10,000 children, whereas the rate of uniocular blindness was 4.8 per 10,000 children. Congenital problems were the major causes of both uniocular and binocular blindness (uniocular blindness: 84% and binocular blindness: 92%). The whole globe was the site responsible for binocular blindness (28.0%, 95% confidence interval [CI]: 13.1, 47.7), whereas the cornea was responsible for uniocular blindness (57.8%, 95% CI: 35.3, 78.1). Childhood blindness is a public health problem in Bangladesh and is highly prevalent, regardless of sex. The major causes of childhood blindness are congenital.
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Affiliation(s)
| | - Junnatul Ferdoush
- Centre for Injury Prevention and Research Bangladesh, Dhaka, Bangladesh
| | - Saidur Rahman Mashreky
- Centre for Injury Prevention and Research Bangladesh, Dhaka, Bangladesh
- Bangladesh University of Health Sciences, Dhaka, Bangladesh
| | - A. K. M. Fazlur Rahman
- Centre for Injury Prevention and Research Bangladesh, Dhaka, Bangladesh
- Bangladesh University of Health Sciences, Dhaka, Bangladesh
| | | | - Koustuv Dalal
- School of Health and Education, University of Skövde, Skovde, Sweden
- Higher School of Public Health, Al-Farabi Kazakh National University, Almaty, Kazakhstan
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[Glaucoma in inpatient care in Germany in 2015]. Ophthalmologe 2018; 116:542-552. [PMID: 29980858 DOI: 10.1007/s00347-018-0757-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
AIM Analysis of structural characteristics of inpatient treatment of glaucoma in clinical units run by affiliated physicians and those run by hospital physicians in Germany are described. The frequency and distribution of glaucoma diagnoses as the main and secondary diagnosis at different departments and glaucoma diagnoses, number of cases, surgeries and procedures and patient characteristics of the four glaucoma-specific diagnosis-related groups (DRG) are presented. METHOD Secondary data analysis using the G‑DRG browser from 2015/2016 provided by the German Institute for Remuneration Systems in Hospitals. RESULTS In 30% of the 156,524 cases glaucoma was classified as the main diagnosis, in 24% as secondary diagnosis in ophthalmological departments and 46% as secondary diagnosis in other departments. Primary open angle glaucoma was reported most frequently (40%), whilst non-ophthalmological departments mainly coded as "other" or "unspecified types of glaucoma". Glaucoma was coded in 20 DRGs as the main diagnosis and in all ophthalmic DRGs as secondary diagnosis. The number of cases and procedures differed among the four glaucoma-specific DRGs (C06Z, C07A, C07B, C64Z), the diagnostic spectrum, however, was similar. Patients were mainly women, older and with few comorbidities or complications. The C64Z was mainly characterized by cases with "suspected glaucoma" and only conservative procedures. Only 6% of the glaucoma patients were treated in clinical units run by affiliated physicians. In contrast to units run by hospital physicians surgical DRGs and operations prevailed but the diagnostic spectrum and patient characteristics were not different. DISCUSSION AND CONCLUSION With 20% of the main diagnoses, glaucoma was highly relevant for inpatient ophthalmological care. Glaucoma as a secondary diagnosis was also common in other medical specialties, though no diagnostic differentiation was made here. Patients with glaucoma are mainly treated in clinical units run by hospital physicians. Nevertheless, patients of affiliated physicians showed the same characteristics.
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Schmidt D. Increase in Glaucoma Patients. DEUTSCHES ARZTEBLATT INTERNATIONAL 2017; 114:558. [PMID: 28855046 PMCID: PMC5596150 DOI: 10.3238/arztebl.2017.0558a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
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