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Choopong P, Kusakunniran W. Selection of pre-trained weights for transfer learning in automated cytomegalovirus retinitis classification. Sci Rep 2024; 14:15899. [PMID: 38987446 PMCID: PMC11237151 DOI: 10.1038/s41598-024-67121-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2024] [Accepted: 07/08/2024] [Indexed: 07/12/2024] Open
Abstract
Cytomegalovirus retinitis (CMVR) is a significant cause of vision loss. Regular screening is crucial but challenging in resource-limited settings. A convolutional neural network is a state-of-the-art deep learning technique to generate automatic diagnoses from retinal images. However, there are limited numbers of CMVR images to train the model properly. Transfer learning (TL) is a strategy to train a model with a scarce dataset. This study explores the efficacy of TL with different pre-trained weights for automated CMVR classification using retinal images. We utilised a dataset of 955 retinal images (524 CMVR and 431 normal) from Siriraj Hospital, Mahidol University, collected between 2005 and 2015. Images were processed using Kowa VX-10i or VX-20 fundus cameras and augmented for training. We employed DenseNet121 as a backbone model, comparing the performance of TL with weights pre-trained on ImageNet, APTOS2019, and CheXNet datasets. The models were evaluated based on accuracy, loss, and other performance metrics, with the depth of fine-tuning varied across different pre-trained weights. The study found that TL significantly enhances model performance in CMVR classification. The best results were achieved with weights sequentially transferred from ImageNet to APTOS2019 dataset before application to our CMVR dataset. This approach yielded the highest mean accuracy (0.99) and lowest mean loss (0.04), outperforming other methods. The class activation heatmaps provided insights into the model's decision-making process. The model with APTOS2019 pre-trained weights offered the best explanation and highlighted the pathologic lesions resembling human interpretation. Our findings demonstrate the potential of sequential TL in improving the accuracy and efficiency of CMVR diagnosis, particularly in settings with limited data availability. They highlight the importance of domain-specific pre-training in medical image classification. This approach streamlines the diagnostic process and paves the way for broader applications in automated medical image analysis, offering a scalable solution for early disease detection.
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Affiliation(s)
- Pitipol Choopong
- Department of Ophthalmology, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok, Thailand
- Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand
| | - Worapan Kusakunniran
- Faculty of Information and Communication Technology, Mahidol University, Nakhon Pathom, Thailand.
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Eustaquio PC, Azarcon CP, Artiaga JCM. Losing sight of CMV retinitis: An emerging cause of blindness among the youth living with HIV in the Philippines. Int J STD AIDS 2024; 35:662-663. [PMID: 38534069 DOI: 10.1177/09564624241240509] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/28/2024]
Affiliation(s)
| | - Corrina P Azarcon
- Section of Ophthalmology, Department of Surgery, University of Calgary, Calgary, AB, Canada
- Calgary Retina Consultants, Calgary, AB, Canada
| | - J Carlo M Artiaga
- Department of Ophthalmology and Visual Sciences, Philippine General Hospital, University of the Philippines Manila, Manila, Philippines
- International Eye Institute, St Luke's Medical Center Global City, Taguig City, Philippines
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Du K, Dong L, Zhang K, Guan M, Chen C, Xie L, Kong W, Li H, Zhang R, Zhou W, Wu H, Dong H, Wei W. Deep learning system for screening AIDS-related cytomegalovirus retinitis with ultra-wide-field fundus images. Heliyon 2024; 10:e30881. [PMID: 38803983 PMCID: PMC11128864 DOI: 10.1016/j.heliyon.2024.e30881] [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: 12/03/2023] [Revised: 05/03/2024] [Accepted: 05/07/2024] [Indexed: 05/29/2024] Open
Abstract
Background Ophthalmological screening for cytomegalovirus retinitis (CMVR) for HIV/AIDS patients is important to prevent lifelong blindness. Previous studies have shown good properties of automated CMVR screening using digital fundus images. However, the application of a deep learning (DL) system to CMVR with ultra-wide-field (UWF) fundus images has not been studied, and the feasibility and efficiency of this method are uncertain. Methods In this study, we developed, internally validated, externally validated, and prospectively validated a DL system to detect AIDS-related from UWF fundus images from different clinical datasets. We independently used the InceptionResnetV2 network to develop and internally validate a DL system for identifying active CMVR, inactive CMVR, and non-CMVR in 6960 UWF fundus images from 862 AIDS patients and validated the system in a prospective and an external validation data set using the area under the curve (AUC), accuracy, sensitivity, and specificity. A heat map identified the most important area (lesions) used by the DL system for differentiating CMVR. Results The DL system showed AUCs of 0.945 (95 % confidence interval [CI]: 0.929, 0.962), 0.964 (95 % CI: 0.870, 0.999) and 0.968 (95 % CI: 0.860, 1.000) for detecting active CMVR from non-CMVR and 0.923 (95 % CI: 0.908, 0.938), 0.902 (0.857, 0.948) and 0.884 (0.851, 0.917) for detecting active CMVR from non-CMVR in the internal cross-validation, external validation, and prospective validation, respectively. Deep learning performed promisingly in screening CMVR. It also showed the ability to differentiate active CMVR from non-CMVR and inactive CMVR as well as to identify active CMVR and inactive CMVR from non-CMVR (all AUCs in the three independent data sets >0.900). The heat maps successfully highlighted lesion locations. Conclusions Our UWF fundus image-based DL system showed reliable performance for screening AIDS-related CMVR showing its potential for screening CMVR in HIV/AIDS patients, especially in the absence of ophthalmic resources.
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Affiliation(s)
- Kuifang Du
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Li Dong
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Kai Zhang
- Chongqing Chang'an Industrial Group Co. Ltd, Chongqing, China
| | - Meilin Guan
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Chao Chen
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Lianyong Xie
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Wenjun Kong
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Heyan Li
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Ruiheng Zhang
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Wenda Zhou
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Haotian Wu
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Hongwei Dong
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Wenbin Wei
- Beijing Tongren Eye Centre, Beijing Key Laboratory of Intraocular Tumour Diagnosis and Treatment, Beijing Ophthalmology & Visual Sciences Key Lab, Medical Artificial Intelligence Research and Verification Key Laboratory of the Ministry of Industry and Information Technology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
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Bogoni G, Lucas Júnior RM, Reis Schneider GA, Castanheira de Souza NF, Carvalho MK, Marcusso RM, Vidal JE. Cytomegalovirus retinitis in hospitalized people living with HIV in the late antiretroviral therapy era in São Paulo, Brazil. Int J STD AIDS 2023; 34:48-53. [PMID: 36259434 DOI: 10.1177/09564624221135294] [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] [Indexed: 01/04/2023]
Abstract
BACKGROUND There is scarce information on AIDS-related cytomegalovirus (CMV) retinitis in middle-income countries. The objectives of this study were to identify the prevalence of active CMV retinitis in severely immunosuppressed people living with HIV (PLWHIV) and to describe its main features. METHODS This retrospective cohort study was carried out at a tertiary center in São Paulo, Brazil. We included hospitalized adults PLWHIV with CD4 count ≤100 cells/μL, ≥ one quantitation of CMV DNA in plasma, and indirect ophthalmoscopy evaluation. RESULTS Thirty-eight (21.6%) of 176 participants had at least an ophthalmoscopy diagnosis and only 3 (1.7%) individuals presented active CMV retinitis. All these participants were male, and retinitis was asymptomatic in 2 cases. Two participants had extraocular end-organ CMV disease and detectable CMV DNA in plasma. CONCLUSIONS These results show a low prevalence of active CMV retinitis in the evaluated population. However, 2 of 3 participants had asymptomatic active CMV retinitis and a fifth of participants had at least one ophthalmoscopy diagnosis, suggesting the need for routine ophthalmologic evaluation in hospitalized severely immunosuppressed PLWHIV. The profile of participants with active CMV retinitis was similar to that described in the pre-ART era and quantitation of CMV DNA in plasma was variable.
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Affiliation(s)
- Giuliane Bogoni
- Departamento de Infectologia, Instituto de Infectologia Emílio Ribas, São Paulo, Brazil
| | | | | | | | - Maria Kassab Carvalho
- Departamento de Infectologia, Pontifícia Universidade Católica de Campinas, São Paulo, Brazil
| | - Rosa Maria Marcusso
- Departamento de Neurologia, Instituto de Infectologia Emílio Ribas, São Paulo, Brazil
| | - José Ernesto Vidal
- Departamento de Neurologia, Instituto de Infectologia Emílio Ribas, São Paulo, Brazil.,Departamento de Moléstias Infecciosas e Parasitárias, Hospital das Clínicas da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil.,Laboratório de Investigação Médica (LIM 49) da Faculdade de Medicina da Universidade de São Paulo, São Paulo, Brazil
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Pengput A, Schwartz DG. Telemedicine in Southeast Asia: A Systematic Review. Telemed J E Health 2022; 28:1711-1733. [PMID: 35417250 DOI: 10.1089/tmj.2021.0516] [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] [Indexed: 12/16/2022] Open
Abstract
Introduction: Telemedicine is an effective means of delivering health care in Southeast Asian (SEA) countries. This systematic review explored the use of telemedicine systems for delivering health care services in SEA countries during the past 10 years. Methods: Literature searches were conducted in PubMed, Embase, Medline, Global Health, and CENTRAL (Cochrane Central Register of Controlled Trials). The inclusion criteria were as follows: (1) studies published between 2010 and 2021; (2) study settings located in SEA countries; (3) articles published in English; and (4) availability of a full-text version of the article. Information was extracted and evaluated for each study based on quality and risk of bias. Results: Thirty-seven of 6,554 records were eligible for inclusion. Studies included based on percentage were descriptive (29.73%), cost-effective (8.11%), randomized controlled trials (5.41%), and mixed methods (2.7%). Teleophthalmology and teleconsultation were the major reasons for using telemedicine, representing 21.62% of all studies. A hub-and-spoke and store-and-forward models were used. Free messenger applications supported communication modalities in or out of the systems. Discussion: The COVID-19 (coronavirus disease 2019) pandemic increased research studies on telemedicine, with most studies occurring in Singaporean hospitals (49%). Descriptive studies predominated, followed by retrospective and cross-sectional studies. Conclusions: Our findings demonstrated that telemedicine was a powerful tool. It is feasible, safe, effective, and less expensive than traditional methods. However, robust research is needed to fully investigate telemedicine systems in SEA countries.
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Affiliation(s)
- Anuwat Pengput
- Department of Biomedical Informatics, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, USA
| | - Diane G Schwartz
- Department of Biomedical Informatics, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, New York, USA
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Adrianzén R, Rioja M, Manrique A, García Tello AV. Study to evaluate efficacy of midriatic-digital-images when screening retinal-complications in people living with HIV. Int J STD AIDS 2022; 33:773-776. [PMID: 35609327 DOI: 10.1177/09564624221100941] [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: 11/15/2022]
Abstract
To determine efficacy of mydriatic-digital images (MDI) when screening retinal complications in people living with HIV, in this study, a consecutive series of 79 people living with HIV (PLHIV) were evaluated. Two series of MDI were taken: - macula and optic nerve - nine gaze fields, which findings were compared with those obtained by a retina specialist. Both examiners were unaware of each other's results. Average age was 32.2 years old, predominantly male (75.9%). Most frequent complications were HIV retina microangiopathies (6.3%) and toxoplasmosis (5.1%), followed by Cytomegalovirus and neuro-retinitis, optic neuritis and vitreitis, each one with 1.3%. Sensitivity with two MDI was 92.8% (CI 95% 66.0-100.0) and with nine 100% (CI 95% 77.0-100.0) and specificity of 95.4% (CI 95% 87.0-99.0) for both series. The positive predictive value was 81.3 and 82.4%, and negative predictive value was 98.4 and 100% respectively. The strength of agreement was substantial for the two series with the retina specialist examination (Kappa index of 0.836 and 0.888 respectively). Mydriatic-digital-images appear to be an effective method to screen for HIV-related retinal-complications in a regional hospital in Perú.
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Affiliation(s)
- Rosa Adrianzén
- 125822National University of Trujillo, Trujillo, Perú.,Regional Institute of Ophthalmology "Javier Servat Univazo." Trujillo, Trujillo, Perú
| | - Miguel Rioja
- 125822National University of Trujillo, Trujillo, Perú.,Regional Institute of Ophthalmology "Javier Servat Univazo." Trujillo, Trujillo, Perú
| | - Alberto Manrique
- 125822National University of Trujillo, Trujillo, Perú.,Regional Institute of Ophthalmology "Javier Servat Univazo." Trujillo, Trujillo, Perú
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Cytomegalovirus Retinitis Screening Using Machine Learning Technology. Retina 2022; 42:1709-1715. [DOI: 10.1097/iae.0000000000003506] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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8
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Ausayakhun S, Snyder BM, Ausayakhun S, Nanegrungsunk O, Apivatthakakul A, Narongchai C, Melo JS, Keenan JD. Clinic-Based Eye Disease Screening Using Non-Expert Fundus Photo Graders at the Point of Screening: Diagnostic Validity and Yield. Am J Ophthalmol 2021; 227:245-253. [PMID: 33823160 DOI: 10.1016/j.ajo.2021.03.029] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 03/16/2021] [Accepted: 03/24/2021] [Indexed: 10/21/2022]
Abstract
PURPOSE The intent of this study was to determine the diagnostic accuracy of several diagnostic tests for age-related macular degeneration (AMD), diabetic retinopathy (DR), glaucoma, and cataract, as well as the proportions of patients with eye disease from each of 3 enrolling clinics. DESIGN Diagnostic accuracy study. METHODS Patients ≥50 years old in a diabetes, thyroid, and general medicine clinic were screened using visual acuity, tonometry, and fundus photography. Photographs were graded at the point-of-screening by non-ophthalmic personnel. Participants with positive screening test results in either eye and a 10% random sample with negative results in both eyes were referred for an in-person, reference-standard ophthalmology examination. RESULTS Of 889 participants enrolled, 229 participants failed at least 1 test in either eye, of which 189 presented for an ophthalmic examination. An additional 76 participants with completely normal screening test results were referred for examination, of which 50 attended. Fundus photography screening had the highest yield for DR (sensitivity: 67%; 95% confidence interval [CI]: 39%-87%), visual acuity screening for cataract (sensitivity: 89%; 95% CI: 86%-92%), and intraocular pressure screening for glaucoma or suspected glaucoma (sensitivity: 25%; 95% CI: 14%-40%). The burden of disease was relatively high in all 3 clinics, with at least 1 of the diseases of interest (ie, AMD, DR, glaucoma or suspected glaucoma, or cataract) detected in 25% of participants (95% CI: 17-35%) from the diabeteses clinic, 34% (95% CI: 22%-49%) from the thyroid clinic, and 21% (95% CI: 13%-32%) from the general clinic. CONCLUSIONS Non-expert eye disease screening in health clinics may be a useful model for detection of eye disease in resource-limited settings.
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Pappalardo M, Fanelli U, Chiné V, Neglia C, Gramegna A, Argentiero A, Esposito S. Telemedicine in Pediatric Infectious Diseases. CHILDREN-BASEL 2021; 8:children8040260. [PMID: 33800549 PMCID: PMC8066295 DOI: 10.3390/children8040260] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 03/24/2021] [Accepted: 03/25/2021] [Indexed: 11/18/2022]
Abstract
Telemedicine is the remote practice of medicine through the use of information and communication technologies for the prevention, diagnosis, treatment and management of diseases. In this narrative review, we illustrate how telemedicine technologies are increasingly integrated into pediatric infectious disease programs with the aim of facilitating access to specialist care and reducing costs. There is widespread use of telemedicine for the management of acute and chronic infectious diseases, particularly in countries in which the majority of the population lives in rural areas, far from third-level hospital centers located in large urban centers. Obviously, telemedicine is also used in developed countries, and its importance has been further increased recently given the COVID-19 pandemic. It has many advantages for patients, such as saving time, money and working hours, and reducing cancelled appointments and delays, while there are also many advantages for doctors, allowing collaborations with specialists and continuous updating. Among the disadvantages are the limitation in carrying out an objective examination, which is particularly important for children under 2 years of age, and the need for cutting-edge technology and reliable connectivity. Telemedicine increasingly represents the future and the beginning of a new healthcare system that also will redefine medical care for the treatment of infectious diseases, both acute and chronic. However, the majority of the experience has involved adults, and its validation in pediatric care, as well as its application in real-life practices, are urgently needed.
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Affiliation(s)
- Marco Pappalardo
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
| | - Umberto Fanelli
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
| | - Vincenzo Chiné
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
| | - Cosimo Neglia
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
| | - Andrea Gramegna
- Respiratory Unit and Cystic Fibrosis Adult Center, Internal Medicine Department, Fondazione IRCCS Ca’ Granda Ospedale Maggiore Policlinico, 20122 Milan, Italy;
- Department of Pathophysiology and Transplantation, University of Milan, 20122 Milan, Italy
| | - Alberto Argentiero
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
| | - Susanna Esposito
- Pediatric Clinic, Pietro Barilla Children’s Hospital, Department of Medicine and Surgery, University of Parma, 43126 Parma, Italy; (M.P.); (U.F.); (V.C.); (C.N.); (A.A.)
- Correspondence: ; Tel.: +39-0521-704790
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Du KF, Chen C, Huang XJ, Xie LY, Kong WJ, Dong HW, Wei WB. Utility of Ultra-Wide-Field Imaging for Screening of AIDS-Related Cytomegalovirus Retinitis. Ophthalmologica 2020; 244:334-338. [PMID: 33120392 DOI: 10.1159/000512634] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 07/17/2020] [Indexed: 11/19/2022]
Abstract
PURPOSE To explore the potential use of ultra-wide-field (UWF) imaging for screening of cytomegalovirus retinitis (CMVR) in AIDS patients. METHODS Ninety-four patients whose CD4 count was below 200 cells/μL were enrolled in a prospective study. Each patient underwent UWF imaging and indirect ophthalmoscopy. The main outcome measures were the concordance and detection rates of these 2 approaches and the sensitivity and specificity of UWF imaging. RESULTS Twenty-seven eyes in 18 patients were diagnosed with CMVR by the indirect ophthalmoscopy. UWF imaging missed the diagnosis in 1 eye because of a zone 3 CMVR lesion. The UWF image showed several CMVR patterns and locations: hemorrhagic necrotizing lesion, granular lesion, frosted branch angiitis, and optic neuropathy lesion. The concordance of the 2 approaches was excellent for the diagnosis of CMVR, classification of CMVR pattern, and location of CMVR. The detection rates of UWF imaging and indirect ophthalmoscopy were 14.0% (26/186; 95% CI 0.089-0.190) and 14.5% (27/186; 95% CI 0.094-0.196), respectively (p = 1.000). The sensitivity and specificity of UWF imaging were 96.3 and 100%, respectively. CONCLUSIONS UWF imaging is capable of documentation of different CMVR lesions and AIDS-related CMVR screening when examination by an ophthalmologist is not available.
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Affiliation(s)
- Kui-Fang Du
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Chao Chen
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Xiao-Jie Huang
- Department of Infectious Diseases, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Lian-Yong Xie
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Wen-Jun Kong
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Hong-Wei Dong
- Department of Ophthalmology, Beijing Youan Hospital, Capital Medical University, Beijing, China
| | - Wen-Bin Wei
- Beijing Tongren Eye Center, Beijing Key Laboratory of Intraocular Tumor Diagnosis and Treatment, Beijing Ophthalmology and Visual Sciences Key Lab, Beijing Tongren Hospital, Capital Medical University, Beijing, China
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Lin TC, Chiang YH, Hsu CL, Liao LS, Chen YY, Chen SJ. Image quality and diagnostic accuracy of a handheld nonmydriatic fundus camera: Feasibility of a telemedical approach in screening retinal diseases. J Chin Med Assoc 2020; 83:962-966. [PMID: 32649414 PMCID: PMC7526587 DOI: 10.1097/jcma.0000000000000382] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND A suitable fundus camera for telemedicine screening can expand the scale of eye care service. The purpose of this study was to compare a handheld nonmydriatic digital fundus camera and a conventional mydriatic fundus camera according to the image quality of their photographs and usability of those photographs to accurately diagnose various retinal diseases. METHODS A handheld nonmydriatic fundus camera and conventional fundus camera were used to take fundus photographs of outpatients at an ophthalmic clinic before and after pupillary dilation. Image quality and diagnostic agreement of the photos were graded by two masked and experienced retinal specialists. RESULTS A total of 867 photographs of 393 eyes of 200 patients were collected. Approximately 80% of photos taken under nonmydriasis status using the handheld nonmydriatic fundus camera had good (55.7%) or excellent (22.7%) image quality. The overall agreement of diagnoses between the doctors was more than 90%. When the handheld nonmydriatic fundus camera was used after mydriasis, the proportion of images with good (45%) or excellent (49.7%) quality reached 94.7% and diagnostic agreement was 93.4%. Lens opacity was associated with the quality of images obtained using the handheld camera (p = 0.041), and diagnosis disagreement for handheld camera images was associated with preexisting diabetes diagnosis (p = 0.009). Approximately 40% of patients expressed preference for use of the handheld nonmydriatic camera. CONCLUSION This study demonstrated the effectiveness of the handheld nonmydriatic fundus camera in clinical practice and its feasibility for telemedicine screening of retinal diseases.
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Affiliation(s)
- Tai-Chi Lin
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- Institute of Clinical Medicine, National Yang-Ming University, Taipei, Taiwan, ROC
| | - Yueh-Hua Chiang
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
| | - Chih-Lu Hsu
- Medimaging Integrated Solution Inc., Hsinchu, Taiwan, ROC
| | | | - Yi-Ying Chen
- Medimaging Integrated Solution Inc., Hsinchu, Taiwan, ROC
| | - Shih-Jen Chen
- Department of Ophthalmology, Taipei Veterans General Hospital, Taipei, Taiwan, ROC
- School of Medicine, National Yang-Ming University Taipei, Taiwan, ROC
- Address correspondence. Dr. Shih-Jen Chen, Department of Ophthalmology, Taipei Veterans General Hospital, 201, Section 2, Shi-Pai Road, Taipei 112, Taiwan, ROC. E-mail address: (S.-J. Chen)
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Kingkosol P, Pooprasert P, Choopong P, Hunchangsith B, Laksanaphuk V, Tantibundhit C. Automated Cytomegalovirus Retinitis Screening in Fundus Images. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:1996-2002. [PMID: 33018395 DOI: 10.1109/embc44109.2020.9175461] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
This work proposes an automated algorithms for classifying retinal fundus images as cytomegalovirus retinitis (CMVR), normal, and other diseases. Adaptive wavelet packet transform (AWPT) was used to extract features. The retinal fundus images were transformed using a 4-level Haar wavelet packet (WP) transform. The first two best trees were obtained using Shannon and log energy entropy, while the third best tree was obtained using the Daubechies-4 mother wavelet with Shannon entropy. The coefficients of each node were extracted, where the feature value of each leaf node of the best tree was the average of the WP coefficients in that node, while those of other non-leaf nodes were set to zero. The feature vector was classified using an artificial neural network (ANN). The effectiveness of the algorithm was evaluated using ten-fold cross-validation over a dataset consisting of 1,011 images (310 CMVR, 240 normal, and 461 other diseases). In testing, a dataset consisting of 101 images (31 CMVR, 24 normal, and 46 other diseases), the AWPT-based ANN had sensitivities of 90.32%, 83.33%, and 91.30% and specificities of 95.71%, 94.81%, and 92.73%. In conclusion, the proposed algorithm has promising potential in CMVR screening, for which the AWPT-based ANN is applicable with scarce data and limited resources.
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Tang Y, Sun J, He T, Shen Y, Liu L, Steinhart CR, Chen J, Qi T, Wang Z, Song W, Zhang R. Clinical Features of Cytomegalovirus Retinitis in HIV Infected Patients. Front Cell Infect Microbiol 2020; 10:136. [PMID: 32318357 PMCID: PMC7154068 DOI: 10.3389/fcimb.2020.00136] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Accepted: 03/16/2020] [Indexed: 01/14/2023] Open
Abstract
Objectives: The purpose of this study was to investigate the clinical features and related laboratory indicators of cytomegalovirus retinitis in HIV infected patients in order to find a suitable laboratory reference guide to aid in the early diagnosis of CMVR, which should improve the prognosis of the severe retinitis. Methods: PLHIVs who were admitted to our hospital from January 2010 to December 2016 were included. The diagnosis of AIDS follows the AIDS Treatment Guidelines. Levels of CMV IgG and IgM were measured by ELISA in order to detect the CMV infection status of the patient. CMV-DNA levels were assessed by a quantitative PCR method, and CD4+ T lymphocytes were detected by flow cytometry. Logistical regression was used to analyze the risk factors for CMV retinitis in HIV-infected patients. Results: There were 93 patients with HIV that were also diagnosed with CMV retinitis. After ART, the intraocular pressure, visual acuity, cotton plaque incidence, and CD4+ T lymphocyte count were significantly improved, and the yellow-white retinal lesions gradually disappeared. In patients with HIV infections, the CD4+ T lymphocyte count, and peripheral blood quantitative CMV-DNA levels were found to be independent risk factors for CMV retinitis (P < 0.05). Patients with HIV infection who had CMV-DNA levels >6,390 copies/mL were associated with more severe ophthalmolgic conditions related to CMV retinitis. Conclusion: Patients with HIV infections with quantitative CMV-DNA levels >6,390 copies/mL have a higher probability of having a diagnosis of CMV retinitis and a worse prognosis than those whose CMV-DNA level is <6,390 copies/mL.
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Affiliation(s)
- Yang Tang
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Jianjun Sun
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Taiwen He
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Yinzhong Shen
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Li Liu
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Corklin R Steinhart
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Jun Chen
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Tangkai Qi
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Zhenyan Wang
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Wei Song
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
| | - Renfang Zhang
- Department of Infection and Immunity, Shanghai Public Health Clinical Center, Fudan University, Shanghai, China
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Abstract
PURPOSE OF REVIEW Novel technologies, such as high-definition cameras, encryption software, electronic stethoscopes, microfluidic diagnostic systems, and widely available broadband Internet have expanded the potential for telemedicine. This narrative review presents current and future uses of telemedicine in the prevention, diagnosis, treatment, stewardship, and management of infectious disease. RECENT FINDINGS Beginning in the 1990s, early approaches to telemedicine in infectious disease focused largely on treatment of HIV/AIDS, hepatitis C, and tuberculosis. However, recent innovations allow for targeting of additional diseases and in increasingly remote settings. Telemedicine allows virtual visits between patients in the home and remote providers, permitting outpatient management of complex conditions, such as post-surgical site monitoring, and non-urgent infectious maladies, such as uncomplicated urinary tract infection. Remote provider education by videoconference and integrated clinical decision support tools create avenues to improve inpatient care, including antimicrobial stewardship. Technological strides from miniaturization of diagnostic tests to robotic telepresence physical exams improve access to infectious disease care in isolated and infrastructure-poor environments, from cargo ships to other resource-limited settings. Telemedicine in the field of infectious disease is rapidly expanding in clinical, technological, geographical, and human capacity. Recent innovations narrow gaps in access to care for populations traditionally underserved, stigmatized, isolated by remote geography, or lacking technological infrastructure. Current and future approaches will transform inpatient, outpatient, and remote care.
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Yoon S, Kim HYS, Kim J, Kim S, Seo KY, Kim SY. A current status of teleophthalmology in low- and middle-income countries: literature review. ACTA ACUST UNITED AC 2019. [DOI: 10.35500/jghs.2019.1.e41] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Sangchul Yoon
- Department of Global Health, Graduate School of Public Health, Yonsei University, Seoul, Korea
- Department of Ophthalmology, College of Medicine, Yonsei University, Seoul, Korea
| | | | - Jaewon Kim
- Institute of Health and Environment, Seoul National University, Seoul, Korea
| | - Sohyun Kim
- Division of Pacific Technical Support, World Health Organization, Nandi, Fiji
| | - Kyoung Yul Seo
- Department of Ophthalmology, College of Medicine, Yonsei University, Seoul, Korea
| | - So Yoon Kim
- Department of Health Law and Ethics, College of Medicine, Yonsei University, Seoul, Korea
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Ausayakhun S, Yen M, Jirawison C, Ausayakhun S, Khunsongkiet P, Leenasirimakul P, Kamphaengkham S, Snyder BM, Heiden D, Holland GN, Margolis TP, Keenan JD. Visual acuity outcomes in cytomegalovirus retinitis: early versus late diagnosis. Br J Ophthalmol 2018; 102:1607-1610. [DOI: 10.1136/bjophthalmol-2018-312191] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Revised: 06/29/2018] [Accepted: 08/12/2018] [Indexed: 12/12/2022]
Abstract
AimsTo determine if early dilated fundus examination for cytomegalovirus (CMV) retinitis leads to better visual outcomes in areas with limited HIV care, where patients may have long-standing retinitis before they are diagnosed with HIV.MethodsTwenty-four eyes of 17 patients with CMV retinitis who were seen at an urban HIV clinic in Chiang Mai, Thailand, were included in this retrospective cohort study. Participants were divided into two groups based on the amount of time from the first documented CD4 count below 100 cells/mm3 to the first eye examination for CMV retinitis. Average visual acuity in each group was calculated at the time CMV retinitis was first detected, and then at 3, 6 and 12 months after diagnosis.ResultsThe group of patients who received an eye examination within approximately 4 months of the initial low CD4 count measurement had better baseline visual acuity (median 20/30,IQR 20/20 to 20/60) compared with patients who presented later (median 20/80, 20/60 to hand motion); p=0.03). Visual acuity did not change significantly during the 12-month study period in either the early group (p=0.69) or late group (p=0.17).ConclusionIn this study, patients who were examined sooner after a low CD4 count had better vision than patients who were examined later. Routine early screening of patients with CD4 counts under below 100 cells/mm3 may detect earlier disease and prevent vision loss.
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Chee RI, Darwish D, Fernandez-Vega A, Patel S, Jonas K, Ostmo S, Campbell JP, Chiang MF, Chan RVP. Retinal Telemedicine. CURRENT OPHTHALMOLOGY REPORTS 2018; 6:36-45. [PMID: 30140593 PMCID: PMC6101043 DOI: 10.1007/s40135-018-0161-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
PURPOSE OF REVIEW An update and overview of the literature on current telemedicine applications in retina. RECENT FINDINGS The application of telemedicine to the field of Ophthalmology and Retina has been growing with advancing technologies in ophthalmic imaging. Retinal telemedicine has been most commonly applied to diabetic retinopathy and retinopathy of prematurity in adult and pediatric patients respectively. Telemedicine has the potential to alleviate the growing demand for clinical evaluation of retinal diseases. Subsequently, automated image analysis and deep learning systems may facilitate efficient processing of large, increasing numbers of images generated in telemedicine systems. Telemedicine may additionally improve access to education and standardized training through tele-education systems. SUMMARY Telemedicine has the potential to be utilized as a useful adjunct but not a complete replacement for physical clinical examinations. Retinal telemedicine programs should be carefully and appropriately integrated into current clinical systems.
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Affiliation(s)
- Ru-ik Chee
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago
| | - Dana Darwish
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago
| | | | - Samir Patel
- Department of Ophthalmology, Wills Eye Hospital, Oregon Health & Science University, Portland, OR, United States
| | - Karyn Jonas
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago
| | - Susan Ostmo
- Department of Ophthalmology, Casey Eye Institute at Oregon Health & Science University, Portland, OR, United States
| | - J. Peter Campbell
- Department of Ophthalmology, Casey Eye Institute at Oregon Health & Science University, Portland, OR, United States
| | - Michael F. Chiang
- Department of Ophthalmology, Casey Eye Institute at Oregon Health & Science University, Portland, OR, United States
| | - RV Paul Chan
- Department of Ophthalmology and Visual Sciences, Illinois Eye and Ear Infirmary, University of Illinois at Chicago
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Adhi M, Silva FQ, Lang R, Seballos R, Sukol RB, Feinleib S, Singh RP. Non-Mydriatic Ultra-Widefield Imaging Compared With Single-Field Imaging in the Evaluation of Peripheral Retinal Pathology. Ophthalmic Surg Lasers Imaging Retina 2018; 48:962-968. [PMID: 29253298 DOI: 10.3928/23258160-20171130-02] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2017] [Accepted: 06/02/2017] [Indexed: 11/20/2022]
Abstract
BACKGROUND AND OBJECTIVE To report clinical feasibility of non-mydriatic ultra-widefield (NMUWF) imaging and determine the prevalence of peripheral retinal pathology in comparison to standard single-field imaging in a primary care setting. PATIENTS AND METHODS Six hundred and thirty-two subjects (1,260 eyes) who underwent NMUWF imaging during annual health screening from October 2015 through March 2016 were retrospectively identified. An automated algorithm processed the raw images into: (1) NMUWF image with mask/grid outline that delineates the center 45° field simulating standard single-field photograph and (2) single-field image comprising 45° posterior pole extracted from the corresponding NMUWF image. RESULTS Mean age of patients was 59.6 years ± 7.5 years. Of the 1,260 eyes, 1,238 eyes (98.3%) were considered optimum for grading. NMUWF images detected peripheral retinal pathology in 228 eyes (18.4%) that were not visible on corresponding single-field images. CONCLUSIONS NMUWF imaging is feasible in a primary care setting, allows improved visualization of peripheral retinal pathology, and may therefore be useful for telemedicine screening. [Ophthalmic Surg Lasers Imaging Retina. 2017;48:962-968.].
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Port AD, Orlin A, Kiss S, Patel S, D'Amico DJ, Gupta MP. Cytomegalovirus Retinitis: A Review. J Ocul Pharmacol Ther 2017; 33:224-234. [DOI: 10.1089/jop.2016.0140] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Affiliation(s)
- Alexander D. Port
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
| | - Anton Orlin
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
| | - Szilard Kiss
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
| | - Sarju Patel
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
| | - Donald J. D'Amico
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
| | - Mrinali P. Gupta
- Department of Ophthalmology, Weill Cornell Medical College, New York-Presbyterian Hospital, New York, New York
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20
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Liu Y, Chen AS, Kamphaengkham S, Leenasirimakul P, Jirawison C, Ausayakhun S, Margolis TP, Keenan JD. Diagnostic Utility of Ocular Symptoms and Vision for Cytomegalovirus Retinitis. PLoS One 2016; 11:e0165564. [PMID: 27788232 PMCID: PMC5082835 DOI: 10.1371/journal.pone.0165564] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2016] [Accepted: 10/13/2016] [Indexed: 11/23/2022] Open
Abstract
Purpose Cytomegalovirus (CMV) retinitis remains a leading cause of blindness in countries with a high burden of AIDS. Although dilated fundus examinations are recommended for those with CD4 counts below 100 cells/μL, in practice only those with poor vision and/or symptoms are routinely referred for screening. Therefore, the predictive value of this common practice should be assessed. Methods This is a prospective cross-sectional study. Patients with known HIV and a CD4 count of less than 100 cells/μL attending an HIV clinic in Chiang Mai, Thailand completed a standardized questionnaire about visual symptoms and underwent visual acuity testing and dilated fundus examination. Participants without CMV retinitis were invited for repeated examinations every 3 months until their CD4 count exceeded 100 cells/μL. Patient-level statistical analyses were conducted to calculate diagnostic test characteristics, with bootstrapping to account for correlated data. Results Of 103 study participants, 16 had CMV retinitis diagnosed at some point during the study. Participants with CMV retinitis were more likely to complain of visual symptoms compared to those without CMV retinitis (p = 0.01), including scotoma (p = 0.0002), itchy or watery eyes (p < 0.0001), and eye pain (p = 0.003); they were also more likely to have visual acuity worse than Counting Fingers (p = 0.0003). However, the absence of eye symptoms and the absence of poor vision did not strongly affect the probability that a patient did not have disease (negative likelihood ratio 0.56 and 0.76, respectively). Conclusions Ocular symptoms and poor visual acuity were poor diagnostic indicators for the presence of CMV retinitis. Systematic screening of HIV patients with CD4 counts below 100 cells/μl should be carried out to detect disease at an early stage, when blindness can still be prevented.
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Affiliation(s)
- Yingna Liu
- Harvard Medical School, Boston, Massachusetts, United States of America
- Francis I. Proctor Foundation, University of California San Francisco, San Francisco, California, United States of America
| | | | | | | | - Choeng Jirawison
- Department of Ophthalmology, Nakornping Hospital, Chiang Mai, Thailand
| | - Somsanguan Ausayakhun
- Department of Ophthalmology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Todd P. Margolis
- Department of Ophthalmology and Visual Sciences, Washington University School of Medicine, St. Louis, Missouri, United States of America
| | - Jeremy D. Keenan
- Francis I. Proctor Foundation, University of California San Francisco, San Francisco, California, United States of America
- Department of Ophthalmology, University of California San Francisco, San Francisco, California, United States of America
- * E-mail:
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21
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Abstract
PURPOSE To review the basic principles of ultra-widefield fundus imaging and discuss its clinical utility for a variety of retinal and choroidal disorders. METHODS A systematic review of the PubMed database was performed using the search terms Optos, optomap, panoramic, ultra-widefield, wide-angle, and ellipsoid mirror. This yielded 158 publications of which 128 were selected based on content and relevance. RESULTS A total of 128 articles pertaining to ultra-widefield imaging were cited in this review. CONCLUSION Optos ultra-widefield imaging has become an essential tool for the identification of peripheral retinal and vascular pathology. The high resolution and multimodal capabilities of this device are also providing new insights into a variety of disorders, even those that primarily involve the posterior pole. Although the presence of artifact and the need for clinical validation are significant hurdles to more widespread use, ultra-widefield is evolving to become the standard-of-care imaging modality for many diseases and is finding new clinical and research applications such as for screening and telemedicine.
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22
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Leenasirimakul P, Liu Y, Jirawison C, Khienprasit N, Kamphaengkham S, Ausayakhun S, Chen J, Yen M, Heiden D, Holland GN, Margolis TP, Keenan JD. Risk factors for CMV retinitis among individuals with HIV and low CD4 count in northern Thailand: importance of access to healthcare. Br J Ophthalmol 2016; 100:1017-21. [PMID: 27297217 DOI: 10.1136/bjophthalmol-2016-308556] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Accepted: 05/12/2016] [Indexed: 11/03/2022]
Abstract
AIM To determine if poor access to healthcare is associated with increased cytomegalovirus (CMV) retinitis risk among patients with HIV with CD4 counts of <100 cells/μL screened in a resource-limited setting. METHODS This is a prospective cross-sectional study. Patients with known HIV and a CD4 count of <100 cells/μL attending an HIV clinic in Chiang Mai, Thailand, completed a standardised questionnaire and underwent dilated fundus examination. Participants without CMV retinitis were invited for repeated examinations every 3 months until their CD4 count exceeded 100 cells/μL. The relationship between various potential risk factors and CMV retinitis was assessed with logistic regression. RESULTS 103 study participants were enrolled. At enrolment, the mean age was 37.5 (95% CI 35.7 to 39.2) years, 61.2% (95% CI 51.6% to 70.7%) were male and the mean CD4 count was 29.5 (95% CI 25.9 to 33.1) cells/μL. 21 eyes from 16 (15.5%) participants were diagnosed with CMV retinitis. In multivariate analyses, CMV retinitis was significantly associated with lower CD4 count (OR 1.42 per 10-cell decrement, 95%CI 1.05 to 1.93), longer travel time to clinic (OR 3.85 for those with >30-min travel time, 95% CI 1.08 to 13.8) and lower income (OR 1.22 per US$50 less income, 95% CI 1.02 to 1.47). CONCLUSIONS CD4 count, low income and longer travel time to clinic were significant risk factors for CMV retinitis among patients with HIV in a resource-limited setting. These results suggest that reducing blindness from CMV retinitis should focus on increasing accessibility of screening examinations to poor and hard-to-reach patients.
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Affiliation(s)
| | - Yingna Liu
- Francis I. Proctor Foundation, University of California, San Francisco, California Harvard Medical School, Boston, Massachusetts, USA
| | - Choeng Jirawison
- Department of Ophthalmology, Nakornping Hospital, Chiang Mai, Thailand
| | - Nitta Khienprasit
- Department of Internal Medicine, Nakornping Hospital, Chiang Mai, Thailand
| | | | - Somsanguan Ausayakhun
- Department of Ophthalmology, Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand
| | - Jenny Chen
- Francis I. Proctor Foundation, University of California, San Francisco, California
| | - Michael Yen
- Francis I. Proctor Foundation, University of California, San Francisco, California
| | - David Heiden
- Department of Ophthalmology and Pacific Vision Foundation, California Pacific Medical Center, San Francisco, California, USA
| | - Gary N Holland
- Department of Ophthalmology, Ocular Inflammatory Disease Center, Jules Stein Eye Institute, David Geffen School of Medicine at UCLA, Los Angeles, California, USA
| | - Todd P Margolis
- Department of Ophthalmology and Visual Sciences, Washington University School of Medicine, St. Louis, Missouri, USA
| | - Jeremy D Keenan
- Francis I. Proctor Foundation, University of California, San Francisco, California Department of Ophthalmology, University of California, San Francisco, California, USA
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Agarwal A, Singh R, Sharma A, Gupta V, Dogra MR. Ocular Manifestations in Patients with Human Immunodeficiency Virus Infection in the Pre-HAART Versus the HAART Era in the North Indian Population. Ocul Immunol Inflamm 2016; 25:396-404. [PMID: 26910292 DOI: 10.3109/09273948.2015.1133837] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
PURPOSE To compare changes in the demographic profile and ocular manifestations in patients with HIV in the pre-HAART and HAART era in North India. METHODS In this single-center cross-sectional study, 100 HIV patients receiving HAART and 96 HIV patients in the pre-HAART era were enrolled. Prevalence of ocular manifestations of HIV was calculated for both cohorts. RESULTS The prevalence of ocular manifestations was not statistically different in the two eras (38%, SE: 4.85% in HAART era; 41.67%, SE: 5% in pre-HAART era) (p = 0.60). Mean CD4 counts were lower in the pre-HAART era compared with the HAART era (p < 0.001). In the HAART era, cytomegalovirus (CMV) retinitis and HIV retinopathy continued to remain the most common infectious and non-infectious cause of visual morbidity. CONCLUSIONS While the introduction of HAART has resulted in a major impact on the overall health of patients with HIV, the spectrum of ocular disease remains largely unchanged in developing countries such as India.
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Affiliation(s)
- Aniruddha Agarwal
- a Stanley M. Truhlsen Eye Institute , University of Nebraska Medical Center , Omaha , Nebraska , USA
| | - Ramandeep Singh
- b Department of Ophthalmology , Advanced Eye Centre, Post Graduate Institute of Medical Education and Research (PGIMER) , Chandigarh , India
| | - Aman Sharma
- c Division of Rheumatology, Department of Internal Medicine , Post Graduate Institute of Medical Education and Research (PGIMER) , Chandigarh , India
| | - Vishali Gupta
- b Department of Ophthalmology , Advanced Eye Centre, Post Graduate Institute of Medical Education and Research (PGIMER) , Chandigarh , India
| | - Mangat R Dogra
- b Department of Ophthalmology , Advanced Eye Centre, Post Graduate Institute of Medical Education and Research (PGIMER) , Chandigarh , India
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Heiden D, Saranchuk P, Keenan JD, Ford N, Lowinger A, Yen M, McCune J, Rao NA. Eye examination for early diagnosis of disseminated tuberculosis in patients with AIDS. THE LANCET. INFECTIOUS DISEASES 2016; 16:493-9. [PMID: 26907735 DOI: 10.1016/s1473-3099(15)00269-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2015] [Revised: 06/29/2015] [Accepted: 08/10/2015] [Indexed: 02/04/2023]
Abstract
Choroidal tuberculosis is present in 5-20% of patients with disseminated tuberculosis, and point-of-care dilated binocular indirect ophthalmoscopy eye examination can provide immediate diagnosis. In geographical areas of high tuberculosis prevalence and in susceptible patients (CD4 counts less than 200 cells per μL) detection of choroidal granulomas should be accepted as evidence of disseminated tuberculosis. With training and proper support, eye screening can be done by HIV/AIDS clinicians, allowing early tuberculosis treatment. In regions with a high burden of tuberculosis, we recommend that eye screening be a standard part of the initial assessment of susceptible patients, including at a minimum all patients with HIV/AIDS with CD4 less than 100 cells per μL with or without eye symptoms, and with or without suspicion of disseminated tuberculosis.
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Affiliation(s)
| | - Peter Saranchuk
- Southern Africa Medical Unit, Operational Centre Brussels, Médecins Sans Frontières, Cape Town, South Africa
| | - Jeremy D Keenan
- Francis I Proctor Foundation, University of California, San Francisco, CA, USA
| | - Nathan Ford
- Centre for Infectious Disease Epidemiology and Research, University of Cape Town, South Africa
| | - Alan Lowinger
- Tufts University School of Medicine, Boston, MA, USA
| | - Michael Yen
- Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Joseph McCune
- Division of Experimental Medicine, University of California, San Francisco, CA, USA
| | - Narsing A Rao
- Ophthalmic Pathology Laboratory and Uveitis Service, USC Eye Institute, Keck School of Medicine, University of Southern California, CA, USA
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Jongbloed K, Parmar S, van der Kop M, Spittal PM, Lester RT. Recent Evidence for Emerging Digital Technologies to Support Global HIV Engagement in Care. Curr HIV/AIDS Rep 2015; 12:451-61. [PMID: 26454756 PMCID: PMC5585015 DOI: 10.1007/s11904-015-0291-7] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Antiretroviral therapy is a powerful tool to reduce morbidity and mortality for the 35 million people living with HIV globally. However, availability of treatment alone is insufficient to meet new UNAIDS 90-90-90 targets calling for rapid scale-up of engagement in HIV care to end the epidemic in 2030. Digital technology interventions (mHealth, eHealth, and telehealth) are emerging as one approach to support lifelong engagement in HIV care. This review synthesizes recent reviews and primary studies published since January 2014 on digital technology interventions for engagement in HIV care after diagnosis. Technologies for health provide emerging and proven solutions to support achievement of the United Nations targets for the generalized HIV-affected population. Much of the existing evidence addresses antiretroviral therapy (ART) adherence; however, studies have begun to investigate programs to support linkage and retention in care as well as interventions to engage key populations facing extensive barriers to care.
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Affiliation(s)
- Kate Jongbloed
- School of Population & Public Health, University of British Columbia, 2206 E Mall, Vancouver, BC, V6T 1Z9, Canada.
| | - Sunjit Parmar
- Faculty of Medicine, University of British Columbia, 2350 Health Sciences Mall, Vancouver, BC, V6T 1Z3, Canada.
| | - Mia van der Kop
- Division of Infectious Diseases, Faculty of Medicine, University of British Columbia, 566-828 West 10th Avenue, Vancouver, BC, V5Z 1L8, Canada.
- Department of Public Health Sciences, Karolinska Institutet, Tomtebodavagen 18a, Campus Solna, Stockholm, Sweden.
| | - Patricia M Spittal
- School of Population & Public Health, University of British Columbia, 2206 E Mall, Vancouver, BC, V6T 1Z9, Canada.
| | - Richard T Lester
- Division of Infectious Diseases, Faculty of Medicine, University of British Columbia, 566-828 West 10th Avenue, Vancouver, BC, V5Z 1L8, Canada.
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