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Charng J, Alam K, Swartz G, Kugelman J, Alonso-Caneiro D, Mackey DA, Chen FK. Deep learning: applications in retinal and optic nerve diseases. Clin Exp Optom 2022:1-10. [PMID: 35999058 DOI: 10.1080/08164622.2022.2111201] [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: 10/15/2022] Open
Abstract
Deep learning (DL) represents a paradigm-shifting, burgeoning field of research with emerging clinical applications in optometry. Unlike traditional programming, which relies on human-set specific rules, DL works by exposing the algorithm to a large amount of annotated data and allowing the software to develop its own set of rules (i.e. learn) by adjusting the parameters inside the model (network) during a training process in order to complete the task on its own. One major limitation of traditional programming is that, with complex tasks, it may require an extensive set of rules to accurately complete the assignment. Additionally, traditional programming can be susceptible to human bias from programmer experience. With the dramatic increase in the amount and the complexity of clinical data, DL has been utilised to automate data analysis and thus to assist clinicians in patient management. This review will present the latest advances in DL, for managing posterior eye diseases as well as DL-based solutions for patients with vision loss.
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Affiliation(s)
- Jason Charng
- Centre of Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,Department of Optometry, School of Allied Health, University of Western Australia, Perth, Australia
| | - Khyber Alam
- Department of Optometry, School of Allied Health, University of Western Australia, Perth, Australia
| | - Gavin Swartz
- Department of Optometry, School of Allied Health, University of Western Australia, Perth, Australia
| | - Jason Kugelman
- School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia
| | - David Alonso-Caneiro
- Centre of Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,School of Optometry and Vision Science, Queensland University of Technology, Brisbane, Australia
| | - David A Mackey
- Centre of Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Victoria, Australia.,Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia
| | - Fred K Chen
- Centre of Ophthalmology and Visual Science (incorporating Lions Eye Institute), University of Western Australia, Perth, Australia.,Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, Victoria, Australia.,Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia.,Department of Ophthalmology, Royal Perth Hospital, Western Australia, Perth, Australia
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Nonmydriatic Ultra-Widefield Fundus Photography in a Hematology Clinic Shows Utility for Screening of Sickle Cell Retinopathy. Am J Ophthalmol 2022; 236:241-248. [PMID: 34780794 DOI: 10.1016/j.ajo.2021.10.030] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 09/30/2021] [Accepted: 10/30/2021] [Indexed: 11/24/2022]
Abstract
PURPOSE To determine the feasibility and accuracy of nonmydriatic ultra-widefield (UWF) fundus photographs taken in a hematology clinic setting for screening of sickle cell retinopathy (SCR) DESIGN: Prospective cohort study. METHODS This single-site study took place at the Johns Hopkins Sickle Cell Center for Adults and the Wilmer Eye Institute. The study population was 90 eyes of 46 consecutive adults with sickle cell disease (SCD). Bilateral nonmydriatic fundus photos taken by clinic personnel during the participants' routine hematology appointment were graded by 2 masked retina specialists at the Wilmer Eye Institute for the presence of nonproliferative SCR (NPSR) and proliferative sickle retinopathy (PSR). A third retina specialist adjudicated in cases of grader disagreement. All participants underwent the standard dilated fundus examination (DFE) within 2 years of acquisition of UWF photographs. The main outcome measure was the sensitivity and specificity of nonmydriatic UWF images for the detection of NPSR and PSR RESULTS: PSR was noted in 19 of 90 eyes that underwent DFE and in 9 of 67 gradable UWF images. Interrater agreement between the 2 graders was moderate, with κ = 0.65 (range 0.43-0.87) for PSR. For gradable UWF photos, the sensitivity and specificity of detecting SCR using the nonmydriatic photos compared with the DFE were 85.2% and 62.5% for NPSR, respectively, and 69.2% and 100% for detection of PSR, respectively. One participant required ophthalmic therapy in both eyes for active sea-fan neovascularization. CONCLUSIONS UWF imaging shows utility in screening for SCR and may help identify patients with PSR who require a DFE and who may benefit from treatment.
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Salamanca O, Geary A, Suárez N, Benavent S, Gonzalez M. Implementation of a diabetic retinopathy referral network, Peru. Bull World Health Organ 2018; 96:674-681. [PMID: 30455515 PMCID: PMC6238996 DOI: 10.2471/blt.18.212613] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Revised: 06/27/2018] [Accepted: 07/02/2018] [Indexed: 01/19/2023] Open
Abstract
Objective To describe the implementation of a diabetic retinopathy referral network incorporating all levels of health care in La Libertad region, Peru. Method The nongovernmental organization Orbis International and the Regional Institute of Ophthalmology established a network of primary, secondary and tertiary health-care facilities for diabetic retinopathy screening and treatment. The programme included the provision of three non-mydriatic retinal cameras for patient examination, the development of a flowchart to guide patient referrals, training of health personnel, investment in laser technology for treatment and the delivery of public awareness activities for blindness prevention and the need for timely screening. Findings From 2014-2017, 11 849 patients with diabetes were screened within the diabetic retinopathy referral network. In primary-care centres, 6012 patients with diabetes mellitus were identified and 5632 patients were referred for diabetic retinopathy screening. A further 4036 patients directly attended two secondary-level hospitals and 2181 attended the tertiary-level hospital for screening. This represented a 138.1% increase in diabetic retinopathy screenings from a baseline of 4977 patients screened at the regional institute of ophthalmology over 2010-2013. A total of 2922 patients (24.7%) were found to have diabetic retinopathy and 923 (31.6%) were treated: 508 with laser photocoagulation, 345 with intravitreal bevacizumab and 70 with vitreoretinal surgery. Conclusion Effective and timely treatment for diabetic retinopathy is possible when patient education, screening and care are fully integrated into the general health-care system across primary-, secondary- and tertiary-level facilities. This requires the integration of professionals at all levels and all relevant specialties.
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Affiliation(s)
- Omar Salamanca
- Orbis International, 520 8th Avenue, Floor 12, New York, NY 10018, United States of America
| | - Amelia Geary
- Orbis International, 520 8th Avenue, Floor 12, New York, NY 10018, United States of America
| | - Nancy Suárez
- Instituto Regional de Oftalmología Javier Servat Univazo, Trujillo, La Libertad, Peru
| | - Sara Benavent
- Orbis International, 520 8th Avenue, Floor 12, New York, NY 10018, United States of America
| | - Merly Gonzalez
- Instituto Regional de Oftalmología Javier Servat Univazo, Trujillo, La Libertad, Peru
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Wadhwani M, Vashist P, Singh SS, Gupta N, Malhotra S, Gupta A, Shukla P, Bhardwaj A, Gupta V. Diabetic retinopathy screening programme utilising non-mydriatic fundus imaging in slum populations of New Delhi, India. Trop Med Int Health 2018; 23:405-414. [PMID: 29430785 DOI: 10.1111/tmi.13039] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
OBJECTIVES To develop and implement a community-based programme for screening of diabetic retinopathy (DR) in urban populations of Delhi. METHODS Known diabetics (KDs) aged 40 years and older were identified through house-to-house surveys, volunteers and publicity. All KDs were referred to DR screening camps organised locally where procedures included brief medical history, ocular examination and non-mydriatic fundus photography using portable handheld camera. Fundal images were graded on the spot by trained optometrists for DR. Patients with DR were referred to tertiary centre for management. RESULTS A total of 11 566 KDs were identified, of whom 9435 (81.6%) visited DR screening camps and 8432 (89.4%) had DR gradable images. DR was identified in 13.5% of subjects; 351 cases were mild NPDR, 567 moderate, 92 severe. Seventy-seven had PDR, and 49 had DME, and 2.7% of participants were blind (presenting visual acuity <3/60 in better eye). Non-use of lifestyle management, presence of systemic complications, BMI <18.5 kg/m2 , disease duration of >5 years and uncontrolled diabetes were associated with increased odds of DR. All cases with DR were referred, and 420 (37%) successful referrals to base hospital were observed. CONCLUSION The programme of creating awareness about DR, identifying KDs and optometrist-led DR screening using non-mydriatic fundus camera based in slums was successful.
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Affiliation(s)
- Meenakshi Wadhwani
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Praveen Vashist
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Suraj Senjam Singh
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Noopur Gupta
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Sumit Malhotra
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Aparna Gupta
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Pallavi Shukla
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Amit Bhardwaj
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
| | - Vivek Gupta
- Dr Rajendra Prasad Centre for Ophthalmic Sciences, AIIMS, New Delhi, India
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Glasson NM, Crossland LJ, Larkins SL. An Innovative Australian Outreach Model of Diabetic Retinopathy Screening in Remote Communities. J Diabetes Res 2016; 2016:1267215. [PMID: 26798648 PMCID: PMC4698887 DOI: 10.1155/2016/1267215] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/13/2015] [Revised: 08/21/2015] [Accepted: 09/06/2015] [Indexed: 11/17/2022] Open
Abstract
Background. Up to 98% of visual loss secondary to diabetic retinopathy (DR) can be prevented with early detection and treatment. Despite this, less than 50% of Australian and American diabetics receive appropriate screening. Diabetic patients living in rural and remote communities are further disadvantaged by limited access to ophthalmology services. Research Design and Methods. DR screening using a nonmydriatic fundal camera was performed as part of a multidisciplinary diabetes service already visiting remote communities. Images were onforwarded to a distant general practitioner who identified and graded retinopathy, with screen-positive patients referred to ophthalmology. This retrospective, descriptive study aims to compare the proportion of remote diabetic patients receiving appropriate DR screening prior to and following implementation of the service. Results. Of the 141 patients in 11 communities who underwent DR screening, 16.3% had received appropriate DR screening prior to the implementation of the service. In addition, 36.2% of patients had never been screened. Following the introduction of the service, 66.3% of patients underwent appropriate DR screening (p = 0.00025). Conclusion. This innovative model has greatly improved accessibility to DR screening in remote communities, thereby reducing preventable blindness. It provides a holistic, locally appropriate diabetes service and utilises existing infrastructure and health workforce more efficiently.
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Affiliation(s)
- Nicola M. Glasson
- College of Medicine and Dentistry, James Cook University, 1 James Cook Drive, Townsville City, QLD 4811, Australia
- *Nicola M. Glasson:
| | - Lisa J. Crossland
- Discipline of General Practice, University of Queensland, Level 8 Health Sciences Building, Royal Brisbane Hospital, Herston, QLD 4029, Australia
| | - Sarah L. Larkins
- College of Medicine and Dentistry, James Cook University, 1 James Cook Drive, Townsville City, QLD 4811, Australia
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Tapp RJ, Svoboda J, Fredericks B, Jackson AJ, Taylor HR. Retinal Photography Screening Programs to Prevent Vision Loss from Diabetic Retinopathy in Rural and Urban Australia: A Review. Ophthalmic Epidemiol 2014; 22:52-9. [DOI: 10.3109/09286586.2014.988875] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Affiliation(s)
- Robyn J. Tapp
- Indigenous Eye Health Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia,
- Department of Optometry and Vision Sciences, The University of Melbourne, Melbourne, Australia,
| | - Jean Svoboda
- Indigenous Eye Health Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia,
| | - Bronwyn Fredericks
- Office of Indigenous Engagement, Central Queensland University, Rockhampton, Australia,
| | - A. Jonathan Jackson
- Department of Optometry and Vision Sciences, The University of Melbourne, Melbourne, Australia,
- Australian College of Optometry, National Vision Research Institute, Melbourne, Australia, and
- Royal Group of Hospitals, Belfast, Northern Ireland
| | - Hugh R. Taylor
- Indigenous Eye Health Unit, Melbourne School of Population and Global Health, The University of Melbourne, Melbourne, Australia,
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Larizza MF, Hodgson LA, Fenwick EK, Kawasaki R, Audehm R, Wang JJ, Wong TY, Lamoureux EL. Feasibility of screening for diabetic retinopathy at an Australian pathology collection service: a pilot study. Med J Aust 2013; 198:97-9. [PMID: 23373500 DOI: 10.5694/mja12.11121] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2012] [Accepted: 11/21/2012] [Indexed: 12/19/2022]
Abstract
OBJECTIVE To evaluate the feasibility of a novel diabetic retinopathy (DR) screening model using a pathology collection centre (PCC) as a screening site. DESIGN AND SETTING Cross-sectional pilot study conducted in one urban PCC in Victoria between 1 September 2009 and 15 March 2010. Trained pathology staff screened participants for DR using undilated, non-stereoscopic colour fundus photography. PARTICIPANTS Participants were patients who spoke English, were aged at least 12 years, had type 1 or type 2 diabetes, and did not undertake biannual DR screening. MAIN OUTCOME MEASURES Proportion of patients who do not participate in biannual DR screening; proportion of patients who accept DR screening while attending a PCC; proportion of gradable images; patient acceptance of the screening model; and effectiveness of the follow-up pathway. RESULTS Over 6 months, 289 English-speaking patients with diabetes attended the PCC, of whom 99 (34.3%) had not undertaken biannual DR screening. Of these, 93 (93.9%) accepted our screening service. Overall, retinal images were sufficient for interpretation in 88 patients (94.6%) and the median time for photography was 6 minutes (interquartile range, 10 minutes). Two, eight and six cases of minimal, mild and moderate non-proliferative DR (NPDR) in the worst eye were found, respectively. Dissemination of screening results to treating doctors and patients was found to be suboptimal and will need to be revised. CONCLUSION DR screening in one urban PCC appears to be a feasible alternative for diabetic patients who do not undertake biannual screening for DR.
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Chakrabarti R, Chatterjee T. Tip of the Iceberg: The Need for Diabetic Retinopathy Screening in Developing Countries. Lessons From Vietnam. ASIA-PACIFIC JOURNAL OF OPHTHALMOLOGY (PHILADELPHIA, PA.) 2013; 2:76-8. [PMID: 26108042 DOI: 10.1097/apo.0b013e3182897e70] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Noncommunicable diseases such as diabetes are emerging particularly in low-income countries. Diabetic retinopathy (DR) is a major complication that threatens vision among people with diabetes. Research has demonstrated that blindness from diabetes is preventable with early diagnosis, optimization of risk factors, and timely photocoagulation. Experiences from neighboring Southeast Asian countries such as Vietnam highlight the health system's challenges in managing DR in low-resourced countries. Insight can be gained from successful interventions in India and Latin America. A systematic approach to manage DR is required to achieve Vision2020 goals. This must identify people at risk and engage with key stakeholders at all levels of the health system to ensure that systems for treatment and follow-up are available.
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Affiliation(s)
- Rahul Chakrabarti
- From the *Centre for Eye Research Australia, The University of Melbourne, Royal Victorian Eye and Ear Hospital, Victoria, Australia; and †Department of Internal Medicine, Southern Medical University, Guangzhou, Guangdong, People's Republic of China
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Ku JJ, Landers J, Henderson T, Craig JE. The reliability of single‐field fundus photography in screening for diabetic retinopathy: the Central Australian Ocular Health Study. Med J Aust 2013; 198:93-6. [DOI: 10.5694/mja12.10607] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2012] [Accepted: 10/26/2012] [Indexed: 01/19/2023]
Affiliation(s)
- Janice J‐Y Ku
- Sydney Hospital and Sydney Eye Hospital, Sydney, NSW
| | - John Landers
- Department of Ophthalmology, Flinders Medical Centre, Adelaide, SA
| | - Tim Henderson
- Department of Ophthalmology, Alice Springs Hospital, Alice Springs, NT
| | - Jamie E Craig
- Department of Ophthalmology, Flinders Medical Centre, Adelaide, SA
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Silva PS, Cavallerano JD, Sun JK, Noble J, Aiello LM, Aiello LP. Nonmydriatic ultrawide field retinal imaging compared with dilated standard 7-field 35-mm photography and retinal specialist examination for evaluation of diabetic retinopathy. Am J Ophthalmol 2012; 154:549-559.e2. [PMID: 22626617 DOI: 10.1016/j.ajo.2012.03.019] [Citation(s) in RCA: 162] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2011] [Revised: 03/03/2012] [Accepted: 03/06/2012] [Indexed: 12/18/2022]
Abstract
PURPOSE To compare nonmydriatic stereoscopic Optomap ultrawide field images with dilated stereoscopic Early Treatment Diabetic Retinopathy Study 7-standard field 35-mm color 30-degree fundus photographs (ETDRS photography) and clinical examination for determining diabetic retinopathy (DR) and diabetic macular edema (DME) severity. DESIGN Single-site, prospective, comparative, instrument validation study. METHODS One hundred three diabetic patients (206 eyes) representing the full spectrum of DR severity underwent nonmydriatic ultrawide field 100-degree and 200-degree imaging, dilated ETDRS photography, and dilated fundus examination by a retina specialist. Two independent readers graded images to determine DR and DME severity. A third masked retina specialist adjudicated discrepancies. RESULTS Based on ETDRS photography (n = 200), the results were as follows: no DR (n = 25 eyes [12.5%]), mild nonproliferative DR (NPDR; 47 [23.5%]), moderate NPDR (61 [30.5%]), severe NPDR (11 [5.5%]), very severe NPDR (3 [1.5%]), and proliferative DR (52 [2.5%]). One (0.5%) eye was ungradable and 6 eyes did not complete ETDRS photography. No DME was found in 114 eyes (57.0%), DME was found in 28 eyes (14.0%), and clinically significant DME was found in 47 eyes (23.5%), and 11 (5.5%) eyes were ungradable. Exact DR severity agreement between ultrawide field 100-degree imaging and ETDRS photography occurred in 84%, with agreement within 1 level in 91% (K(W) = 0.85; K = 0.79). Nonmydriatic ultrawide field images exactly matched clinical examination results for DR in 70% and were within 1 level in 93% (K(W) = 0.71; K = 0.61). Nonmydriatic ultrawide field imaging acquisition time was less than half that of dilated ETDRS photography (P < .0001). CONCLUSIONS Nonmydriatic ultrawide field images compare favorably with dilated ETDRS photography and dilated fundus examination in determining DR and DME severity; however, they are acquired more rapidly. If confirmed in broader diabetic populations, nonmydriatic ultrawide field imaging may prove to be beneficial in DR evaluation in research and clinical settings.
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Concordancia entre el médico de familia y el oftalmólogo en la interpretación de retinografías en las que el primero ha descartado retinopatía diabética. Aten Primaria 2011; 43:560-1. [DOI: 10.1016/j.aprim.2010.09.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2010] [Revised: 08/05/2010] [Accepted: 09/01/2010] [Indexed: 11/22/2022] Open
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Lee S, McCarty C, Sicari C, Livingston P, Harper C, Taylor H, Keeffe J. Recruitment methods for community-based screening for diabetic retinopathy. Ophthalmic Epidemiol 2009. [DOI: 10.1076/0928-6586(200009)731-vft209] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Mak DB, Plant AJ, McAllister I. SCREENING FOR DIABETIC RETINOPATHY IN REMOTE AUSTRALIA: A PROGRAM DESCRIPTION AND EVALUATION OF A DEVOLVED MODEL. Aust J Rural Health 2008. [DOI: 10.1111/j.1440-1584.2003.tb00542.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Lee SJ, McCarty CA, Taylor HR, Keeffe JE. COSTS OF MOBILE SCREENING FOR DIABETIC RETINOPATHY: A PRACTICAL FRAMEWORK FOR RURAL POPULATIONS. Aust J Rural Health 2008. [DOI: 10.1111/j.1440-1584.2001.tb00417.x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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Zhang X, Norris SL, Saadine J, Chowdhury FM, Horsley T, Kanjilal S, Mangione CM, Buhrmann R. Effectiveness of interventions to promote screening for diabetic retinopathy. Am J Prev Med 2007; 33:318-35. [PMID: 17888859 DOI: 10.1016/j.amepre.2007.05.002] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/04/2006] [Revised: 05/04/2007] [Accepted: 05/09/2007] [Indexed: 10/22/2022]
Abstract
OBJECTIVE To assess the effectiveness of interventions aimed to increase retinal screening among people with diabetes. METHODS A systematic literature search was conducted of multiple electronic bibliographic databases up to May 2005. Studies were included if interventions were used to promote screening for diabetic retinopathy in any language and with any study design. RESULTS Forty-eight studies (12 randomized controlled trials [RCTs], four nonrandomized studies, and 32 pre-post studies) with a total of 162,157 participants, examined a wide range of interventions, which focused on one or more of the following: (1) patients or populations, (2) providers or practices, and (3) healthcare system infrastructure and processes. Four of five RCTs focusing on patients demonstrated that interventions increased screening significantly, with relative risk ranging from 1.05 (95% confidence interval [CI]=1.01-1.08) to 2.01 (95% CI=1.48-2.73). Five RCTs with a focus on the system all demonstrated significant increases in screening with relative risk ranging from 1.12 (95% CI=1.03-1.22) to 5.56 (95% CI=2.19-14.10). Thirty-six non-RCTs, which included interventions with single or multiple foci, also generally demonstrated positive effects. CONCLUSIONS Increasing patient awareness of diabetic retinopathy, improving provider and practice performance, and improving healthcare system infrastructure and processes, can significantly increase screening for diabetic retinopathy. Further research should explore strategies for increasing the rate of retinal screening among diverse or disadvantaged populations and the economic efficiency of effective interventions in large community populations.
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Affiliation(s)
- Xuanping Zhang
- Division of Diabetes Translation, National Center for Chronic Disease Prevention and Health Promotion, Centers for Disease Control and Prevention, 4770 Buford Highway NE, Atlanta, GA 30341, USA.
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Phiri R, Keeffe JE, Harper CA, Taylor HR. Comparative study of the polaroid and digital non-mydriatic cameras in the detection of referrable diabetic retinopathy in Australia. Diabet Med 2006; 23:867-72. [PMID: 16911624 DOI: 10.1111/j.1464-5491.2006.01824.x] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
AIM To show that the non-mydriatic retinal camera (NMRC) using polaroid film is as effective as the NMRC using digital imaging in detecting referrable retinopathy. METHODS A series of patients with diabetes attending the eye out-patients department at the Royal Victorian Eye and Ear Hospital had single-field non-mydriatic fundus photographs taken using first a digital and then a polaroid camera. Dilated 30 degrees seven-field stereo fundus photographs were then taken of each eye as the gold standard. The photographs were graded in a masked fashion. Retinopathy levels were defined using the simplified Wisconsin Grading system. We used the kappa statistics for inter-reader and intrareader agreement and the generalized linear model to derive the odds ratio. RESULTS There were 196 participants giving 325 undilated retinal photographs. Of these participants 111 (57%) were males. The mean age of the patients was 68.8 years. There were 298 eyes with all three sets of photographs from 154 patients. The digital NMRC had a sensitivity of 86.2%[95% confidence interval (CI) 65.8, 95.3], whilst the polaroid NMRC had a sensitivity of 84.1% (95% CI 65.5, 93.7). The specificities of the two cameras were identical at 71.2% (95% CI 58.8, 81.1). There was no difference in the ability of the polaroid and digital camera to detect referrable retinopathy (odds ratio 1.06, 95% CI 0.80, 1.40, P = 0.68). CONCLUSION This study suggests that non-mydriatic retinal photography using polaroid film is as effective as digital imaging in the detection of referrable retinopathy in countries such as the USA and Australia or others that use the same criterion for referral.
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Affiliation(s)
- R Phiri
- Centre for Eye Research Australia, East Melbourne, Victoria, Australia.
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Scanlon PH, Foy C, Malhotra R, Aldington SJ. The influence of age, duration of diabetes, cataract, and pupil size on image quality in digital photographic retinal screening. Diabetes Care 2005; 28:2448-53. [PMID: 16186278 DOI: 10.2337/diacare.28.10.2448] [Citation(s) in RCA: 101] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
OBJECTIVE To evaluate the effect of age, duration of diabetes, cataract, and pupil size on the image quality in digital photographic screening. RESEARCH DESIGN AND METHODS Randomized groups of 3,650 patients had one-field, non-mydriatic, 45 degrees digital retinal imaging photography before mydriatic two-field photography. A total of 1,549 patients were then examined by an experienced ophthalmologist. Outcome measures were ungradable image rates, age, duration of diabetes, detection of referable diabetic retinopathy, presence of early or obvious central cataract, pupil diameter, and iris color. RESULTS The ungradable image rate for non-mydriatic photography was 19.7% (95% CI 18.4-21.0) and for mydriatic photography was 3.7% (3.1-4.3). The odds of having one eye ungradable increased by 2.6% (1.6-3.7) for each extra year since diagnosis for nonmydriatic, by 4.1% (2.7-5.7) for mydriatic photography irrespective of age, by 5.8% (5.0-6.7) for non-mydriatic, and by 8.4% (6.5-10.4) for mydriatic photography for every extra year of age, irrespective of years since diagnosis. Obvious central cataract was present in 57% of ungradable mydriatic photographs, early cataract in 21%, no cataract in 9%, and 13% had other pathologies. The pupil diameter in the ungradable eyes showed a significant trend (P < 0.001) in the three groups (obvious cataract 4.434, early cataract 3.379, and no cataract 2.750). CONCLUSIONS The strongest predictor of ungradable image rates, both for non-mydriatic and mydriatic digital photography, is the age of the person with diabetes. The most common cause of ungradable images was obvious central cataract.
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Affiliation(s)
- Peter Henry Scanlon
- Department of Ophthalmology, Gloucestershire Eye Unit, Cheltenham General Hospital, Sandford Road, Cheltenham, GL53 7AN, UK.
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Williams GA, Scott IU, Haller JA, Maguire AM, Marcus D, McDonald HR. Single-field fundus photography for diabetic retinopathy screening: a report by the American Academy of Ophthalmology. Ophthalmology 2004; 111:1055-62. [PMID: 15121388 DOI: 10.1016/j.ophtha.2004.02.004] [Citation(s) in RCA: 181] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
OBJECTIVE To evaluate whether single-field fundus photography can be used as a screening tool to identify diabetic retinopathy for referral for further ophthalmic care. METHODS A MEDLINE search of the peer-reviewed literature was conducted in June 2001 for the years 1968 to 2001 and updated in September 2003, yielding 145 articles. The search was limited to articles published in English. The Cochrane Library of clinical trials was also investigated. The authors reviewed the abstracts of these articles and selected 63 of possible clinical relevance for review by the panel. Of these 63 articles, the panel selected 32 for the panel methodologist to review and rate according to the strength of evidence. RESULTS Three of the 32 articles reviewed were classified as level I evidence, and 4 were classified as level II evidence. Evidence from level I studies demonstrates that as a tool to detect vision-threatening retinopathy, single-field fundus photography interpreted by trained readers has sensitivity ranging from 61% to 90% and specificity ranging from 85% to 97% when compared with the gold standard reference of stereophotographs of 7 standard fields. When compared with dilated ophthalmoscopy by an ophthalmologist, single-field fundus photography has sensitivity ranging from 38% to 100% and specificity ranging from 75% to 100%. CONCLUSIONS Single-field fundus photography is not a substitute for a comprehensive ophthalmic examination, but there is level I evidence that it can serve as a screening tool for diabetic retinopathy to identify patients with retinopathy for referral for ophthalmic evaluation and management. The advantages of single-field fundus photography interpreted by trained readers are ease of use (only one photograph is required), convenience, and ability to detect retinopathy. Further studies will be required to assess the implementation of single-field photography-based programs to confirm the clinical and cost-effectiveness of these techniques in improving population visual outcomes. Future research also should include establishing standardized protocols and satisfactory performance standards for diabetic retinopathy screening programs.
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Mak DB, Plant AJ, McAllister I. Screening for Diabetic Retinopathy in Remote Australia: A Program Description and Evaluation of a Devolved Model. Aust J Rural Health 2003. [DOI: 10.1111/j.1440-1584.2003.00524.x] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022] Open
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Friberg TR, Pandya A, Eller AW. Non-Mydriatic Panoramic Fundus Imaging Using a Non-Contact Scanning Laser-Based System. Ophthalmic Surg Lasers Imaging Retina 2003. [DOI: 10.3928/1542-8877-20031101-15] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
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Abstract
A review of the current literature relating to eye health in rural Australia was conducted. Few studies have been undertaken, with most information provided by the Australian Institute of Health and Welfare databases, The National Trachoma and Eye Health Program of 1980 and the Visual Impairment Project in Victoria in the mid 1990s. Key findings were that the rural population has an increased prevalence of pterygium, cataract, ocular trauma and glaucoma, but no difference in refractive error or diabetic retinopathy (although data are limited). Rural residents are more likely to have seen an optometrist but less likely to have seen an ophthalmologist. Interventions have been undertaken in ophthalmologist training to increase the rural workforce and tele-ophthalmology to provide city-based metropolitan ophthalmological support for rural practitioners. Further epidemiological data and evaluated interventions are urgently required to help identify and address the needs of rural Australian communities.
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Affiliation(s)
- Anna C Madden
- Department of Rural Health, University of Melbourne, Melbourne, Victoria, Australia
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Schmid KL, Swann PG, Pedersen C, Schmid LM. The detection of diabetic retinopathy by Australian optometrists. Clin Exp Optom 2002; 85:221-8. [PMID: 12135414 DOI: 10.1111/j.1444-0938.2002.tb03041.x] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2002] [Revised: 06/06/2002] [Accepted: 06/18/2002] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND Diabetes mellitus is a systemic disease affecting approximately 750,000 Australians of whom more than 70,000 are Queenslanders. It can have serious ocular consequences and patients with diabetes require regular eye examinations to determine the degree of ocular involvement and the stage of retinopathy, if present. It is important that optometrists detect diabetic retinal changes and refer appropriately. We sought to determine the proficiency of optometrists at detecting retinal changes caused by diabetes. METHODS The study comprised four parts: 1. Nineteen randomly recruited Australian optometrists practising in Queensland completed a questionnaire on their experiences seeing patients with diabetes. 2. They examined the ocular fundi of 10 patients. 3. They viewed retinal slides of 12 additional cases. 4. They attended a follow-up seminar on diabetes and the cases. They were informed that the patients did not necessarily have diabetes and instructed not to discuss the condition with the patient or their colleagues. The optometrists were allowed seven minutes per station to examine the patient or the slides and write down their responses before moving to the next station. RESULTS When the slides and patients were considered together, cases where diabetic retinopathy was present were correctly identified by 94.0 per cent of the optometrists and cases where retinopathy was not present were correctly identified by 93.6 per cent of the optometrists. When all assessments were considered together, the correct detection/differential diagnosis rate was 88.3 per cent. Sub-classification of diabetic retinopathy severity agreed with that of the reference examiners in 58.3 per cent of assessments and there was agreement on management in 79.4 per cent of cases. Of the 22 assessments undertaken by each optometrist, there were, on average, 2.5 errors. CONCLUSION Randomly selected Australian optometrists are able to detect and grade diabetic retinal changes solely by retinal examination and refer the patients requiring specialist care.
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Affiliation(s)
- Katrina L Schmid
- Centre for Eye Research, School of Optometry, Queensland University of Technology, Kelvin Grove, QLD, 4059, Australia
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Abstract
Eye disease is a huge and largely unrecognized problem in our community, especially in the elderly. The Visual Impairment Project, an intensive epidemiological study conducted by the Centre for Eye Research Australia (CERA) from 1991 to 1999, determined the prevalence, causes and risk factors for eye disease in Australia, and helped identify a series of specific, often simple, steps and strategies to significantly reduce its impact. A distillation of CERA"s findings has highlighted the growing problem of eye disease in our community. In addition, CERA has joined with other interested bodies to form Vision 2020: the Right to Sight Australia. This partnership was established in response to the Global Initiative to Eliminate Avoidable Blindness by the year 2020 - Vision 2020: the Right to Sight. This Global Initiative was established by the World Health Organization and the International Agency for the Prevention of Blindness. Vision 2020 Australia aims to be the peak body for all those involved in vision care in its broadest sense in Australia, and to put vision on the national agenda.
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Affiliation(s)
- Hugh R Taylor
- Centre for Eye Research Australia,University of Melbourne, East Melbourne, Victoria, Australia.
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Lee SJ, McCarty CA, Taylor HR, Keeffe JE. Costs of mobile screening for diabetic retinopathy: a practical framework for rural populations. Aust J Rural Health 2001; 9:186-92. [PMID: 11488703 DOI: 10.1046/j.1038-5282.2001.00356.x] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Australia's rural and remote residents experience considerably higher hospitalisation and death rates due to diabetes than their metropolitan counterparts. There is clearly a need for improved diabetes care services in these areas and interventions that target conditions associated with diabetes will yield beneficial results for the community. All people with diabetes are at risk for diabetic retinopathy, which can cause vision loss and blindness. Although vision loss and blindness due to diabetes is nearly 100% preventable through regular eye examinations, 35% of Victoria's rural population with diabetes do not have their eyes examined on a regular basis. A pilot, mobile screening program for the early detection of diabetic eye disease was conducted in rural Victoria and proved to be a successful model of adjunct eye care for people with diabetes. Actual costs from the pilot screening were applied to a permanent model for rural eye care. At A$41 per participant, costs for mobile screening were competitive with Medicare rebate costs for eye examinations. The model addresses barriers of accessibility and availability, targets a portion of the rural population with diabetes that is not otherwise having eye examinations, and is cost-saving to the Government.
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Affiliation(s)
- S J Lee
- Centre for Eye Research Australia, University of Melbourne, Melbourne, Victoria, Australia
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Bursell SE, Cavallerano JD, Cavallerano AA, Clermont AC, Birkmire-Peters D, Aiello LP, Aiello LM. Stereo nonmydriatic digital-video color retinal imaging compared with Early Treatment Diabetic Retinopathy Study seven standard field 35-mm stereo color photos for determining level of diabetic retinopathy. Ophthalmology 2001; 108:572-85. [PMID: 11237913 DOI: 10.1016/s0161-6420(00)00604-7] [Citation(s) in RCA: 196] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023] Open
Abstract
OBJECTIVE To evaluate the ability to determine clinical levels of diabetic retinopathy, timing of next appropriate retinal evaluation, and necessity of referral to ophthalmology specialists using stereoscopic nonmydriatic digital-video color retinal images as compared with Early Treatment Diabetic Retinopathy Study (ETDRS) seven standard field 35-mm stereoscopic color fundus photographs. DESIGN Prospective, clinic-based, comparative instrument validation study. PARTICIPANTS Fifty-four patients (108 eyes) with type 1 or type 2 diabetes mellitus selected after chart review from a single center to include the full spectrum of diabetic retinopathy. METHODS Nonsimultaneous 45 degrees -field stereoscopic digital-video color images (JVN images) were obtained from three fields with the Joslin Vision Network (JVN) system before pupil dilation. Following pupil dilation, ETDRS seven standard field 35-mm stereoscopic color 30 degrees fundus photographs (ETDRS photos) were obtained. Joslin Vision Network images and ETDRS photos were graded on a lesion-by-lesion basis by two independent, masked readers to assess ETDRS clinical level of diabetic retinopathy. An independent ophthalmology retina specialist adjudicated interreader disagreements in a masked fashion. MAIN OUTCOME MEASURES Determination of ETDRS clinical level of diabetic retinopathy, timing of next ophthalmic evaluation of diabetic retinopathy, and need for prompt referral to ophthalmology specialist. RESULTS There was substantial agreement (kappa = 0.65) between the clinical level of diabetic retinopathy assessed from the undilated JVN images and the dilated ETDRS photos. Agreement was excellent (kappa = 0.87) for suggested referral to ophthalmology specialists for eye examinations. Comparison of individual lesions between the JVN images and the ETDRS photos and for interreader comparisons were comparable to the prior ETDRS study. CONCLUSIONS Undilated digital-video images using the JVN system were comparable photographs for the determination of diabetic retinopathy level. The results validate the agreement between nonmydriatic JVN images and dilated ETDRS photographs and suggest that this digital technique may be an effective telemedicine tool for remotely determining the level of diabetic retinopathy, suggesting timing of next retinal evaluation and identifying the need for prompt referral to ophthalmology specialists. Thus, the JVN system would be an appropriate tool for facilitating increased access of diabetic patients into recommended eye evaluations, but should not be construed as a paradigm that would replace the need for comprehensive eye examinations.
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Affiliation(s)
- S E Bursell
- Beetham Eye Institute, Joslin Diabetes Center, Harvard Medical School, Boston, Massachusetts 02115, USA
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Lee SJ, Sicari C, Harper CA, Livingston PM, McCarty CA, Taylor HR, Keeffe JE. Examination compliance and screening for diabetic retinopathy: a 2-year follow-up study. Clin Exp Ophthalmol 2000; 28:149-52. [PMID: 10981784 DOI: 10.1046/j.1442-9071.2000.00302.x] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Early detection and timely treatment of diabetic retinopathy can preserve vision, yet many people with diabetes do not have their eyes examined regularly. The purpose of this study was to examine eye care practices of people with diabetes who had not previously accessed eye care services on a regular basis. Screening with non-mydriatic retinal photography for diabetic retinopathy was initiated in 1996, and targeted people with diabetes who did not access eye care services on a regular basis. Each test area was revisited 2 years after the initial screening. Patients that did not attend the biennial screening were followed up by mail survey. Although none of the participants in this study had been previously accessing eye care services on a regular basis, 87% did so after attending the screening. These results indicate that mobile screening with non-mydriatic photography, as an adjunct to current eye care services, has the potential to increase examination compliance for diabetic retinopathy and to achieve sustained behaviour change.
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Affiliation(s)
- S J Lee
- Centre for Eye Research Australia, University of Melbourne, Royal Victorian Eye and Ear Hospital, East Melbourne.
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28
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Abstract
The ocular complications of diabetes mellitus are numerous and include retinopathy, cataract, uveitis, and neurophthalmic disorders. A review of the current literature shows that the emphasis has changed from the laser and surgical management of pre-existent retinopathy to the development of cohesive multidisciplinary screening and education programs, and to a better understanding of the cellular and molecular mechanisms that underlie disease. The role of associated and potentially modifiable systemic factors is also now recognized. Early intervention with systemic and local therapies may soon provide hope for the better management of diabetic eye disease.
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Affiliation(s)
- P E Stanga
- Institute of Ophthalmology, University College London, UK
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Stevens A. A review of current research on the effect of diabetes mellitus on the eye. Clin Exp Optom 1999; 82:84-97. [PMID: 12482297 DOI: 10.1111/j.1444-0938.1999.tb06758.x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/20/1999] [Indexed: 11/30/2022] Open
Abstract
It is estimated that almost one million Australians will have diabetes by the year 2000. Of those with diabetes a significant proportion will have eye-related conditions, the most debilitating being diabetic retinopathy. Appropriate identification and treatment can result in prevention of visual loss and blindness. The importance of diabetes as a cause of blindness in our community is realised by the commencement of a national program by the National Health and Medical Research Council to develop clinical practice guidelines for the management of diabetic retinopathy. The development of these guidelines was based on available evidence following an extensive review of the literature up to May 1996. This review is a summary of our advances in research on the effect of diabetes on various aspects of the eye and vision over the past two years. This review is a compilation of articles of research on the effect of diabetes on various aspects of the eye and vision. As a result of the enormous amount of effort and work by scientists and clinicians around the world, as well as space restrictions, the review covers the past two years only. Although every effort has been made to include as many research articles as possible, not all articles of research are covered. It is intended that this review provide an overview of the latest trends in research, particularly relating to new techniques and methods in the study of diabetes in ocular tissue as well as the new theories in the development of ocular damage to each of the tissue.
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Affiliation(s)
- Arthur Stevens
- The National Vision Research Institute, 386 Cardigan Street, Carlton, Victoria, 3053, Victoria
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Livingston PM, Wood CA, McCarty CA, Harper CA, Keeffe JE, Taylor HR. Awareness of diabetic retinopathy among people who attended a diabetic retinopathy screening program. Med J Aust 1998; 169:117. [PMID: 9700352 DOI: 10.5694/j.1326-5377.1998.tb140205.x] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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McAllister IL. Screening for diabetic retinopathy in rural and remote areas of Australia. AUSTRALIAN AND NEW ZEALAND JOURNAL OF OPHTHALMOLOGY 1998; 26:105-6. [PMID: 9630288 DOI: 10.1111/j.1442-9071.1998.tb01523.x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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