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Tomić M, Vrabec R, Ljubić S, Prkačin I, Bulum T. Patients with Type 2 Diabetes, Higher Blood Pressure, and Infrequent Fundus Examinations Have a Higher Risk of Sight-Threatening Retinopathy. J Clin Med 2024; 13:2496. [PMID: 38731024 PMCID: PMC11084692 DOI: 10.3390/jcm13092496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Revised: 03/28/2024] [Accepted: 04/21/2024] [Indexed: 05/13/2024] Open
Abstract
Background: Diabetic retinopathy (DR) is the most common cause of preventable blindness among working-age adults. This study aimed to evaluate the impact of the regularity of fundus examinations and risk factor control in patients with type 2 diabetes (T2DM) on the prevalence and severity of DR. Methods: One hundred and fifty-six T2DM patients were included in this cross-sectional study. Results: In this sample, the prevalence of DR was 46.2%. Patients with no DR mainly did not examine the fundus regularly, while most patients with mild/moderate nonproliferative DR (NPDR) underwent a fundus examination regularly. In 39.7% of patients, this was the first fundus examination due to diabetes, and 67% of them had sight-threatening DR (STDR). Diabetes duration (p = 0.007), poor glycemic control (HbA1c) (p = 0.006), higher systolic blood pressure (SBP) (p < 0.001), and diastolic blood pressure (DBP) (p = 0.002) were the main predictors of DR. However, the impact of SBP (AOR 1.07, p = 0.003) and DBP (AOR 1.13, p = 0.005) on DR development remained significant even after adjustment for diabetes duration and HbA1c. The DR prevalence was higher in patients with higher blood pressure (≥130/80 mmHg) than in those with target blood pressure (<130/80 mmHg) (p = 0.043). None of the patients with target blood pressure had STDR. The peaks in SBP and DBP were observed in T2DM with DR and the first fundus examination due to diabetes. Conclusions: In this T2DM sample, DR prevalence was very high and strongly related to blood pressure and a lack of regular fundus examinations. These results indicate the necessity of establishing systematic DR screening in routine diabetes care and targeting blood pressure levels according to T2DM guidelines.
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Affiliation(s)
- Martina Tomić
- Department of Ophthalmology, Vuk Vrhovac University Clinic for Diabetes, Endocrinology and Metabolic Diseases, Merkur University Hospital, 10000 Zagreb, Croatia
| | - Romano Vrabec
- Department of Ophthalmology, Vuk Vrhovac University Clinic for Diabetes, Endocrinology and Metabolic Diseases, Merkur University Hospital, 10000 Zagreb, Croatia
| | - Spomenka Ljubić
- Department of Diabetes and Endocrinology, Vuk Vrhovac University Clinic for Diabetes, Endocrinology and Metabolic Diseases, Merkur University Hospital, 10000 Zagreb, Croatia
- School of Medicine, University of Zagreb, Šalata 3, 10000 Zagreb, Croatia
| | - Ingrid Prkačin
- School of Medicine, University of Zagreb, Šalata 3, 10000 Zagreb, Croatia
- Department of Internal Medicine, Merkur University Hospital, 10000 Zagreb, Croatia
| | - Tomislav Bulum
- Department of Diabetes and Endocrinology, Vuk Vrhovac University Clinic for Diabetes, Endocrinology and Metabolic Diseases, Merkur University Hospital, 10000 Zagreb, Croatia
- School of Medicine, University of Zagreb, Šalata 3, 10000 Zagreb, Croatia
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Obstructive sleep apnea is not associated with diabetic retinopathy in diabetes: a prospective case-control study. Sleep Breath 2023; 27:121-128. [PMID: 35141812 DOI: 10.1007/s11325-022-02578-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 01/16/2022] [Accepted: 02/01/2022] [Indexed: 10/19/2022]
Abstract
PURPOSE Diabetic retinopathy (DR) is the most common ocular complication of type 2 diabetes mellitus (T2D) and is associated with diabetes duration, glycemic control, and hypertension (HTN). Obstructive sleep apnea (OSA) is frequent in T2D and is associated with poor glycemic control. However, it is unclear if there is an association between OSA and DR. This study aimed to assess whether or not the presence of OSA in patients with T2D was associated with DR. METHODS In this prospective case-control study, consecutive patients with DM attending the ophthalmology clinics were recruited to include patients with DR (cases) and without DR (controls). OSA was diagnosed by attended polysomnography (PSG). Blood pressure and a fasting morning blood sample, including glycosylated hemoglobin (HbA1c), were recorded. Patients were matched for age, body mass index (BMI), gender, and T2D duration. RESULTS Thirty diabetic patients with DR were matched with 30 controls. In all patients, the prevalence of moderate-to-severe OSA was 57%. In the logistic regression analysis, DR was associated with increased HbA1c (OR 2.63, 95% CI 1.35-5.16, p = 0.004) but not with any PSG parameter. In the DR group, PSG parameters were not associated with the severity of ocular disease (non-proliferative, proliferative, presence/absence of macular edema). The proliferative aspect of DR was correlated with age (p = 0.017). DR occurred more frequently in uncontrolled diabetes compared to well-controlled diabetes (80% vs 38%, p = 0.029). CONCLUSIONS In patients with T2D, the presence of DR is not associated with OSA, but with poorly controlled T2D.
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Midena E, Polo C, Frizziero L, Marini MG, Lattanzio R, Vadalà M, Pilotto E, Varano M. The Narrative Medicine Approach in the Treatment of Diabetic Macular Edema: An Italian Experience. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19159367. [PMID: 35954724 PMCID: PMC9368569 DOI: 10.3390/ijerph19159367] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Revised: 07/27/2022] [Accepted: 07/28/2022] [Indexed: 12/04/2022]
Abstract
The study retraces the healthcare pathway of patients affected by diabetic macular edema (DME) through the direct voice of patients and caregivers by using a “patient journey” and narrative method approach. The mapping of the patient’s journey was developed by a multidisciplinary board of health professionals and involved four Italian retina centers. DME patients on intravitreal injection therapy and caregivers were interviewed according to the narrative medicine approach. Narratives were analyzed through a quali-quantitative tool, as set by the narrative medicine method. The study involved four specialized retina centers in Italy and collected a total of 106 narratives, 82 from DME patients and 24 from caregivers. The narratives reported their difficulty in identifying the correct pathway of care because of a limited awareness of diabetes and its complications. Patients experienced reduced autonomy due to ocular complications. In the treatment of diabetes and its complications, a multidisciplinary approach currently appears to be missing. DME reduces the quality of life of affected patients. The narrative medicine approach offers qualitative and emotional patient-guided information. The patient journey provides all of those involved in the management of DME with flowcharts to refer to, identifying the critical points in the healthcare journey of DME patients to improve the management of the disease.
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Affiliation(s)
- Edoardo Midena
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (C.P.); (L.F.); (E.P.)
- IRCCS—Fondazione Bietti, 00198 Rome, Italy;
- Correspondence: ; Tel.: +39-049-8212110
| | - Chiara Polo
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (C.P.); (L.F.); (E.P.)
| | - Luisa Frizziero
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (C.P.); (L.F.); (E.P.)
| | | | - Rosangela Lattanzio
- Department of Ophthalmology, Scientific Institute Ospedale San Raffaele, University Vita-Salute, 20132 Milan, Italy;
| | - Maria Vadalà
- Department of Experimental Biomedicine and Clinical Neuroscience, University of Palermo, 90127 Palermo, Italy;
| | - Elisabetta Pilotto
- Department of Ophthalmology, University of Padova, 35128 Padova, Italy; (C.P.); (L.F.); (E.P.)
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Handheld Fundus Camera for Diabetic Retinopathy Screening: A Comparison Study with Table-Top Fundus Camera in Real-Life Setting. J Clin Med 2022; 11:jcm11092352. [PMID: 35566478 PMCID: PMC9103652 DOI: 10.3390/jcm11092352] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 04/19/2022] [Accepted: 04/21/2022] [Indexed: 02/05/2023] Open
Abstract
The aim of the study was to validate the performance of the Optomed Aurora® handheld fundus camera in diabetic retinopathy (DR) screening. Patients who were affected by diabetes mellitus and referred to the local DR screening service underwent fundus photography using a standard table-top fundus camera and the Optomed Aurora® handheld fundus camera. All photos were taken by a single, previously unexperienced operator. Among 423 enrolled eyes, we found a prevalence of 3.55% and 3.31% referable cases with the Aurora® and with the standard table-top fundus camera, respectively. The Aurora® obtained a sensitivity of 96.9% and a specificity of 94.8% in recognizing the presence of any degree of DR, a sensitivity of 100% and a specificity of 99.8% for any degree of diabetic maculopathy (DM) and a sensitivity of 100% and specificity of 99.8% for referable cases. The overall concordance coefficient k (95% CI) was 0.889 (0.828–0.949) and 0.831 (0.658–1.004) with linear weighting for DR and DM, respectively. The presence of hypertensive retinopathy (HR) was recognized by the Aurora® with a sensitivity and specificity of 100%. The Optomed Aurora® handheld fundus camera proved to be effective in recognizing referable cases in a real-life DR screening setting. It showed comparable results to a standard table-top fundus camera in DR, DM and HR detection and grading. The Aurora® can be integrated into telemedicine solutions and artificial intelligence services which, in addition to its portability and ease of use, make it particularly suitable for DR screening.
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Mobile Telemedicine Screening for Diabetic Retinopathy Using Nonmydriatic Fundus Photographs in Burgundy: 11 Years of Results. J Clin Med 2022; 11:jcm11051318. [PMID: 35268409 PMCID: PMC8911379 DOI: 10.3390/jcm11051318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2022] [Revised: 02/24/2022] [Accepted: 02/25/2022] [Indexed: 11/17/2022] Open
Abstract
We analyzed the results of mobile screening for diabetic retinopathy (DR) using retinal photographs, comparing these results between rural and periurban areas, and before and after the first national COVID-19 pandemic lockdown. The Burgundy Union Régionale des Professionnels de Santé (URPS) has organized an annual DR screening since 2004. The examination, performed by an orthoptist, consisted of taking the patient's history, intraocular pressure measurement, and taking retinal photographs. After remote transmission, the examinations were interpreted by participating ophthalmologists at the Dijon University Hospital. In September 2016, the screening was open to periurban townships. In 11 years, 10,220 patients were screened: 1,420 patients (13.9%) had DR of any type, with an average age of 68.5 (±11.3) years, and 59.2% were men. These patients had a statistically significantly higher glycated hemoglobin level (7.4% vs. 7.0%) and a longer duration of diabetes (13.8 vs. 9.3 years) than patients without DR. When comparing rural and periurban areas and periods before and after the beginning of the COVID-19 pandemic, we did not find any significant difference in the screening results. The results of this study are in line with the average findings of similar studies comparing screening strategies for DR. The early detection of DR can benefit from mobile telemedicine screening, identifying a considerable number of patients at an elevated risk, especially in rural areas where access to ophthalmological care is limited.
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Popovic N, Vujosevic S, Radunović M, Radunović M, Popovic T. TREND database: Retinal images of healthy young subjects visualized by a portable digital non-mydriatic fundus camera. PLoS One 2021; 16:e0254918. [PMID: 34297749 PMCID: PMC8301647 DOI: 10.1371/journal.pone.0254918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 07/06/2021] [Indexed: 01/22/2023] Open
Abstract
Topological characterization of the Retinal microvascular nEtwork visualized by portable fuNDus camera (TREND) is a database comprising of 72 color digital retinal images collected from the students of the Faculty of Medicine at the University of Montenegro, in the period from February 18th to March 11th 2020. The database also includes binarized images of manually segmented microvascular networks associated with each raw image. The participant demographic characteristics, health status, and social habits information such as age, sex, body mass index, smoking history, alcohol use, as well as previous medical history was collected. As proof of the concept, a smaller set of 10 color digital fundus images from healthy older participants is also included. Comparison of the microvascular parameters of these two sets of images demonstrate that digital fundus images recorded with a hand-held portable camera are able to capture the changes in patterns of microvascular network associated with aging. The raw images from the TREND database provide a standard that defines normal retinal anatomy and microvascular network geometry in young healthy people in Montenegro as it is seen with the digital hand-held portable non-mydriatic MiiS HORUS Scope DEC 200.This knowledge could facilitate the application of this technology at the primary level of health care for large scale telematic screening for complications of chronic diseases, such as hypertensive and diabetic retinopathy. In addition, it could aid in the development of new methods for early detection of age-related changes in the retina, systemic chronic diseases, as well as eye-specific diseases. The associated manually segmented images of the microvascular networks provide the standard that can be used for development of automatic software for image quality assessment, segmentation of microvascular network, and for computer-aided detection of pathological changes in retina. The TREND database is freely available at https://doi.org/10.5281/zenodo.4521043.
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Affiliation(s)
- Natasa Popovic
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- * E-mail:
| | | | | | - Miodrag Radunović
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
| | - Tomo Popovic
- Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro
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Stanimirovic A, Francis T, Cooper Reed A, Meerai S, Sutakovic O, Merritt R, Brent M, Rac V. Impact of Intersecting Systems of Oppression on Diabetic Retinopathy Screening Among Those Who Identify as Women of Low Socioeconomic Status: Protocol for a Convergent Mixed Methods Study. JMIR Res Protoc 2021; 10:e23492. [PMID: 33666559 PMCID: PMC7980119 DOI: 10.2196/23492] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 11/06/2020] [Accepted: 12/30/2020] [Indexed: 12/11/2022] Open
Abstract
Background By 2025, 5 million Canadians will be diagnosed with diabetes, and women from lower socioeconomic groups will likely account for most new diagnoses. Diabetic retinopathy is a primary vision complication of diabetes and a leading cause of blindness among adults, with 26% prevalence among women. Tele-retina is a branch of telemedicine that delivers eye care remotely. Screening for diabetic retinopathy has great potential to reduce the incidence of blindness, yet there is an adverse association among screening, income, and gender. Objective We aim to explore gender disparity in the provision of tele-retina program services for diabetic retinopathy screening in a cohort of women of low socioeconomic status (SES) receiving services in South Riverdale Community Health Centre (SRCHC) between 2014 and 2019. Methods Using a convergent mixed methods design, we want to understand patients’, providers’, administrators’, and decision makers’ perceptions of the facilitators and barriers associated with the implementation and adoption of tele-retina. Multivariate logistic regression will be utilized to assess the association among client characteristics, referral source, and diabetic retinopathy screening. Guided by a grounded theory approach, systematic coding of data and thematic analysis will be utilized to identify key facilitators and barriers to the implementation and adoption of tele-retina. Results For the quantitative component, we anticipate a cohort of 2500 patients, and we expect to collect data on the overall patterns of tele-retina program use, including descriptions of program utilization rates (such as data on received and completed diabetic retinopathy screening referrals) along the landscape of patient populations receiving these services. For the qualitative component, we plan to interview up to 21 patients and 14 providers, administrators, and decision makers, and to conduct up to 14 hours of observations alongside review of relevant documents. The interview guide is being developed in collaboration with our patient partners. Through the use of mixed methods research, the inquiry will be approached from different perspectives. Mixed methods will guide us in combining the rich subjective insights on complex realities from qualitative inquiry with the standard generalizable data that will be generated through quantitative research. The study is under review by the University Health Network Research Ethics Board (19-5628). We expect to begin recruitment in winter 2021. Conclusions In Ontario, the screening rate for diabetic retinopathy among low income groups remains below 65%. Understanding the facilitators and barriers to diabetic retinopathy screening may be a prerequisite in the development of a successful screening program. This study is the first Ontario study to focus on diabetic retinopathy screening practices in women of low SES, with the aim to improve their health outcomes and revolutionize access to quality care. International Registered Report Identifier (IRRID) PRR1-10.2196/23492
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Affiliation(s)
- Aleksandra Stanimirovic
- Program for Health System and Technology Evaluation, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Ted Rogers Centre for Heart Research at Peter Munk Cardiac Centre, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.,Diabetes Action Canada, CIHR SPOR Network, Toronto, ON, Canada.,Toronto Health Economics and Technology Assessment Collaborative, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
| | - Troy Francis
- Program for Health System and Technology Evaluation, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Ted Rogers Centre for Heart Research at Peter Munk Cardiac Centre, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.,Toronto Health Economics and Technology Assessment Collaborative, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
| | - Anna Cooper Reed
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Sonia Meerai
- Program for Health System and Technology Evaluation, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Ted Rogers Centre for Heart Research at Peter Munk Cardiac Centre, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Toronto Health Economics and Technology Assessment Collaborative, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Gender, Feminist & Women Studies, Faculty of Graduate Studies, York University, Toronto, ON, Canada.,Lyle S Hallman Faculty of Social Work, Wilfrid Laurier University, Brantford, ON, Canada
| | - Olivera Sutakovic
- Diabetes Action Canada, CIHR SPOR Network, Toronto, ON, Canada.,Department of Ophthalmology, Toronto Western Hospital, Toronto, ON, Canada
| | - Rebecca Merritt
- South Riverdale Community Health Centre, Toronto, ON, Canada
| | - Michael Brent
- Diabetes Action Canada, CIHR SPOR Network, Toronto, ON, Canada.,Department of Ophthalmology, Toronto Western Hospital, Toronto, ON, Canada
| | - Valeria Rac
- Program for Health System and Technology Evaluation, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Ted Rogers Centre for Heart Research at Peter Munk Cardiac Centre, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada.,Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada.,Diabetes Action Canada, CIHR SPOR Network, Toronto, ON, Canada.,Toronto Health Economics and Technology Assessment Collaborative, Toronto General Hospital Research Institute, University Health Network, Toronto, ON, Canada
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8
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Manteghinejad A, Javanmard SH. Challenges and opportunities of digital health in a post-COVID19 world. JOURNAL OF RESEARCH IN MEDICAL SCIENCES : THE OFFICIAL JOURNAL OF ISFAHAN UNIVERSITY OF MEDICAL SCIENCES 2021; 26:11. [PMID: 34084190 PMCID: PMC8103966 DOI: 10.4103/jrms.jrms_1255_20] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 10/30/2020] [Revised: 12/01/2020] [Accepted: 12/25/2020] [Indexed: 12/12/2022]
Abstract
Digital health as a rapidly growing medical field relies comprehensively on human health data. Conventionally, the collection of health data is mediated by officially diagnostic instruments, operated by health professionals in clinical environments and under strict regulatory conditions. Mobile health, telemedicine, and other smart devices with Internet connections are becoming the future choices for collecting patient information. Progress of technologies has facilitated smartphones, wearable devices, and miniaturized health-care devices. These devices allow the gathering of an individual's health-care information at the patient's home. The data from these devices will be huge, and by integrating such enormous data using Artificial Intelligence, more detailed phenotyping of disease and more personalized medicine will be realistic. The future of medicine will be progressively more digital, and recognizing the importance of digital technology in this field and pandemic preparedness planning has become urgent.
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Affiliation(s)
- Amirreza Manteghinejad
- Student Research Committee, School of Medicine, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Shaghayegh Haghjooy Javanmard
- Applied Physiology Research Center, Isfahan Cardiovascular Research Institute, Isfahan University of Medical Science, Isfahan, Iran
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9
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Behar JA, Liu C, Kotzen K, Tsutsui K, Corino VDA, Singh J, Pimentel MAF, Warrick P, Zaunseder S, Andreotti F, Sebag D, Kopanitsa G, McSharry PE, Karlen W, Karmakar C, Clifford GD. Remote health diagnosis and monitoring in the time of COVID-19. Physiol Meas 2020; 41:10TR01. [PMID: 32947271 PMCID: PMC9364387 DOI: 10.1088/1361-6579/abba0a] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Coronavirus disease (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is rapidly spreading across the globe. The clinical spectrum of SARS-CoV-2 pneumonia requires early detection and monitoring, within a clinical environment for critical cases and remotely for mild cases, with a large spectrum of symptoms. The fear of contamination in clinical environments has led to a dramatic reduction in on-site referrals for routine care. There has also been a perceived need to continuously monitor non-severe COVID-19 patients, either from their quarantine site at home, or dedicated quarantine locations (e.g. hotels). In particular, facilitating contact tracing with proximity and location tracing apps was adopted in many countries very rapidly. Thus, the pandemic has driven incentives to innovate and enhance or create new routes for providing healthcare services at distance. In particular, this has created a dramatic impetus to find innovative ways to remotely and effectively monitor patient health status. In this paper, we present a review of remote health monitoring initiatives taken in 20 states during the time of the pandemic. We emphasize in the discussion particular aspects that are common ground for the reviewed states, in particular the future impact of the pandemic on remote health monitoring and consideration on data privacy.
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Affiliation(s)
- Joachim A Behar
- Faculty of Biomedical Engineering, Technion-IIT, Haifa, Israel
| | - Chengyu Liu
- The State Key Laboratory of Bioelectronics, School of Instrument Science and Engineering, Southeast University, Nanjing, People's Republic of China
- Equal contribution
| | - Kevin Kotzen
- Faculty of Biomedical Engineering, Technion-IIT, Haifa, Israel
- Equal contribution
| | - Kenta Tsutsui
- Department of Cardiovascular Medicine, Saitama Medical University International Medical Center, Saitama, Japan
| | - Valentina D A Corino
- Department of Electronics, Information and Bioengineering, Politecnico di Milano, Italy
| | | | - Marco A F Pimentel
- Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | | | | | | | | | | | - Patrick E McSharry
- Carnegie Mellon University Africa, Kigali, Rwanda
- African Centre of Excellence in Data Science, University of Rwanda, Kigali, Rwanda
- Oxford Man Institute of Quantitative Finance, Oxford University, Oxford, United Kingdom
| | - Walter Karlen
- Mobile Health Systems Lab, Department of Health Sciences and Technology, ETH Zurich, Zurich, Switzerland
- Equal senior authorship
| | - Chandan Karmakar
- School of Information Technology, Deakin University, Geelong, Australia
- Department of Electrical and Electronic Engineering, University of Melbourne, Melbourne, Australia
- Equal senior authorship
| | - Gari D Clifford
- Department of Biomedical Informatics, Emory University, Atlanta, GA, United States of America
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, United States of America
- Equal senior authorship
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10
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Kalogeropoulos D, Kalogeropoulos C, Stefaniotou M, Neofytou M. The role of tele-ophthalmology in diabetic retinopathy screening. JOURNAL OF OPTOMETRY 2020; 13:262-268. [PMID: 31948924 PMCID: PMC7520530 DOI: 10.1016/j.optom.2019.12.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Revised: 11/10/2019] [Accepted: 12/03/2019] [Indexed: 06/01/2023]
Abstract
Diabetic retinopathy (DR) is the leading cause of legal blindness in the United States. Considering the increasing incidence of DR, it is extremely important to detect the most cost-effective tools for DR screening, so as to manage this surge in demand and the socioeconomic burden it places on the health care system. Despite the advances in retinal imaging, analysis techniques are still superseded by expert ophthalmologist interpretation. Teleophthalmology presents an immense opportunity, with high rates of sensitivity and specificity, to manage the steadily increasing demand for eye care of patients with diabetes, but challenges remain in the delivery of practical, viable, and clinically proven solutions.
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Affiliation(s)
- Dimitrios Kalogeropoulos
- Department of Ophthalmology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Ioannina, Greece.
| | - Chris Kalogeropoulos
- Department of Ophthalmology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Ioannina, Greece
| | - Maria Stefaniotou
- Department of Ophthalmology, Faculty of Medicine, School of Health Sciences, University of Ioannina, Ioannina, Greece
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11
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Battaglia Parodi M, Brunoro A, Tomasso L, Scuderi G. Benefits of micronutrient supplementation for reducing the risk of wet age-related macular disease and diabetic retinopathy. Eur J Ophthalmol 2020; 30:780-794. [DOI: 10.1177/1120672120920537] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Age-related macular disease and diabetic retinopathy are chronic degenerative diseases characterised by progressive visual impairment. In Europe, age-related macular disease accounts for over 15% of blindness in adults over 50 years of age, and although the burden of diabetic retinopathy in terms of vision impairment is lower, vision loss associated with diabetic retinopathy is increasing with the rising prevalence of diabetes mellitus and the ageing of the population. Late-stage age-related macular disease can be subdivided into dry (non-neovascular) or wet (neovascular or exudative) forms. The large Age-Related Eye Disease Study 2 showed that supplementation with antioxidant nutrients reduces choroids neovascularisation and reduces the risk of progression of neovascular age-related macular disease. Antioxidant micronutrient supplements have also shown promising results in preventing the pathogenesis of retinopathy in animal models of diabetes. Age-related macular disease and diabetic retinopathy are understood to share some common pathophysiological characteristics, suggesting that micronutrients have an important role in ocular health in both conditions. This article will review the current evidence for the utility of micronutrients in preventing the development and progression of neovascular age-related macular disease and diabetic retinopathy.
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Affiliation(s)
| | | | | | - Gianluca Scuderi
- Ophthalmology Unit, Department of Neuroscience, Mental Health and Sensory Organs (NESMOS), St. Andrea Hospital, Sapienza University of Rome, Rome, Italy
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12
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Yang Z, Hu H, Zou Y, Luo W, Xie L, You Z. miR-7 Reduces High Glucose Induced-damage Via HoxB3 and PI3K/AKT/mTOR Signaling Pathways in Retinal Pigment Epithelial Cells. Curr Mol Med 2019; 20:372-378. [PMID: 31702491 DOI: 10.2174/1566524019666191023151137] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2019] [Revised: 10/08/2019] [Accepted: 10/16/2019] [Indexed: 02/05/2023]
Abstract
BACKGROUND Diabetic retinopathy (DR) is a common complication of diabetes. This study investigated the effect of miR-7 in the regulation of cell proliferation via the HoxB3 gene and PI3K/AKT/mTOR signaling pathways in DR. METHODS Human retinal pigment epithelial cell line (ARPE-19) cultured in normal medium (Control) and high glucose medium (25mM glucose, HG) was transfected with mimics NC (HG+ mimics NC), miR-7 mimics (HG+miR-7 mimics), inhibitor NC (HG+ inhibitor NC), and miR-inhibitor (HG+miR-7 inhibitor). The cells were assayed for viability, apoptosis, and expression of genes. RESULTS HG reduced cell viability and increased apoptosis. However, miR-7 mimics reduced the apoptosis. PCR results showed that miR-7 was significantly upregulated after transfection with miR-7 mimics. The expression of Hoxb3, mTOR, p-PI3K, and p- AKT was significantly downregulated at mRNA and protein levels after miR-7 mimics transfection, while no difference was observed for PI3K and AKT expression. CONCLUSION Our findings demonstrate that miR-7 regulates the growth of retinal epithelial cells through various pathways and is a potential therapeutic target for the prevention and treatment of diabetic retinopathy.
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Affiliation(s)
- Zhongyi Yang
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Hanying Hu
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Yuling Zou
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Wenbluo Luo
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Lin Xie
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
| | - Zhipeng You
- Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, China
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Yaslam M, Al Adel F, Al-Rubeaan K, AlSalem RK, Alageel MA, Alsalhi A, AlNageeb D, Youssef AM. Non-mydriatic fundus camera screening with diagnosis by telemedicine for diabetic retinopathy patients with type 1 and type 2 diabetes: a hospital-based cross-sectional study. Ann Saudi Med 2019; 39:328-336. [PMID: 31580703 PMCID: PMC6832323 DOI: 10.5144/0256-4947.2019.328] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Diabetic retinopathy (DR) is considered the fifth leading cause of visual impairment worldwide and is associated with a huge social and economic burden. OBJECTIVE Describe the practicality of non-mydriatic funduscopic screening photography for the detection of DR among patients with type 1 and type 2 diabetes. DESIGN Cross-sectional hospital-based study. SETTING Diabetes center, Riyadh. PATIENTS AND METHODS Between July and December 2017, patients with diabetes and aged ≥18 years were selected by systematic random sampling from the University Diabetes Center. Fundoscopic eye examination was performed using the TRC-NW8 non-mydriatic camera, which performs ocular coherence tomography (OCT) to detect macular edema. Using telemedicine, pictures were graded by a retinal-specialized ophthalmologist using the international clinical DR disease severity scale. Patients were classified according to the type and severity of DR. MAIN OUTCOME MEASURES Detection and classification of DR. SAMPLE SIZE 978 Saudi patients with diabetes. RESULTS Of 426 (43.5%) patients with DR, 370 had nonproliferative DR and 55 had proliferative DR. Nineteen (1.9%) had macular edema. The most important risk factors for DR were longer diabetes duration and poor glycemic control. Both older age and insulin use contributed to the higher prevalence of DR and macular edema. DR was more common among type 1 patients at 55.4% compared with 49% among type 2 patients. In addition, more females had macular edema (57.1% versus 42.9% among males). Nine patients with macular edema (47.3%) had hypertension while 154 of 426 patients with DR (36.2%) had hypertension. CONCLUSION Non-mydriatic funduscopic screening photography was practical and useful for the detection of DR in patients with type 1 and type 2 diabetes. LIMITATIONS Conducted in a single center. CONFLICT OF INTEREST None.
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Affiliation(s)
- Maram Yaslam
- From the College of Medicine, University Diabetes Center, King Saud University
| | - Fadwa Al Adel
- From the Department of Ophthalmology, College of Medicine, Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia
| | - Khalid Al-Rubeaan
- From the College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Rakan K AlSalem
- From the College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Musab A Alageel
- From the College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Abdaulaziz Alsalhi
- From the College of Medicine, King Saud University, Riyadh, Saudi Arabia
| | - Dehkra AlNageeb
- From the Research Department, King Saud University, Riyadh, Saudi Arabia
| | - Amira M Youssef
- From the Registry Department, King Saud University, Riyadh, Saudi Arabia
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14
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Qin F, Jing L, Jia L, Lou J, Feng Y, Long W, Yang H, Shi R. Retinopathy among Chinese subjects with type 2 diabetes mellitus in Shanghai: A community-based follow-up study. Int J Health Plann Manage 2019; 34:998-1012. [PMID: 31373063 DOI: 10.1002/hpm.2870] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
OBJECTIVE To determine the incidence, progression, and regression rates of diabetic retinopathy (DR), as well as their associated factors, in Chinese type 2 diabetic patients. METHODS Diabetic patients who participated in a previous survey were recruited for a 1-year follow-up study. Nonmydriatic fundus photographs were acquired to assess the severity of DR as per the International Clinical Diabetic Retinopathy Disease Severity Scale (2002). Factors that potentially influence DR outcomes, including its incidence, progression, and regression, were identified via statistical analyses. RESULTS We initially recruited 2453 subjects, among whom 2331 were followed and included in the final analysis. The incidences of new and progressed (ie, ≥2 scale steps) DR were 10.6% and 6.1%, respectively. Moreover, 7.3% of patients with established DR at baseline experienced complete regression. Multivariate logistic regression analysis revealed that high glycosylated haemoglobin (HbA1c) (odds ratio [OR] = 1.50, P = .021) and hyperlipidaemia (OR = 1.46, P = .025) were independent predictors of DR development, high HbA1c (OR = 4.16, P = .027) and macroalbuminuria (OR = 5.60, P = .010) predicted DR progression, and low HbA1c (OR = 0.20, P = .001) and low triglyceride levels (OR = 0.34, P = .026) were associated with DR regression. CONCLUSIONS Albumin and HbA1c levels should be closely monitored as signs of progressive retinal damage in diabetic subjects. Optimized control of glucose and triglyceride levels is vital for reducing the incidence of DR or promoting its regression in afflicted patients.
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Affiliation(s)
- Fei Qin
- School of Public Health, Shanghai Jiao Tong University, Shanghai, China
| | - Limei Jing
- School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Lili Jia
- Shanghai Sixth People's Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Jieqiong Lou
- Shanghai Chest Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Yi Feng
- School of Public Health, Shanghai Jiao Tong University, Shanghai, China
| | - Wen Long
- Shanghai Huangpu District Center for Disease Control and Prevention, Shanghai, China
| | - Hui Yang
- School of Public Health, Shanghai Jiao Tong University, Shanghai, China
| | - Rong Shi
- School of Public Health, Shanghai Jiao Tong University, Shanghai, China.,School of Public Health, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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Scuteri D, Vero A, Zito M, Naturale MD, Bagetta G, Nucci C, Tonin P, Corasaniti MT. Diabetic retinopathy and age-related macular degeneration: a survey of pharmacoutilization and cost in Calabria, Italy. Neural Regen Res 2019; 14:1445-1448. [PMID: 30964071 PMCID: PMC6524505 DOI: 10.4103/1673-5374.253528] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2018] [Accepted: 01/24/2019] [Indexed: 02/07/2023] Open
Abstract
The aged population is constantly growing, thus fostering an increase in age-dependent diseases. Among these, diabetic retinopathy (DR) along with age-related macular degeneration entails progressive vision loss. Since such conditions are associated with the proliferation of novel vessels, their pharmacotherapeutic management consists of the intravitreal injection of anti-vascular endothelial growth factor drugs, able to hinder the driving of vascular proliferation prompted by vascular endothelial growth factor. The humanized anti-vascular endothelial growth factor monoclonal antibody ranibizumab provided evidence for efficacy in several trials, hence earning approval by the US Food and Drug Administration for therapeutic use in all the stages of DR. Due to the lack of epidemiologic and pharmacoeconomic evaluation in the local Calabria Region context, the present retrospective observational study focused on prevalence of DR and age-related macular degeneration, treatment and cost of therapy with ranibizumab in 870 patients arriving to clinical observation at the "Mater Domini" University Hospital in Calabria, Italy from January 2014 to June 2017. Data were extracted from the database of ophthalmology ward and subjected to statistical analysis. The results suggest that the most frequent retinal diseases are age-related macular degeneration and DR and that the use of ranibizumab has been decreasing over the 4-year study period together with the associated cost per patient which was similar for both disorders. Therefore, appropriateness of treatment with drugs other than ranibizumab needs to be assessed in this setting and deep monitoring of pharmacologic treatment for retinal diseases is necessary to prevent or delay visual acuity decrease and complete vision loss. Study procedures were performed in accordance with the "Mater Domini" University Hospital ethical standards of the responsible committee on human experimentation.
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Affiliation(s)
- Damiana Scuteri
- Preclinical and Translational Pharmacology, Department of Pharmacy, Health Science and Nutrition, University of Calabria, Rende (Cosenza), Italy
| | - Ada Vero
- Pharmacy Unit, “Mater Domini” University Hospital, Catanzaro, Italy
| | | | - Maria Diana Naturale
- Department of Health Sciences, University “Magna Graecia” of Catanzaro, Catanzaro, Italy
| | - Giacinto Bagetta
- Preclinical and Translational Pharmacology, Department of Pharmacy, Health Science and Nutrition, University of Calabria, Rende (Cosenza), Italy
| | - Carlo Nucci
- Ophtalmology Unit, Department of Experimental Medicine, University of Rome “Tor Vergata”, Rome, Italy
| | - Paolo Tonin
- S. Anna Institute, Regional Center for Serious Brain Injuries, Crotone, Italy
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16
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Popovic N, Lipovac M, Radunovic M, Ugarte J, Isusquiza E, Beristain A, Moreno R, Aranjuelo N, Popovic T. Fractal characterization of retinal microvascular network morphology during diabetic retinopathy progression. Microcirculation 2019; 26:e12531. [PMID: 30659745 DOI: 10.1111/micc.12531] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Revised: 12/23/2018] [Accepted: 01/15/2019] [Indexed: 12/17/2022]
Abstract
OBJECTIVE The study aimed to characterize morphological changes of the retinal microvascular network during the progression of diabetic retinopathy. METHODS Publicly available retinal images captured by a digital fundus camera from DIARETDB1 and STARE databases were used. The retinal microvessels were segmented using the automatic method, and vascular network morphology was analyzed by fractal parametrization such as box-counting dimension, lacunarity, and multifractals. RESULTS The results of the analysis were affected by the ability of the segmentation method to include smaller vessels with more branching generations. In cases where the segmentation was more detailed and included a higher number of vessel branching generations, increased severity of diabetic retinopathy was associated with increased complexity of microvascular network as measured by box-counting and multifractal dimensions, and decreased gappiness of retinal microvascular network as measured by lacunarity parameter. This association was not observed if the segmentation method included only 3-4 vessel branching generations. CONCLUSIONS Severe stages of diabetic retinopathy could be detected noninvasively by using high resolution fundus photography and automatic microvascular segmentation to the high number of branching generations, followed by fractal analysis parametrization. This approach could improve risk stratification for the development of microvascular complications, cardiovascular disease, and dementia in diabetes.
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Affiliation(s)
- Natasa Popovic
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
| | - Mirko Lipovac
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
| | | | | | | | | | | | | | - Tomo Popovic
- Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro
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Németh J, Tóth G, Resnikoff S, de Faber JT. Preventing blindness and visual impairment in Europe: What do we have to do? Eur J Ophthalmol 2018; 29:129-132. [PMID: 30572715 DOI: 10.1177/1120672118819397] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Severe visual impairment and blindness are significant public health problems worldwide. Four-fifths of cases of blindness can be prevented or cured. The World Health organisation's 'Universal Eye Health: A Global Action Plan 2014-2019' and the European Society of Ophthalmology's Pilot Committee on Public Eye Health are aiming to decrease the prevalence of blindness in Europe and around the world. Starting discussions addressing possible actions and advocacies to improve current circumstances in public eye health is a common task of ophthalmologists and public health specialists in Europe.
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Affiliation(s)
- János Németh
- 1 Department of Ophthalmology, Semmelweis University, Budapest, Hungary.,2 The International Agency for the Prevention of Blindness, London, UK
| | - Gábor Tóth
- 1 Department of Ophthalmology, Semmelweis University, Budapest, Hungary.,2 The International Agency for the Prevention of Blindness, London, UK
| | - Serge Resnikoff
- 3 Brien Holden Vision Institute, Sydney, NSW, Australia.,4 SOVS, University of New South Wales, Sydney, NSW, Australia
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18
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Wang Z, Zhao H, Guan W, Kang X, Tai X, Shen Y. Metabolic memory in mitochondrial oxidative damage triggers diabetic retinopathy. BMC Ophthalmol 2018; 18:258. [PMID: 30249212 PMCID: PMC6154827 DOI: 10.1186/s12886-018-0921-0] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2018] [Accepted: 09/11/2018] [Indexed: 01/09/2023] Open
Abstract
Background Diabetic retinopathy (DR) is a microvascular complication induced by high blood glucose. This study was conducted to investigate the effect of metabolic memory on mitochondrial oxidative damage-induced DR. Methods Rat retinal endothelial cells (rRECs) were isolated from SD rats and treated with high glucose (20 mM) for various times and then cultured in normal glucose (5.6 mM) medium for 2 days. The cells were assayed for the expression of respiratory chain complexes cytochrome c oxidase subunit 1 (CO1) and NADPH-1 using RT-PCR, mitochondrial membrane potentials and reactive oxygen species (ROS) production using flow cytometry and apoptosis using Annexin V/PI flow cytometry. Results rRECs displayed like short spindles after cultured for 9–10 days and reached 100% confluency. Compared with the control grown in normal glucose (5.6 mM) medium, rRECs exposed to high glucose medium for 3, 12 and 24 h had significantly increased mRNA levels of CO1 and NAPDH-1 even after being shifted back to normal glucose medium. They also had lower mitochondrial membrane potential (89.13% vs 78.21%, p < 0.05), cytochrome C level (1 in control vs 0.25 after 24 h exposure to high glucose, p < 0.05 and higher ROS production (2.77% in control vs 9.00% after 12 h exposure to high glucose, p < 0.05) and apoptosis (7.15% in control vs and 29.91% after 24 h exposure to high glucose, p < 0.05). Conclusion It is likely that mitochondrial oxidative damage triggers metabolic memory via ROS overproduction, leading to diabetic retinopathy.
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Affiliation(s)
- Zhaoge Wang
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China
| | - Haixia Zhao
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China
| | - Wenying Guan
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China
| | - Xin Kang
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China
| | - Xue Tai
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China
| | - Ying Shen
- Center of Myopia, the Affiliated Hospital of Inner Mongolia Medical University, 1 Tongdao North Street, Hohhot, 010050, China.
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Bawankar P, Shanbhag N, K. SS, Dhawan B, Palsule A, Kumar D, Chandel S, Sood S. Sensitivity and specificity of automated analysis of single-field non-mydriatic fundus photographs by Bosch DR Algorithm-Comparison with mydriatic fundus photography (ETDRS) for screening in undiagnosed diabetic retinopathy. PLoS One 2017; 12:e0189854. [PMID: 29281690 PMCID: PMC5744962 DOI: 10.1371/journal.pone.0189854] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2017] [Accepted: 12/04/2017] [Indexed: 02/01/2023] Open
Abstract
Diabetic retinopathy (DR) is a leading cause of blindness among working-age adults. Early diagnosis through effective screening programs is likely to improve vision outcomes. The ETDRS seven-standard-field 35-mm stereoscopic color retinal imaging (ETDRS) of the dilated eye is elaborate and requires mydriasis, and is unsuitable for screening. We evaluated an image analysis application for the automated diagnosis of DR from non-mydriatic single-field images. Patients suffering from diabetes for at least 5 years were included if they were 18 years or older. Patients already diagnosed with DR were excluded. Physiologic mydriasis was achieved by placing the subjects in a dark room. Images were captured using a Bosch Mobile Eye Care fundus camera. The images were analyzed by the Retinal Imaging Bosch DR Algorithm for the diagnosis of DR. All subjects also subsequently underwent pharmacological mydriasis and ETDRS imaging. Non-mydriatic and mydriatic images were read by ophthalmologists. The ETDRS readings were used as the gold standard for calculating the sensitivity and specificity for the software. 564 consecutive subjects (1128 eyes) were recruited from six centers in India. Each subject was evaluated at a single outpatient visit. Forty-four of 1128 images (3.9%) could not be read by the algorithm, and were categorized as inconclusive. In four subjects, neither eye provided an acceptable image: these four subjects were excluded from the analysis. This left 560 subjects for analysis (1084 eyes). The algorithm correctly diagnosed 531 of 560 cases. The sensitivity, specificity, and positive and negative predictive values were 91%, 97%, 94%, and 95% respectively. The Bosch DR Algorithm shows favorable sensitivity and specificity in diagnosing DR from non-mydriatic images, and can greatly simplify screening for DR. This also has major implications for telemedicine in the use of screening for retinopathy in patients with diabetes mellitus.
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Affiliation(s)
| | - Nita Shanbhag
- Department of Ophthalmology, Dr. D.Y Patil Hospital & Research Centre, Mumbai, India
| | - S. Smitha K.
- KLES Dr. Prabhakar Kore Hospital & Research Centre, Belgavi, Karnataka, India
| | - Bodhraj Dhawan
- NKP Salve Institute of Medical Sciences and Research Center, Nagpur, Maharashtra, India
| | | | - Devesh Kumar
- Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, Johor Bahru, Malaysia
| | | | - Suneet Sood
- Jeffrey Cheah School of Medicine and Health Sciences, Monash University Malaysia, Johor Bahru, Malaysia
- * E-mail:
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20
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Abstract
PURPOSE OF REVIEW The purpose of this study is to review the evidence that lower risk groups who could safely be screened less frequently for sight-threatening diabetic retinopathy (DR) than annually. RECENT FINDINGS Data have demonstrated that people with no DR in either eye are at a low risk of progression to sight-threatening DR over a 2-year period (event rate 4.8 per 1000 person years), irrespective of whether the screening method is one-field non-mydriatic or two-field mydriatic digital photography. Low risk has been defined as no retinopathy on two consecutive screening episodes or no retinopathy on one screening episode combined with risk factor data. The risk of an extension to 2 years is less than 5 per 1000 person years in a population with a national screening programme, and the general standard of diabetes care is relatively good, whether low risk is defined as no retinopathy on two consecutive screening episodes or no retinopathy on one screening episode combined with other risk factor data. The definition used in different populations is likely to depend on the availability of data.
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Affiliation(s)
- Peter H Scanlon
- Gloucestershire Retinal Research Group, Gloucestershire Hospitals NHS Foundation Trust, Office above Oakley Ward, Cheltenham General Hospital, Sandford Road, Cheltenham, GL53 7AN, UK.
- Oxford University Hospitals NHS Foundation Trust, John Radcliffe Hospital, Headley Way, Headington, Oxford, OX3 9DU, UK.
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