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Lighthizer N, Patel K, Cockrell D, Leung S, Harle DE, Varia J, Niyazmand H, Alam K. Establishment and review of educational programs to train optometrists in laser procedures and injections. Clin Exp Optom 2025; 108:248-257. [PMID: 39048296 DOI: 10.1080/08164622.2024.2380075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Revised: 07/06/2024] [Accepted: 07/09/2024] [Indexed: 07/27/2024] Open
Abstract
Current scope of practice for optometrists in many countries include topical and oral medication with injectable and lasers being added more recently to scope in the United States (US), Canada, the United Kingdom (UK) and New Zealand (NZ). This expanded scope of optometric practice improves access to eyecare and is critical since an ageing population with a higher prevalence of vision disorders and higher healthcare costs looms. Expanded scope has been shown alongside strong safety records. This review paper aims to investigate the expansion of optometric scope of practice regarding lasers and injectables in the US, UK, Canada, Australia and NZ. The design and delivery of post-graduation educational programs, curriculum frameworks for advanced skills and the metrics of laser procedures performed by optometrists will be discussed. The State of Oklahoma in the US was first to authorise optometrists to use lasers and injectables in 1988. As of 2024, qualified optometrists in the UK, in twelve states in the US, and specialist optometrists in NZ perform laser procedures. However, lasers and injectables are not within the current scope of optometric practice in Australia and Canada. Training courses such as Northeastern State University Oklahoma College of Optometry Advanced Procedures Course and Laser Procedures Course have been successfully designed and implemented in the US to train graduate optometrists. The outcomes of over 146,403 laser procedures performed by optometrists across the US have shown only two negative outcomes, equating to 0.001%. These metrics outline the effectiveness of these procedures performed by optometrists and show strong support for future optometric scope expansion. Eye health professionals, relevant educational institutions, advocacy groups, and policymakers are called upon to work collaboratively to expand the optometric scope of practice globally.
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Affiliation(s)
- Nathan Lighthizer
- Northeastern State University Oklahoma College of Optometry, Tahlequah, OK, USA
| | - Komal Patel
- Northeastern State University Oklahoma College of Optometry, Tahlequah, OK, USA
| | | | - Sophia Leung
- Alberta Association of Optometrists, Edmonton, AB, USA
| | - Deacon E Harle
- School of Optometry and Vision Sciences, Cardiff University, Cardiff, UK
| | - Jay Varia
- Optometry Department, Moorfields Eye Hospital, London, UK
| | - Hamed Niyazmand
- Department of Optometry, University of Western Australia, Perth, Australia
| | - Khyber Alam
- Department of Optometry, University of Western Australia, Perth, Australia
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Chauhan A, Duggal M, Kankaria A, Gupta V, Dhiman S, Singh M, Tigari B, Bhadada S, Vale L. Exploring patient and health care provider perspectives on barriers to diabetic retinopathy screening in public health facilities in North India. Sci Rep 2025; 15:8251. [PMID: 40065058 PMCID: PMC11894220 DOI: 10.1038/s41598-025-92795-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2024] [Accepted: 03/03/2025] [Indexed: 03/14/2025] Open
Abstract
Diabetic retinopathy (DR), a prevalent microvascular complication of diabetes mellitus (DM), can be prevented with early detection and timely intervention. DR is asymptomatic in its early stages, highlighting the importance of screening for accurate referral and effective management. Multiple barriers impede access to diabetic retinopathy screening (DRS), creating significant public health challenges in regions with high DM prevalence. This study explores the perspectives of people with DM (PwDM) and healthcare providers (HCP) on these barriers. A qualitative study using in-depth interviews (IDI) was conducted between October 2022 and January 2023 in Punjab and Chandigarh. Through purposive sampling, IDIs were conducted with 7 PwDM and 19 HCPs, including retina specialists, ophthalmologists, optometrists, medical officers (MO), Community Health Officers (CHO), and ASHA workers from various public health facilities. A semi-structured topic guide facilitated the interviews, and thematic analysis was applied, utilizing the healthcare access barrier (HCAB) model as a framework. The study identified financial barriers due to insurance unawareness and employment constraints. Structural challenges included insufficient DRS infrastructure, untrained staff, the need for accompaniment, and limited access to screening sites. Limited awareness and misconceptions about DR characterized cognitive barriers, while psychological barriers involved mistrust of the health system, anxiety, and frustration from low vision. Addressing these issues is essential to improve DRS uptake and eye health outcomes. Managing diabetes and VTDR is challenging, highlighting the need for community-level DRS. Enhancing DR awareness and promoting public health insurance benefits are crucial for overcoming barriers and improving screening rates.
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Affiliation(s)
- Anshul Chauhan
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India.
| | - Mona Duggal
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India.
| | - Ankita Kankaria
- Department of Community Medicine and Family Medicine, All India Institute of Medical Sciences, Bathinda, Punjab, India
| | - Vishali Gupta
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India
| | - Shrutika Dhiman
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India
| | - Mandeep Singh
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India
| | - Basavaraj Tigari
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India
| | - Sanjay Bhadada
- Advanced Eye Centre (AEC), Post Graduate Institute of Medical Education and Research, Madhya Marg, Sector- 12, Chandigarh, 160012, India
| | - Luke Vale
- Global Health Economics Centre, London School of Hygiene and Tropical Medicine, Tavistock Place, London, UK
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Seo H, Park SJ, Song M. Diabetic Retinopathy (DR): Mechanisms, Current Therapies, and Emerging Strategies. Cells 2025; 14:376. [PMID: 40072104 PMCID: PMC11898816 DOI: 10.3390/cells14050376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2025] [Revised: 02/21/2025] [Accepted: 02/28/2025] [Indexed: 03/15/2025] Open
Abstract
Diabetic retinopathy (DR) is one of the most prevalent complications of diabetes, affecting nearly one-third of patients with diabetes mellitus and remaining a leading cause of blindness worldwide. Among the various diabetes-induced complications, DR is of particular importance due to its direct impact on vision and the irreversible damage to the retina. DR is characterized by multiple pathological processes, primarily a hyperglycemia-induced inflammatory response and oxidative stress. Current gold standard therapies, such as anti-VEGF injections and photocoagulation, have shown efficacy in slowing disease progression. However, challenges such as drug resistance, partial therapeutic responses, and the reliance on direct eye injections-which often result in low patient compliance-remain unresolved. This review provides a comprehensive overview of the underlying molecular mechanisms in DR, the current therapies, and their unmet needs for DR treatment. Additionally, emerging therapeutic strategies for improving DR treatment outcomes are discussed.
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Affiliation(s)
| | | | - Minsoo Song
- New Drug Development Center, Daegu-Gyeongbukk Medical Innovation Foundation (K-MEDI hub), 80 Cheombok-ro, Dong-gu, Daegu 41061, Republic of Korea; (H.S.); (S.-J.P.)
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Šulak M, Jevnikar K, Drnovšek F, Vrhovec L, Urbančič M, Potrč M, Thaler A, Čokl N, Zaletel J, Petrovič MG. A stepwise implementation of the Slovenian National Diabetic Retinopathy Screening Program - evaluation of the first 4.5 years. Eur J Ophthalmol 2025; 35:660-668. [PMID: 39094553 DOI: 10.1177/11206721241267029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/04/2024]
Abstract
BACKGROUND This retrospective cohort study aimed to assess the characteristics of patients enrolled in the national diabetic retinopathy (DR) screening program and evaluate the selected program's quality elements in the first five years after implementation. METHODS Patients who underwent DR screening between February 2018 and June 2022 at the University Medical Centre Ljubljana were included. General patient characteristics (age, sex, type and therapy of diabetes mellitus (DM), duration of DM, blood HbA1c levels), best corrected visual acuity, stage of DR, presence of sight-threatening diabetic retinopathy (STDR), and selected quality indicators (quality of photographs, re-screening interval, time to treatment) were recorded and evaluated. RESULTS A total of 34 654 screening examinations were performed on 13 513 patients with diabetes. The majority (77.3%) had Type 2 diabetes, with a mean DM duration of 9.74 ± 9.87 years. In 55.9% of patients, DM duration was less than ten years, and the mean HbA1c was 7.33% ± 1.49. DR signs were noted in 29.1% of patients and 0.89% of patients exhibited STDR. After establishing the diagnosis of STDR, treatment was initiated in 3.43 ± 1.98 months. CONCLUSION Implementing the DR screening program provides valuable insights into managing diabetic retinopathy nationwide. It allows for the early detection of sight-threatening DR and facilitates timely and effective treatment, which could help prevent severe visual impairment.
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Affiliation(s)
- Marko Šulak
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Kristina Jevnikar
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Fran Drnovšek
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Levin Vrhovec
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Mojca Urbančič
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Maja Potrč
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Angela Thaler
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Neža Čokl
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Jelka Zaletel
- National Institute of Public Health Slovenia, Ljubljana, Slovenia
- Department for endocrinology and diabetes, University Medical Centre Ljubljana, Ljubljana, Slovenia
| | - Mojca Globočnik Petrovič
- Department of Ophthalmology, University Medical Centre Ljubljana, Ljubljana, Slovenia
- Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
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Ha SK, Gilbert JB, Le E, Ross C, Lorch A. Impact of teleretinal screening program on diabetic retinopathy screening compliance rates in community health centers: a quasi-experimental study. BMC Health Serv Res 2025; 25:318. [PMID: 40011921 DOI: 10.1186/s12913-025-12472-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2024] [Accepted: 02/24/2025] [Indexed: 02/28/2025] Open
Abstract
BACKGROUND Diabetic retinopathy (DR) remains a leading cause of preventable blindness, with inadequate screening rates even in urban areas with high concentrations of medical professionals. While medical guidelines recommend annual diabetic retinopathy screening for patients with diabetes mellitus, adherence to these recommendations remains low. This study evaluates the impact of a novel teleretinal DR screening program on screening compliance across urban community health centers in Boston, Massachusetts. METHODS We conducted a quasi-experimental study comparing DR screening compliance between intervention and comparison community health centers before and after implementing a teleretinal screening program. Participants included patients diagnosed with diabetes mellitus with primary care providers at the studied sites. We defined compliance as completion of either teleretinal screening or a documented eye care professional examination within the previous 365 days. Monthly compliance rates were analyzed using two-way fixed effects regression and event study techniques. RESULTS The study included 10,247 patients with diabetes mellitus who received care at six participating sites, generating 222 monthly compliance rate estimates. Baseline compliance rates before implementation ranged from 25 to 40% across sites. The two-way fixed effects regression analysis revealed that the screening program significantly increased DR compliance rates by an average of 7.2% points (p < 0.001). Event study analysis showed positive effects across all sites, though the initial improvement tended to diminish over time. CONCLUSIONS Implementation of a community-based teleretinal DR screening program significantly improved compliance with annual screening guidelines in urban communities. These findings support the broader adoption of teleretinal screening as an effective strategy for preventing DR-related vision loss in vulnerable populations. Further research is needed to assess long-term clinical outcomes and optimize program sustainability.
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Affiliation(s)
- Sierra K Ha
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Joshua B Gilbert
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Erin Le
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Connor Ross
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Alice Lorch
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA.
- Mass General Hospital/Mass Eye and Ear, 243 Charles Street, Boston, MA, 02114, USA.
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Abuhay HW, Tesfie TK, Alemayehu MA, Agimas MC, Yismaw GA, Alemu GG, Derseh NM, Yirsaw BG. Prevalence of diabetic retinopathy and its associated factors among adults in East African countries: A systematic review and meta-analysis. PLoS One 2025; 20:e0316160. [PMID: 39888910 PMCID: PMC11785277 DOI: 10.1371/journal.pone.0316160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2024] [Accepted: 12/06/2024] [Indexed: 02/02/2025] Open
Abstract
INTRODUCTION Diabetes mellitus (DM) is one of the most significant public health problems. Globally, one in ten adults has diabetes, and it results in macro- or microvascular complications, such as diabetic retinopathy (DR). It is one of the most prevalent eye complications associated with DM, and it is the main cause of vision loss. Even though East African countries face a growing burden of diabetes and DR, no study depicts the regional prevalence and its associated factors. Therefore, this study aimed to estimate the pooled prevalence of DR and its associated factors among adults in East African countries. METHODS We extensively searched PubMed, Embase, Scopus, Google Scholar, and Google for relevant studies. A forest plot was used to estimate the pooled prevalence of diabetic retinopathy using DerSimonian and Laird's random-effects model. We checked publication bias using funnel plots and Egger's regression test. Potential heterogeneity was tested using the I-squared statistic. Subgroup analysis, sensitivity analysis, and meta-regression analysis were also performed. Furthermore, the pooled odds ratios for the associated factors were estimated. The research protocol was registered in PROSPER. RESULTS Among the 29 included studies, the estimated pooled prevalence of DR in East African countries was 28% (95% CI 23.0, 33.0). Besides, age ≥60 (OR = 2.88, 95% CI: 1.55, 5.32), body mass index ≥ 25 (AOR = 2.85; 95% CI: 1.69, 4.81; I2 = 85.4%, p < 0.001), and hemoglobin A1c levels ≥7 (OR = 2.48, 95% CI: 1.46, 4.23) were significantly associated with the prevalence of DR. CONCLUSIONS The prevalence of DR in East Africa was high, with more than one in four individuals with diabetes developing DR. Besides, advanced age, higher body mass index, and elevated hemoglobin A1c levels were significant factors associated with increased DR prevalence. Therefore, comprehensive diabetes management focusing on optimal glycemic control and healthy weight maintenance is essential to mitigate the problems. Also, the Ministries of Health and policymakers should prioritize and implement targeted strategies to address the identified modifiable risk factors, aiming to reduce the prevalence of DR in the region. TRIAL REGISTRATION Systematic review registration: PROSPERO (2024: ID = CRD42024511437). https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42024511437.
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Affiliation(s)
- Habtamu Wagnew Abuhay
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Tigabu Kidie Tesfie
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Meron Asmamaw Alemayehu
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Muluken Chanie Agimas
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Getaneh Awoke Yismaw
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Gebrie Getu Alemu
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Nebiyu Mekonnen Derseh
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Bantie Getnet Yirsaw
- Department of Epidemiology and Biostatistics, Institute of Public Health, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
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Silwal PR, Pirouzi M, Murphy R, Harwood M, Grey C, Squirrell D, Ramke J. Barriers and enablers of access to diabetes eye care in Auckland, New Zealand: a qualitative study. BMJ Open 2025; 15:e087650. [PMID: 39890153 PMCID: PMC11784328 DOI: 10.1136/bmjopen-2024-087650] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Accepted: 12/06/2024] [Indexed: 02/03/2025] Open
Abstract
OBJECTIVE To explore the barriers and enablers to accessing diabetes eye care services among adults in Auckland. DESIGN This was a qualitative study that used semistructured interviews. We performed a thematic analysis and described the main barriers and enablers to accessing services using the Theoretical Domains Framework. SETTING The study took place in two of the three public funding and planning agencies that provide primary and secondary health services in Auckland, the largest city in Aotearoa New Zealand. PARTICIPANTS Thirty people with diabetes in Auckland who had experienced interrupted diabetes eye care, having missed at least one appointment or being discharged back to their general practitioner after missing several appointments. RESULTS We identified barriers and enablers experienced by our predominantly Pacific and Māori participants that aligned with 7 (of the 14) domains in the Theoretical Domains Framework. The most reported barriers were transport issues, lack of awareness regarding the importance of retinal screening, time constraints, limited and/or inflexible appointment times and competing family commitments. Enablers included positive interactions with healthcare providers and timely appointment notifications and reminders. CONCLUSIONS Diabetes eye services could be made more responsive by addressing systemic barriers such as service location and transport links, appointment availability and meaningful information to aid understanding.
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Affiliation(s)
- Pushkar Raj Silwal
- School of Optometry and Vision Science, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
| | - Maryam Pirouzi
- School of Optometry and Vision Science, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
- Department of General Practice and Primary Care, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
| | - Rinki Murphy
- Department of Medicine, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
- Auckland Diabetes Centre, Greenlane Clinical Centre, Auckland, New Zealand
- Specialist Weight Management Service, Te Mana Ki Tua, Counties Manukau Health, Auckland, New Zealand
| | - Matire Harwood
- Department of General Practice and Primary Care, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
| | - Corina Grey
- Department of General Practice and Primary Care, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
| | - David Squirrell
- Department of Ophthalmology, Greenlane Clinical Centre, Auckland, New Zealand
| | - Jacqueline Ramke
- School of Optometry and Vision Science, The University of Auckland Faculty of Medical and Health Sciences, Auckland, Auckland, New Zealand
- International Centre for Eye Health, London School of Hygiene & Tropical Medicine, London, UK
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Angirerei-Farran T, Mohammadnezhad M, Alnababatah K, Salusalu M. Perceptions of diabetic retinopathy patients on the management of diabetic retinopathy (DR) in South Tarawa, Kiribati: A qualitative study. PLOS GLOBAL PUBLIC HEALTH 2025; 5:e0004103. [PMID: 39836696 PMCID: PMC11750083 DOI: 10.1371/journal.pgph.0004103] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Accepted: 12/02/2024] [Indexed: 01/23/2025]
Abstract
Diabetic Retinopathy (DR) is one of the most common causes of legal blindness in developing countries, particularly between the ages of 20 to 65 years. Kiribati is currently facing the burden of DR where more than 5% of diabetes patients had experienced negative impacts of DR. This study aimed to explore the perceptions of DR patients on DR management in South Tarawa, Kiribati. This qualitative study was carried out at the Eye clinic in Tarawa Central Hospital from the 29th of August to 23rd of September, 2022. Patients diagnosed with DR of both sexes aged ≥ 18 years were purposively selected to participate in this study. 27 DR patients were recruited and interviewed using a semi-structured open-ended questionnaire. Manual thematic analysis was applied to observe the similarities and differences in answers obtained from interview transcripts. A total of 27 DR patients were enrolled in this study. The majority of patients were between the age of 50-59 (37%) and were males (62%). The findings highlighted a lack of knowledge and awareness of DR management among patients with diabetes in Kiribati. Poor health education, in-availability and lack of access to eye care services, patient belief, and healthcare system issues were identified as the most crucial contributing barriers. These data characterized the need for more communication campaigns including specific messaging on DR and its management to increase diabetes patients' awareness of the importance of DR treatments.
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Affiliation(s)
- Teuota Angirerei-Farran
- Department of Public Health, Ministry of Health & Medical Services, Nawerewere, Tarawa, Kiribati
| | - Masoud Mohammadnezhad
- School of Nursing and Midwifery, Birmingham City University, Birmingham, United Kingdom
- Department of Health Education and Behavioral Sciences, Faculty of Public Health, Mahidol University, Nakhon Pathom, Thailand
- Department of Public Health, Daffodil International University (DIU), Dhaka, Bangladesh
| | - Kal Alnababatah
- School of Nursing and Midwifery, Birmingham City University, Birmingham, United Kingdom
| | - Mosese Salusalu
- School of Public Health and Primary Care, Fiji National University, Suva, Fiji
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Terefe B, Workneh BS, Zeleke GA, Mekonen EG, Zegeye AF, Aemro A, Tekeba B, Tamir TT, Wassie M, Ali MS. Uncovering women's healthcare access challenges in low- and middle-income countries using mixed effects modelling approach: Insights for achieving the Sustainable Development Goals. PLoS One 2025; 20:e0314309. [PMID: 39820848 PMCID: PMC11737728 DOI: 10.1371/journal.pone.0314309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2024] [Accepted: 11/07/2024] [Indexed: 01/19/2025] Open
Abstract
BACKGROUND Access to healthcare services for women in low- and middle-income countries (LMICs) is crucial for maternal and child health and achieving the Sustainable Development Goals (SDGs). However, women in LMICs face barriers to accessing healthcare, leading to poor health outcomes. This study used Demographic and Health Survey (DHS) data from 61 LMICs between 2010-2023 to identify women's healthcare access challenges. METHODS This study used data from the DHS conducted in 61 LMICs to identify women's healthcare access challenges from 2010 to 2023. A weighted sample of 1,722,473 women was included in the study using R-4.4.0 version software. A mixed-effects modeling approach was used to analyze access to healthcare, considering individual-level factors and contextual factors. The mixed-effects model takes into account clustering within countries and allows for the examination of fixed and random effects that influence women's healthcare access across LMICs. For the multivariable analysis, variables with a p-value ≤0.2 in the bivariate analysis were considered. The Adjusted Odds Ratio (AOR) with a 95% Confidence Interval (CI) and a P value < 0.05 was reported to indicate statistical significance and the degree of association in the final model. RESULTS The pooled prevalence of the healthcare access problem was found to be 66.06 (95% CI: 61.86, 70.00) with highly heterogeneity across countries and regions. Women aged 25-34 years, and 35-49 years, had primary education, and secondary or higher education, married women, poorer, middle, richer, and richest wealth indices, had mass media exposure, first birth at age ≥20 years, birth interval of 24-36, 37-59 and >59 months as compared to < 24 months birth interval, had health insurance, delivered at a health facility, had at least one ANC visit, being from lower-middle-income countries, upper-middle-income countries, regions like West Africa, South Asia, and East Asia/Pacific compared to women living in East Africa, low literacy rates, medium literacy rates, and high literacy rates as compared to very low literacy rate were associated with lower odds of having problems accessing healthcare respectively. On the other hand, divorced/widowed women, having 1-2, and more than two under five, living in households with 6-10 family members and >10 members, female household heads, living in rural areas, women living in South/Central Africa, Middle East/North Africa, Europe/Central Asia, and living in Latin America/Caribbean were associated with higher odds of having problems accessing healthcare respectively. CONCLUSIONS Approximately two-thirds of women face healthcare access problems. Sociodemographic factors such as age, education, marital status, wealth, media exposure, and health insurance are associated with lower odds of experiencing healthcare access issues. On the other hand, factors such as divorce/widowhood, the number of young children, household size, female household heads, rural residence, and region have been linked to higher odds of facing healthcare access challenges. To address these disparities, policies, and interventions should focus on vulnerable populations by improving access to health insurance, increasing educational attainment, and providing support for single mothers and large households. Additionally, tailored regional approaches may be necessary to overcome barriers to healthcare access.
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Affiliation(s)
- Bewuketu Terefe
- Department of Community Health Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Belayneh Shetie Workneh
- Department of Emergency and Critical Care Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Gebreeyesus Abera Zeleke
- Department of Surgical Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Enyew Getaneh Mekonen
- Department of Surgical Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Alebachew Ferede Zegeye
- Department of Medical Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Agazhe Aemro
- Department of Medical Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Berhan Tekeba
- Department of Pediatrics and Child Health Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Tadesse Tarik Tamir
- Department of Pediatrics and Child Health Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Mulugeta Wassie
- Department of Medical Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
| | - Mohammed Seid Ali
- Department of Pediatrics and Child Health Nursing, School of Nursing, College of Medicine and Health Sciences, University of Gondar, Gondar, Ethiopia
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Newman D, Warren B, Barker R, Wykoff CC, Vujosevic S. Patient and Physician Perspectives of Diabetic Retinopathy and Diabetic Macular Edema Diagnosis, Treatment and Progression: A Podcast Article. Ophthalmol Ther 2025; 14:1-12. [PMID: 39503993 PMCID: PMC11724807 DOI: 10.1007/s40123-024-01053-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Accepted: 10/04/2024] [Indexed: 01/12/2025] Open
Abstract
Diabetic retinopathy (DR) is one of the leading causes of vision loss among people of working age. However, people with diabetes are often unaware of the importance of DR screening for preserving vision, highlighting the importance of patient education about DR and DR-related ocular and systemic comorbidities. In this podcast, three patients with different stages of DR and two ophthalmologists exchanged their views on diagnosis, treatment, and progression of DR and diabetic macular edema. The discussion revealed that DR affects not only the physical aspects of patients' lives but also their mental wellbeing. The challenges of a DR diagnosis can be compounded by communication gaps that exist between patients, physicians, and the pharmaceutical industry. Development of new therapies is currently informed mainly by physician perspectives. However, the large burden of current treatments calls for new therapeutic approaches that meet patients' needs better. The preferred method of treatment administration can differ from patient to patient and the choices between treatments that necessitate repeated visits, monitoring, and at-home care must be discussed. As such, going forward it is crucial to consider both the physician and patient perspectives in shaping the clinical landscape of DR.
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Affiliation(s)
| | | | | | - Charles C Wykoff
- Retina Consultants of Texas, Retina Consultants of America, Blanton Eye Institute, Houston Methodist Hospital, Houston, TX, USA
| | - Stela Vujosevic
- Department of Biomedical Surgical and Dental Sciences, University of Milan, Milan, Italy.
- Eye Clinic, IRCCS MultiMedica, Milan, Italy.
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Katundu KGH, Mukhula V, Matemvu Z, Mtonga AJ, Kasanda-Ndambo M, Lubanga AF, Malenje MG, Nyangulu W, Momba G, Triulzi I, Kalanga N, Mipando M, Nyondo-Mipando AL, Hosseinipour MC. Barriers and facilitators to integration of screening for hypertension, diabetes mellitus and dyslipidaemia, among adult people living with HIV at district hospital ART clinics in Southern Malawi. RESEARCH SQUARE 2024:rs.3.rs-5373585. [PMID: 39711555 PMCID: PMC11661355 DOI: 10.21203/rs.3.rs-5373585/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2024]
Abstract
Background Atherosclerotic cardiovascular diseases (ASCDs) are a significant health concern globally and in Sub-Saharan Africa (SSA), particularly for people living with HIV (PLWH). Hypertension, diabetes mellitus (DM), and dyslipidaemia significantly increase the risk of ASCDs, and integrating screening for these conditions in public health facilities remains challenging in Malawi. This study aimed to explore the barriers and facilitators to integrating screening for hypertension, DM and dyslipidaemia among adult PLWH at district hospital ART clinics in Southern Malawi. Methods This was mixed-methods study conducted between November 2021 and April 2022. Quantitative data was collected from retrospective ART clinic records from between 2016 and 2020 (n = 875) from five district hospital ART clinics and informed the subsequent qualitative data collection, guided by the Consolidated Framework for Implementation Research (CFIR) in three purposively selected district hospital ART clinics. The qualitative aspect included in-depth interviews, focus group discussions, and key informant interviews. Non-participant observations were also conducted to assess the availability of functional screening equipment. Descriptive statistics were used to analyse the quantitative data while the qualitative data was analysed using thematic analysis. Results One district hospital ART clinic facility only performed the screening for hypertension and DM (40% and 9.84% at the commencement of ART and 39.4% and 5.14% in 2021). Facilitators for integration included time efficiency, patient information integration, existing infrastructure utilization, organisational incentives and training. Barriers included clinic ow delays, additional strain on a limited workforce, lack of prioritization and resources, increased workload and inadequate knowledge. PLWH expressed fear of screening and diagnosis without available medication. Conclusion The study found poor integration of hypertension, DM and dyslipidaemia screening among PLWH in Southern Malawi, but highlighted opportunities for successful implementation. Our study emphasizes the feasibility of the intervention and the importance of coordination between HIV and NCD care services in low-income settings such as Malawi.
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12
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Curran K, Ahmed M, Sultana MM, Moutari S, Hossain MA, Cushley L, Peto T, Husain L, Zabeen B, Congdon N. Adherence to diabetic retinopathy screening among children and young adults in Bangladesh. Clin Diabetes Endocrinol 2024; 10:41. [PMID: 39627896 PMCID: PMC11616320 DOI: 10.1186/s40842-024-00208-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/27/2024] [Accepted: 10/15/2024] [Indexed: 12/06/2024] Open
Abstract
BACKGROUND Effective diabetic retinopathy screening (DRS) programmes are important in preventing vision impairment and blindness caused by diabetes. This study focuses on identifying the factors affecting attendance or non-adherence to DRS among children and young adults with diabetes mellitus (DM) in Bangladesh. METHODS A mixed-methods approach was used, which included patients diagnosed with DM aged 12-26 years from Bangladesh who were registered at BIRDEM Women and Children hospital in Dhaka. Data collection occurred between July 2019 and July 2020, mainly through telephone and email due to restrictions imposed by the COVID-19 pandemic. Statistical analyses, including chi-squared tests, t-tests, and logistic regression, were used to assess the demographic and clinical factors influencing attendance at DRS. RESULTS The study reported a high 88% attendance rate for DRS among children and young adults in Bangladesh. However, some barriers to attendance were identified. Children under 15 years of age showed a higher tendency to attend their last DRS appointment when compared to older age participants (16-26 years), P < 0.05. Male participants demonstrated a lower likelihood of attending their DRS appointments than females (OR 0.29, CI: 0.17 to 0.50), P < 0.001. Additionally, participants with higher HbA1c levels (mean 9.1%, IQR 2.5) attended their last DRS appointment compared to those with lower levels (mean 8.0%) (p < 0.05). The primary barriers leading to missed DRS appointments were distance to the hospital (15, 31.9%), financial limitations (19, 40.4%), and busy schedules (14, 29.8%). CONCLUSIONS Compliance with DRS was high in this setting especially among younger patients, females, and those with higher HbA1c levels, highlighting the effectiveness of current DRS initiatives in Bangladesh. Addressing barriers such as cost, service accessibility and transportation could improve attendance rates further, and strategies such as flexible scheduling, transport subsidies, telemedicine, and use of artificial intelligence may help overcome these challenges.
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Affiliation(s)
- Katie Curran
- Faculty of Medicine Health and Life Sciences, Queen's University Belfast, Great Britain and Northern Ireland, Belfast, UK.
| | | | | | - Salissou Moutari
- School of Mathematics and Physics, Queen's University Belfast, Britain and Northern Ireland, Belfast, UK
| | | | - Laura Cushley
- Faculty of Medicine Health and Life Sciences, Queen's University Belfast, Great Britain and Northern Ireland, Belfast, UK
| | - Tunde Peto
- Faculty of Medicine Health and Life Sciences, Queen's University Belfast, Great Britain and Northern Ireland, Belfast, UK
| | | | - Bedowra Zabeen
- BADAS Paediatric Diabetes Care and Research Centre, Dhaka, Bangladesh
- Institute of Research and Rehabilitation in Diabetes, Endocrine and Metabolic Disorders (BIRDEM), Diabetic Association of Bangladesh (BADAS), Dhaka, Bangladesh
| | - Nathan Congdon
- Faculty of Medicine Health and Life Sciences, Queen's University Belfast, Great Britain and Northern Ireland, Belfast, UK
- Orbis International, New York, USA
- Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Rahmati M, Smith L, Boyer L, Fond G, Yon DK, Lee H, Soysal P, Piyasena MP, Pardhan S. Factors Affecting Global Adherence for the Uptake of Diabetic Retinopathy Screening: A Systematic Review and Meta-Analysis. Am J Ophthalmol 2024; 268:94-107. [PMID: 39094991 DOI: 10.1016/j.ajo.2024.07.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Revised: 07/16/2024] [Accepted: 07/21/2024] [Indexed: 08/04/2024]
Abstract
PURPOSE To evaluate diabetic retinopathy (DR) screening global adherence rate and the association between sociodemographic and clinical variables and adherence rates to DR screening in individuals with diabetes. DESIGN Systematic review and meta-analysis. METHODS This systematic review was registered with International Prospective Register of Systematic Reviews (ID: CRD42024507035). We conducted a systematic review of relevant literature from inception of databases to February 24, 2024, using electronic databases searches including PubMed, MEDLINE (Ovid), EMBASE, Web of Science, Cochrane CENTRAL, and CDSR and national level DR screening databases through Google searches following PRISMA guidelines. The articles were screened for title and abstract and then for the full-text reports by two independent reviewers and study quality was appraised. Meta-analysis was performed using random effects model to calculate the pooled effects size and 95% confidence interval (CI) of each finding. RESULTS Data from a total of 11,383,715 participants from 77 studies and two national websites from 28 countries over five continents were included. Global DR screening adherence rate was 66.9% in high-income countries and 39.3% in low-and-middle-income countries. DR screening adherence rate was lowest in Africa (36.1%) and was highest in Europe (81.3%). Older age (odds ratio [OR] 1.45, 95% CI 1.30-1.62), higher education level (OR = 1.65, 95% CI 1.45-1.78), marriage (OR = 1.42, 95% CI 1.14-1.77), living in an urban area (OR = 1.57, 95% CI 1.08-2.29), higher family income (OR = 1.29, 95% CI 1.24-1.35), having any health insurance (OR = 1.90, 95% CI 1.56-2.31), longer duration of diabetes (OR = 1.57, 95% CI 1.27-1.94), type 2 diabetes (OR = 1.68, 95% CI 1.34-2.10), family history of diabetes (OR = 2.25, 95% CI 1.56-3.25), vision impairment (OR = 2.07, 95% CI 1.43-2.98), history of eye diseases (OR = 1.99, 95% CI 1.36-2.90), insulin treatment (OR = 1.38, 95% CI 1.37-1.39), and good mental health (OR = 1.14, 95% CI 1.04-1.24) were associated with DR screening adherence. CONCLUSION This meta-analysis provides key information about which population subgroups may require more targeted intervention and highlights the urgent need to identify ways to improve adherence to DR screening. REGISTRATION INFORMATION PROSPERO; ref. no. CRD42024507035, (https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=507035).
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Affiliation(s)
- Masoud Rahmati
- From the Research Centre on Health Services and Quality of Life, Aix Marseille University (M.R., L.B., G.F.), Marseille, France; Department of Physical Education and Sport Sciences, Faculty of Literature and Human Sciences, Lorestan University (M.R.), Khoramabad, Iran; Department of Physical Education and Sport Sciences, Faculty of Literature and Humanities, Vali-E-Asr University of Rafsanjan (M.R.), Rafsanjan, Iran.
| | - Lee Smith
- Centre for Health, Performance, and Wellbeing, Anglia Ruskin University (L.S.), Cambridge, United Kingdom
| | - Laurent Boyer
- From the Research Centre on Health Services and Quality of Life, Aix Marseille University (M.R., L.B., G.F.), Marseille, France
| | - Guillaume Fond
- From the Research Centre on Health Services and Quality of Life, Aix Marseille University (M.R., L.B., G.F.), Marseille, France
| | - Dong Keon Yon
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine (D.K.Y., H.L.), Seoul, Republic of Korea; Department of Pediatrics, Kyung Hee University College of Medicine (D.K.Y.), Seoul, Republic of Korea
| | - Hayeon Lee
- Center for Digital Health, Medical Science Research Institute, Kyung Hee University Medical Center, Kyung Hee University College of Medicine (D.K.Y., H.L.), Seoul, Republic of Korea
| | - Pinar Soysal
- Department of Geriatric Medicine, Faculty of Medicine, Bezmialem Vakif University (P.S.), Istanbul, Turkey
| | - Mapa Prabhath Piyasena
- Vision and Eye Research Institute, School of Medicine, Anglia Ruskin University (M.P.P., S.P.), Cambridge, United Kingdom
| | - Shahina Pardhan
- Vision and Eye Research Institute, School of Medicine, Anglia Ruskin University (M.P.P., S.P.), Cambridge, United Kingdom; Centre for Inclusive Community Eye Health, Anglia Ruskin University (S.P.), Cambridge, United Kingdom.
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14
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Alemu T, Seyum D, Gebre M, Sisay A. An Exploratory-Descriptive Qualitative Study on Accessing Eye Health Services at the Community Level in the Gamo and Gofa Zones, Southern Ethiopia. Health Sci Rep 2024; 7:e70272. [PMID: 39691561 PMCID: PMC11651202 DOI: 10.1002/hsr2.70272] [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: 05/15/2024] [Revised: 09/13/2024] [Accepted: 11/23/2024] [Indexed: 12/19/2024] Open
Abstract
Background and Aims Access to eye health care, which has a substantial influence on quality of life, is crucial for preventing and treating vision impairments. The determinants of access to eye health care in Ethiopia, especially in the Gamo and Gofa Zones in southern Ethiopia, are not well known. Therefore, this study aimed to identify barriers to accessing eye health services at the community level. Methods A community-based, exploratory descriptive qualitative study was conducted among adult women and men residing in two zones from June 2 to July 10, 2023. A purposive sampling technique was utilized to collect qualitative data. In-depth interviews and FGDs were included among the purposefully selected study participants. During the interviews and discussions, digital audio recording was carried out. The data were analysed via the inductive thematic analysis technique and direct quotations from participants' opinions. The respective themes and subthemes provided a detailed overview of the findings, and the Atlas software was used to support the analysis. Findings Nine FGDs were conducted among 90 participants. Moreover, a total of 26 in-depth interview participants were included. The mean (±SD) age of the participants in the in-depth interviews was 32.96 ± 4.8 years. The most commonly cited barriers (1) poor awareness and misperception, financial constraints and community-based health insurance implementation gaps; (2) lack of social support; (3) lack of healthcare accessibility, shortage of basic medical equipment; (4) cultural eye care practices and (5) poor road access, rough topography, and difficulty reaching areas, which are identified as obstacles for accessing eye health services. Conclusion This study identified pertinent barriers that hinder access to eye health care in the study area. Therefore, tailored strategies are needed to tackle the challenges. This approach is helpful for the local context and offers actionable insights for health policymakers and program designers.
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Affiliation(s)
- Tsegaye Alemu
- School of Public Health, College of Medicine and Health SciencesHawassa UniversityHawassaEthiopia
| | - Dawit Seyum
- Orbis International EthiopiaAddis AbabaEthiopia
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Chanda UL, Madasu A, Bhardwaj A, Mohyudin M. Barriers to Yearly Diabetic Retinopathy Screening Attendance: A Retrospective Clinical Audit. Cureus 2024; 16:e75474. [PMID: 39791053 PMCID: PMC11717137 DOI: 10.7759/cureus.75474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/10/2024] [Indexed: 01/12/2025] Open
Abstract
Diabetic retinopathy is the most common sight-threatening complication of diabetes, necessitating regular monitoring of progression via diabetic eye screening (DES). The National Institute for Health and Care Excellence (NICE) recommends DES annually for diabetic patients aged 12 years and older. This retrospective clinical audit assessed the reasons behind non-attendance and evaluated the adherence to guidelines set by NICE in a general practice with approximately 9000 patients. The SystmOne patient database was used to identify patients who had missed DES in the last 15 and 36 months, with the latter being categorised as 'repeat non-attenders.' A survey of every third patient who missed screening in the last 15 months highlighted mental health issues, lack of DES awareness, and transport difficulties as primary reasons for non-attendance. The DES uptake rates recorded at the practice were 77.2% (n=465) for the 15-month cohort and 83.6% (n=503) for the 36-month cohort, exceeding the NHS DES target of 75%. Proposed interventions to increase attendance to DES include telephone prompts for patients with mental health concerns, text message reminders, and online educational tools to improve uptake. Despite standards exceeding the national guidelines, this audit demonstrates the importance of addressing specific barriers to enhance screening rates, potentially increasing the detection of early retinopathy and improving patient outcomes.
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Affiliation(s)
- Upamanyu Leo Chanda
- Emergency, New Cross Hospital, Royal Wolverhampton Trust, Wolverhampton, GBR
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16
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Hirosawa K, Inomata T, Akasaki Y, Sung J, Yee A, Iwagami M, Nagino K, Okumura Y, Fujimoto K, Midorikawa-Inomata A, Eguchi A, Shokirova H, Fujio K, Huang T, Morooka Y, Kobayashi H, Murakami A, Nakao S. Impact of the Coronavirus Disease 2019 Pandemic on Outpatient Visits for Diabetic Retinopathy in Japan: A Retrospective Cohort Study. Transl Vis Sci Technol 2024; 13:6. [PMID: 39235400 PMCID: PMC11379092 DOI: 10.1167/tvst.13.9.6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/06/2024] Open
Abstract
Purpose Long-term ramifications of the coronavirus disease 2019 pandemic on various care-seeking characteristics of patients with diabetic retinopathy remain unclear. This study aimed to identify risk factors for dropout from regular fundus examinations (RFEs) in patients with diabetic retinopathy in Japan. Methods We extracted demographic and health checkup data (April 2018 to March 2021) from the JMDC database. Patients with diabetes identified using diagnosis-related and medication codes were included. The dropout and continuation groups included patients who discontinued and continued to undergo RFEs during the coronavirus disease 2019 pandemic, respectively. Results The number of RFEs was significantly lower during the mild lockdown period (April and May 2020) than during the prepandemic period. Of the 14,845 patients with diabetes, 2333 (15.7%) dropped out of RFEs during the pandemic, whereas before the pandemic, of the 11,536 patients with diabetes, 1666 (14.4%) dropped out of RFEs (P = 0.004). Factors associated with dropout in the multivariate logistic regression analysis included younger age, male sex, high triglyceride levels, high γ-glutamyl transpeptidase levels, smoking habit, alcohol consumption, weight gain of more than 10 kg since the age of 20 years, and certain stages of lifestyle improvement. Factors associated with continuation included low body mass index and high glycosylated hemoglobin levels. Conclusions Our findings can assist in identifying patients with diabetes at risk of dropout. Translational Relevance These results have implications for public health and identifying patients with diabetes at risk of dropout. Education and tailored monitoring regimens could be pivotal role in fostering adherence.
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Affiliation(s)
- Kunihiko Hirosawa
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Takenori Inomata
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Hospital Administration, Juntendo University Graduate School of Medicine, Tokyo, Japan
- AI Incubation Farm, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yasutsugu Akasaki
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Jaemyoung Sung
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Alan Yee
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Masao Iwagami
- Department of Health Services Research, Faculty of Medicine, University of Tsukuba, Ibaraki, Japan
| | - Ken Nagino
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Hospital Administration, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yuichi Okumura
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Keiichi Fujimoto
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Akie Midorikawa-Inomata
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Hospital Administration, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Atsuko Eguchi
- Department of Hospital Administration, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Hurramhon Shokirova
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Kenta Fujio
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Tianxiang Huang
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Yuki Morooka
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Telemedicine and Mobile Health, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Hiroyuki Kobayashi
- Department of Hospital Administration, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Akira Murakami
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
- Department of Digital Medicine, Juntendo University Graduate School of Medicine, Tokyo, Japan
| | - Shintaro Nakao
- Department of Ophthalmology, Juntendo University Graduate School of Medicine, Tokyo, Japan
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Ozioko N, Kamalakannan S. A qualitative study to understand the barriers and enablers of access to diabetic screening services in Nigeria. INTERNATIONAL JOURNAL OF COMMUNITY MEDICINE AND PUBLIC HEALTH 2024; 11:3642-3650. [PMID: 39380767 PMCID: PMC7616678 DOI: 10.18203/2394-6040.ijcmph20242571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 10/10/2024]
Abstract
Nigeria in working to redefine its health care system's approach to diabetic retinopathy (DR) screening services needs to reduce obstacles and highlight the enablers to services provision. Due to the increased prevalence of diabetes, this has become increasingly necessary. A qualitative study examining the perceptions, practices, and experiences of Nigerian DR healthcare practitioners (HCPs) in relation to the facilitators and barriers of access to DR screening services. Mode of participant recruitment was on-line through e-mails by using snowballing method. In-depth interviews were used to acquire information from 6 DR HCPs (all ophthalmologists) at three eye centers in the three geo-political areas of Nigeria and at international center for eye health (ICEH) in London via on-line Microsoft teams. Thematic analysis was used for data analysis and all the steps applied to the data analysis process. Non-systematic screening, poverty, poor transport systems, insecurity, and poor motivation are key barriers to DR screening access in Nigeria while enablers include government participation through subsidized costs and remuneration of workers. Screening in communities, and using low-cost techniques are key to enable access. Other enablers include collaboration and integration between endocrinology and ocular units in terms of referrals, information sharing, use of intermediary carers, technology, man-power and health resource provision including low- cost services. A dearth of personnel, screening technologies, and resources, have an impact on the effectiveness of the DR screening services in Nigeria as well as social and individual factors, such as the cost of the services and national insecurity.
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Affiliation(s)
- Nnenna Ozioko
- Department of Ophthalmology Enugu State University of Science and Technology Teaching Hospital, Parklane
| | - Sureshkumar Kamalakannan
- Department of Social Work Education and Community Wellbeing, Northumbria University, Newcastle upon Tyne, United Kingdom
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Achigbu EO, Onyia OE, Oguego NC, Murphy A. Assessing the barriers and facilitators of access to diabetic retinopathy screening in sub- Saharan Africa: a literature review. Eye (Lond) 2024; 38:2028-2035. [PMID: 37524831 PMCID: PMC11269750 DOI: 10.1038/s41433-023-02673-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2023] [Revised: 06/03/2023] [Accepted: 06/15/2023] [Indexed: 08/02/2023] Open
Abstract
Diabetic retinopathy (DR) is the leading cause of blindness in working age adults. An increase in visual loss has been projected for sub-Saharan Africa (SSA) with the diabetes epidemic in the region. Screening is a cost-effective way to reduce this scourge, but adequate services are scarce. This review aims to evaluate the evidence on barriers and facilitators of access to DR screening with a view to making evidence-based recommendations for the development of effective and sustainable programmes in SSA. A systematic literature search of Africa-Wide Information, Embase, Cochrane library, Global Health, and Medline databases was done using diabetic retinopathy, screening, and Sub-Saharan Africa as concepts. Google Scholar was also searched to identify relevant literature. Studies were included if they were done in SSA and reported on barriers and/or facilitators of access to DR screening. The database search yielded 616 papers and google scholar yielded 9223 papers. Of these, 54 papers were assessed for eligibility and 18 met the inclusion criteria. These were appraised with appropriate checklists. Fourteen themes were synthesised. Most were supply challenges affecting all dimensions of access and the six components of the health systems building blocks. Several studies had poor methodologies, and this has implications for the evidence provided. The findings of this review show a weakness in the health systems suggesting this is the major indirect barrier to DR screening in SSA. Measures to strengthen the health system for DR screening is strongly recommended.
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Goldstein A, Ding K, Carasquillo O, Levine B, Hasan A, Levine J. Prediction of proliferative diabetic retinopathy using machine learning in Latino and non-Hispanic black cohorts with routine blood and urine testing. Ophthalmic Physiol Opt 2024. [PMID: 38993175 DOI: 10.1111/opo.13363] [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: 12/08/2023] [Revised: 06/19/2024] [Accepted: 06/24/2024] [Indexed: 07/13/2024]
Abstract
PURPOSE The objective was to predict proliferative diabetic retinopathy (PDR) in non-Hispanic Black (NHB) and Latino (LA) patients by applying machine learning algorithms to routinely collected blood and urine laboratory results. METHODS Electronic medical records of 1124 type 2 diabetes patients treated at the Bronxcare Hospital eye clinic between January and December 2019 were analysed. Data collected included demographic information (ethnicity, age and sex), blood (fasting glucose, haemoglobin A1C [HbA1c] high-density lipoprotein [HDL], low-density lipoprotein [LDL], serum creatinine and estimated glomerular filtration rate [eGFR]) and urine (albumin-to-creatinine ratio [ACR]) test results and the outcome measure of retinopathy status. The efficacy of different machine learning models was assessed and compared. SHapley Additive exPlanations (SHAP) analysis was employed to evaluate the contribution of each feature to the model's predictions. RESULTS The balanced random forest model surpassed other models in predicting PDR for both NHB and LA cohorts, achieving an AUC (area under the curve) of 83%. Regarding sex, the model exhibited remarkable performance for the female LA demographic, with an AUC of 87%. The SHAP analysis revealed that PDR-related factors influenced NHB and LA patients differently, with more pronounced disparity between sexes. Furthermore, the optimal cut-off values for these factors showed variations based on sex and ethnicity. CONCLUSIONS This study demonstrates the potential of machine learning in identifying individuals at higher risk for PDR by leveraging routine blood and urine test results. It allows clinicians to prioritise at-risk individuals for timely evaluations. Furthermore, the findings emphasise the importance of accounting for both ethnicity and sex when analysing risk factors for PDR in type 2 diabetes individuals.
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Affiliation(s)
- Ayelet Goldstein
- Department of Computer Science, Hadassah Academic College, Jerusalem, Israel
| | - Kun Ding
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
| | - Onelys Carasquillo
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Prado Vision, Tampa, Florida, USA
| | - Barton Levine
- Department of Nephrology, West Los Angeles VA Medical Center, Los Angeles, California, USA
| | - Aisha Hasan
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Prism Vision Group, Paramus, New Jersey, USA
| | - Jonathan Levine
- Department of Ophthalmology, Bronxcare Health Center, Bronx, New York, USA
- Department of Optometry, Hadassah Academic College, Jerusalem, Israel
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Li T, Mayo-Wilson E, Shaughnessy D, Qureshi R. Studying harms of interventions with an equity lens in randomized trials. Trials 2024; 25:403. [PMID: 38902776 PMCID: PMC11191320 DOI: 10.1186/s13063-024-08239-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 06/10/2024] [Indexed: 06/22/2024] Open
Abstract
Equity and health equity are fundamental pillars in fostering a just and inclusive society. While equity underscores fairness in resource allocation and opportunity, health equity aims to eradicate avoidable health disparities among social groups. The concept of harms in interventions-undesirable consequences associated with the use of interventions-often varies across populations due to biological and social factors, necessitating a nuanced understanding. An equity lens reveals disparities in harm distribution, urging researchers and policymakers to address these differences in their decision-making processes. Furthermore, interventions, even well-intentioned ones, can inadvertently exacerbate disparities, emphasizing the need for comprehensive harm assessment. Integrating equity considerations in research practices and trial methodologies, through study design or through practices such as inclusive participant recruitment, is pivotal in advancing health equity. By prioritizing interventions that address disparities and ensuring inclusivity in research, we can foster a more equitable healthcare system.
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Affiliation(s)
- Tianjing Li
- Department of Ophthalmology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA.
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA.
| | - Evan Mayo-Wilson
- Department of Epidemiology, University of North Carolina, Gillings School of Global Public Health, Chapel Hill, NC, USA
| | - Daniel Shaughnessy
- Department of Ophthalmology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA
| | - Riaz Qureshi
- Department of Ophthalmology, University of Colorado Anschutz Medical Campus, Aurora, CO, USA
- Department of Epidemiology, Colorado School of Public Health, Aurora, CO, USA
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21
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Tassew WC, Zeleke AM, Ferede YA. Eye care service utilization and associated factors among diabetic patients in Africa: A Systematic Review and Meta-Analysis. Metabol Open 2024; 22:100293. [PMID: 38957624 PMCID: PMC11217688 DOI: 10.1016/j.metop.2024.100293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Revised: 04/20/2024] [Accepted: 06/04/2024] [Indexed: 07/04/2024] Open
Abstract
Introduction 'Vision 2020, the Right to Sight', jointly coordinated by the World Health Organization's program for the prevention of blindness and deafness and the international agency for the prevention of blindness, was launched in 1999, however, the initiative faces many challenges to hitting its target. One of the challenges for this is, the absence of comprehensive data regarding eye care service utilization among diabetes mellitus patients in Africa. Therefore, this study was aimed at assessing the prevalence of eye care service utilization and associated factors among adult diabetes mellitus patients in Africa. Methods This systematic review and meta-analysis was conducted as per the international preferred reporting items for systematic review and meta-analysis protocols (PRISMA) guidelines. Published articles were searched using reputable databases (PubMed, Cochrane Library) and Web searches (Science Direct, African Journals Online, and Google Scholar). Quality appraisal was assessed based on the Joanna Briggs Institute's (JBI) critical appraisal checklist. The extracted data was exported to STATA version 11 (STATA Corp., LLC) for further analysis. Heterogeneity between the results of primary studies was assessed using Cochran's Q chi-square test and quantified with the I2 statistics. Publication bias was assessed by visual inspection of the funnel plot and Egger's regression tests. Results The database search found 26,966 articles. The pooled prevalence of eye care service utilization among diabetic patients in Africa is found to be 40.92 % (95 % CI: 27.14-54.70, P < 0.001). Good knowledge (POR = 3.57, 95 % CI: 2.67-4.76), good attitude (POR = 5.68, 95 % CI: 4.20-7.68), age greater than 65 years old (POR = 7.11, 95 % CI: 3.86-13.10), urban residence (POR = 5.03, 95 % CI: 2.12-11.96), and disease duration greater than 6 years (POR = 3.81, 95 % CI: 2.25-6.45) were factors associated with eye care service utilization. Conclusion This meta-analysis revealed that a high proportion of people with diabetes failed to use eye care services. Older age, good knowledge, urban residence and longer duration of illness were found to be the contributing factors for the utilization of eye care services in diabetes mellitus patients. Therefore, by considering the negative impact of low eye care service utilization, it is important to improve the habit of regular screening of the eye into routine assessment of diabetes mellitus follow up targeting patients with older age and longer duration of illness to reduce the magnitude of the problem.
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Affiliation(s)
- Worku Chekol Tassew
- Department of Medical Nursing, Teda Health Science College, Gondar, Ethiopia
| | | | - Yeshiwas Ayal Ferede
- Department of Reproductive Health, Teda Health Science College, Gondar, Ethiopia
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22
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Salongcay RP, Jacoba CMP, Salva CMG, Rageh A, Aquino LAC, Saunar AV, Alog GP, Ashraf M, Peto T, Silva PS. One-field, two-field and five-field handheld retinal imaging compared with standard seven-field Early Treatment Diabetic Retinopathy Study photography for diabetic retinopathy screening. Br J Ophthalmol 2024; 108:735-741. [PMID: 37094836 PMCID: PMC11137459 DOI: 10.1136/bjo-2022-321849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 03/28/2023] [Indexed: 04/26/2023]
Abstract
BACKGROUND/AIMS To determine agreement of one-field (1F, macula-centred), two-field (2F, disc-macula) and five-field (5F, macula, disc, superior, inferior and nasal) mydriatic handheld retinal imaging protocols for the assessment of diabetic retinopathy (DR) as compared with standard seven-field Early Treatment Diabetic Retinopathy Study (ETDRS) photography. METHODS Prospective, comparative instrument validation study. Mydriatic retinal images were taken using three handheld retinal cameras: Aurora (AU; 50° field of view (FOV), 5F), Smartscope (SS; 40° FOV, 5F), and RetinaVue (RV; 60° FOV, 2F) followed by ETDRS photography. Images were evaluated at a centralised reading centre using the international DR classification. Each field protocol (1F, 2F and 5F) was graded independently by masked graders. Weighted kappa (Kw) statistics assessed agreement for DR. Sensitivity (SN) and specificity (SP) for referable diabetic retinopathy (refDR; moderate non-proliferative diabetic retinopathy (NPDR) or worse, or ungradable images) were calculated. RESULTS Images from 225 eyes of 116 patients with diabetes were evaluated. Severity by ETDRS photography: no DR, 33.3%; mild NPDR, 20.4%; moderate, 14.2%; severe, 11.6%; proliferative, 20.4%. Ungradable rate for DR: ETDRS, 0%; AU: 1F 2.23%, 2F 1.79%, 5F 0%; SS: 1F 7.6%, 2F 4.0%, 5F 3.6%; RV: 1F 6.7%, 2F 5.8%. Agreement rates of DR grading between handheld retinal imaging and ETDRS photography were (Kw, SN/SP refDR) AU: 1F 0.54, 0.72/0.92; 2F 0.59, 0.74/0.92; 5F 0.75, 0.86/0.97; SS: 1F 0.51, 0.72/0.92; 2F 0.60, 0.75/0.92; 5F 0.73, 0.88/0.92; RV: 1F 0.77, 0.91/0.95; 2F 0.75, 0.87/0.95. CONCLUSION When using handheld devices, the addition of peripheral fields decreased the ungradable rate and increased SN and SP for refDR. These data suggest the benefit of additional peripheral fields in DR screening programmes that use handheld retinal imaging.
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Affiliation(s)
- Recivall P Salongcay
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
- Eye and Vision Institute, The Medical City, Pasig City, Philippines
| | - Cris Martin P Jacoba
- Joslin Diabetes Center, Beetham Eye Institute, Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
| | - Claude Michael G Salva
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
| | - Abdulrahman Rageh
- Joslin Diabetes Center, Beetham Eye Institute, Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
| | - Lizzie Anne C Aquino
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
| | - Aileen V Saunar
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
- Eye and Vision Institute, The Medical City, Pasig City, Philippines
| | - Glenn P Alog
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
- Eye and Vision Institute, The Medical City, Pasig City, Philippines
| | - Mohamed Ashraf
- Joslin Diabetes Center, Beetham Eye Institute, Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
- Faculty of Medicine, Alexandria University, Alexandria, Egypt
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Paolo S Silva
- Philippine Eye Research Institute, University of the Philippines Manila, Manila, Philippines
- Eye and Vision Institute, The Medical City, Pasig City, Philippines
- Joslin Diabetes Center, Beetham Eye Institute, Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
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23
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Whitestone N, Nkurikiye J, Patnaik JL, Jaccard N, Lanouette G, Cherwek DH, Congdon N, Mathenge W. Feasibility and acceptance of artificial intelligence-based diabetic retinopathy screening in Rwanda. Br J Ophthalmol 2024; 108:840-845. [PMID: 37541766 DOI: 10.1136/bjo-2022-322683] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2022] [Accepted: 07/15/2023] [Indexed: 08/06/2023]
Abstract
BACKGROUND Evidence on the practical application of artificial intelligence (AI)-based diabetic retinopathy (DR) screening is needed. METHODS Consented participants were screened for DR using retinal imaging with AI interpretation from March 2021 to June 2021 at four diabetes clinics in Rwanda. Additionally, images were graded by a UK National Health System-certified retinal image grader. DR grades based on the International Classification of Diabetic Retinopathy with a grade of 2.0 or higher were considered referable. The AI system was designed to detect optic nerve and macular anomalies outside of DR. A vertical cup to disc ratio of 0.7 and higher and/or macular anomalies recognised at a cut-off of 60% and higher were also considered referable by AI. RESULTS Among 827 participants (59.6% women (n=493)) screened by AI, 33.2% (n=275) were referred for follow-up. Satisfaction with AI screening was high (99.5%, n=823), and 63.7% of participants (n=527) preferred AI over human grading. Compared with human grading, the sensitivity of the AI for referable DR was 92% (95% CI 0.863%, 0.968%), with a specificity of 85% (95% CI 0.751%, 0.882%). Of the participants referred by AI: 88 (32.0%) were for DR only, 109 (39.6%) for DR and an anomaly, 65 (23.6%) for an anomaly only and 13 (4.73%) for other reasons. Adherence to referrals was highest for those referred for DR at 53.4%. CONCLUSION DR screening using AI led to accurate referrals from diabetes clinics in Rwanda and high rates of participant satisfaction, suggesting AI screening for DR is practical and acceptable.
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Affiliation(s)
| | - John Nkurikiye
- RIIO iHospital, Rwanda International Institute of Ophthalmology, Kigali, Rwanda
- Department of Ophthalmology, Rwanda Military Hospital, Kigali, Rwanda
| | - Jennifer L Patnaik
- Clinical Services, Orbis International, New York, New York, USA
- Department of Ophthalmology, University of Colorado Denver School of Medicine, Aurora, Colorado, USA
| | - Nicolas Jaccard
- Clinical Services, Orbis International, New York, New York, USA
| | | | - David H Cherwek
- Clinical Services, Orbis International, New York, New York, USA
| | - Nathan Congdon
- Clinical Services, Orbis International, New York, New York, USA
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Wanjiku Mathenge
- Clinical Services, Orbis International, New York, New York, USA
- RIIO iHospital, Rwanda International Institute of Ophthalmology, Kigali, Rwanda
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24
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Taheri SL, Poorirani S, Mostafavi SA. Intraocular drug delivery systems for Diabetic retinopathy: Current and future prospective. BIOIMPACTS : BI 2024; 15:30127. [PMID: 39963560 PMCID: PMC11830143 DOI: 10.34172/bi.30127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Revised: 12/10/2023] [Accepted: 12/12/2023] [Indexed: 02/20/2025]
Abstract
In pharmaceutical research and development, novel drug delivery systems represent a significant advancement aimed at enhancing the efficacy of therapeutic agents through innovative delivery mechanisms. The primary objective of these systems is to transport therapeutic compounds to specific target sites, such as tumors and afflicted tissues, with the dual purpose of mitigating side effects and toxicity associated with the drugs while concurrently augmenting therapeutic effectiveness. Numerous innovative drug delivery strategies have been scrutinized for their applicability in the context of targeted ocular drug delivery. Diverse novel carriers, including but not limited to implants, hydrogels, metal nanoparticles, Nano-liposomes, micelles, solid lipid nanoparticles (SLN), emulsions, and biodegradable nanoparticles, have been harnessed to facilitate the controlled release of pharmaceutical agents to the retina and vitreous. These carriers offer distinct advantages, such as enhanced intraocular drug delivery, precise control over drug release kinetics, heightened stability, and superior entrapment efficiency. This comprehensive review seeks to elucidate the current strides made in the realm of carriers and their contemporary applications in treating diabetic retinopathy (DR). Furthermore, it underscores these carriers' pivotal role in achieving efficacious intraocular drug delivery. Additionally, this article explores the various administration routes, potential future advancements, and the multifaceted challenges confronting the domain of novel carriers in treating DR. In conclusion, novel formulations are introduced to surmount the challenges associated with intraocular drug delivery.
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Affiliation(s)
- Sayed Latif Taheri
- Department of Pharmaceutics, School of Pharmacy and Pharmaceutical Sciences and Isfahan Pharmaceutical Sciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Safoora Poorirani
- Department of Pharmaceutics, School of Pharmacy and Pharmaceutical Sciences and Isfahan Pharmaceutical Sciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
| | - Sayed Abolfazl Mostafavi
- Department of Pharmaceutics, School of Pharmacy and Pharmaceutical Sciences and Isfahan Pharmaceutical Sciences Research Center, Isfahan University of Medical Sciences, Isfahan, Iran
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25
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Salongcay RP, Aquino LAC, Alog GP, Locaylocay KB, Saunar AV, Peto T, Silva PS. Accuracy of Integrated Artificial Intelligence Grading Using Handheld Retinal Imaging in a Community Diabetic Eye Screening Program. OPHTHALMOLOGY SCIENCE 2024; 4:100457. [PMID: 38317871 PMCID: PMC10838904 DOI: 10.1016/j.xops.2023.100457] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 11/08/2023] [Accepted: 12/11/2023] [Indexed: 02/07/2024]
Abstract
Purpose To evaluate mydriatic handheld retinal imaging performance assessed by point-of-care (POC) artificial intelligence (AI) as compared with retinal image graders at a centralized reading center (RC) in identifying diabetic retinopathy (DR) and diabetic macular edema (DME). Design Prospective, comparative study. Subjects Five thousand five hundred eighty-five eyes from 2793 adult patients with diabetes. Methods Point-of-care AI assessment of disc and macular handheld retinal images was compared with RC evaluation of validated 5-field handheld retinal images (disc, macula, superior, inferior, and temporal) in identifying referable DR (refDR; defined as moderate nonproliferative DR [NPDR], or worse, or any level of DME) and vision-threatening DR (vtDR; defined as severe NPDR or worse, or any level of center-involving DME [ciDME]). Reading center evaluation of the 5-field images followed the international DR/DME classification. Sensitivity (SN) and specificity (SP) for ungradable images, refDR, and vtDR were calculated. Main Outcome Measures Agreement for DR and DME; SN and SP for refDR, vtDR, and ungradable images. Results Diabetic retinopathy severity by RC evaluation: no DR, 67.3%; mild NPDR, 9.7%; moderate NPDR, 8.6%; severe NPDR, 4.8%; proliferative DR, 3.8%; and ungradable, 5.8%. Diabetic macular edema severity by RC evaluation was as follows: no DME (80.4%), non-ciDME (7.7%), ciDME (4.4%), and ungradable (7.5%). Referable DR was present in 25.3% and vtDR was present in 17.5% of eyes. Images were ungradable for DR or DME in 7.5% by RC evaluation and 15.4% by AI. There was substantial agreement between AI and RC for refDR (κ = 0.66) and moderate agreement for vtDR (κ = 0.54). The SN/SP of AI grading compared with RC evaluation was 0.86/0.86 for refDR and 0.92/0.80 for vtDR. Conclusions This study demonstrates that POC AI following a defined handheld retinal imaging protocol at the time of imaging has SN and SP for refDR that meets the current United States Food and Drug Administration thresholds of 85% and 82.5%, but not for vtDR. Integrating AI at the POC could substantially reduce centralized RC burden and speed information delivery to the patient, allowing more prompt eye care referral. Financial Disclosures Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.
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Affiliation(s)
- Recivall P. Salongcay
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Lizzie Anne C. Aquino
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | - Glenn P. Alog
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Kaye B. Locaylocay
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Aileen V. Saunar
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Tunde Peto
- Centre for Public Health, Queen’s University Belfast, Belfast, United Kingdom
| | - Paolo S. Silva
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts
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Du S, Lambrechts S, Han M. Capturing the Patient Voice for Diabetes Eye Exams. Am J Med Qual 2024; 39:133-134. [PMID: 38713602 DOI: 10.1097/jmq.0000000000000175] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/09/2024]
Affiliation(s)
- Senxi Du
- Department of Medicine, David Geffen School of Medicine at the University of California Los Angeles, Los Angeles, CA
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Kim J, Yoon S, Kim HYS. Prevalence of Selected Ophthalmic Diseases Using a Smartphone-Based Fundus Imaging System in Quang Tri and Thai Nguyen, Vietnam. Healthc Inform Res 2024; 30:162-167. [PMID: 38755107 PMCID: PMC11098770 DOI: 10.4258/hir.2024.30.2.162] [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: 10/05/2023] [Revised: 04/08/2024] [Accepted: 04/23/2024] [Indexed: 05/18/2024] Open
Abstract
OBJECTIVES This study investigated the prevalence of ophthalmic diseases in Quang Tri and Thai Nguyen, Vietnam, utilizing a smartphone-based fundus imaging (SBFI) system. METHODS This cross-sectional study included nearly 10,000 patients who visited community health centers between July and August 2019. All participants underwent visual acuity testing and fundus imaging. We collected demographic data and medical histories, and fundus images were captured using the EYELIKE system. Data were compiled on an online platform, allowing clinicians from other regions to make diagnoses. RESULTS The study revealed significant variations in visual acuity and the prevalence of ophthalmic diseases between the two regions. Quang Tri had a higher proportion of individuals with good eyesight compared to Thai Nguyen. In Quang Tri, nearly 50% of the population had media haze, while in Thai Nguyen, about one-third of the population was affected. The prevalence of glaucomatous optic nerve and age-related macular degeneration was approximately 1% higher in Quang Tri than in Thai Nguyen. These findings provide valuable insights into the eye health status of these regions, indicating that eye health in Quang Tri was poorer than in Thai Nguyen. CONCLUSIONS The prevalence rates of ophthalmic conditions in this study were within the expected ranges compared to those in other Asian countries, though they were somewhat low. The SBFI method, being simpler and more efficient than the Rapid Assessment of Avoidable Blindness, offers a promising approach for measuring and estimating the prevalence of ophthalmic diseases.
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Affiliation(s)
- Jaewon Kim
- LabSD (Laboratory for Sustainable Development) Inc., Seoul,
Korea
- Institute of Health and Environment, Seoul National University, Seoul,
Korea
| | - Sangchul Yoon
- Department of Medical Humanities and Social Sciences, Yonsei University College of Medicine, Seoul,
Korea
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28
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Rajeswaren V, Lu V, Chen H, Patnaik JL, Manoharan N. Healthcare Resource Utilization and Costs in an At-Risk Population With Diabetic Retinopathy. Transl Vis Sci Technol 2024; 13:12. [PMID: 38359018 PMCID: PMC10876016 DOI: 10.1167/tvst.13.2.12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Accepted: 01/10/2024] [Indexed: 02/17/2024] Open
Abstract
Purpose Several investigators have suggested the cost-effectiveness of earlier screening, management of risk factors, and early treatment for diabetic retinopathy (DR). We aimed to evaluate the extent of health care utilization and cost of delayed care by insurance type in a vulnerable patient population. Methods A retrospective analysis of patients with DR was conducted using electronic medical record (EMR) data from January 2014 to December 2020 at Denver Health Medical Center, a safety net institution. Patients were classified by disease severity and insurance status. DR-specific costs were assessed via Current Procedural Terminology (CPT) codes over a 24-month follow-up period. Results Among the 313 patients, a higher proportion of non-English speaking patients were uninsured. Rates of proliferative DR at presentation differed across insurance groups (62% of uninsured, 42% of discount plan, and 33% of Medicare/Medicaid, P = 0.016). There was a significant difference in the total median cost between discount plan patients ($1258, interquartile range [IQR] = $0 - $5901) and both Medicare patients ($751, IQR = $0, $7148, P = 0.037) and Medicaid patients ($593, IQR = $0 - $6299, P = 0.025). Conclusions There were higher rates of proliferative DR at presentation among the uninsured and discount plan patients and greater total median cost in discount plan patients compared to Medicare or Medicaid. These findings prioritize mitigating gaps in insurance coverage and barriers to preventative care among vulnerable populations. Translational Relevance Advanced diabetic disease and increased downstream health care utilization and cost vary across insurance type, suggesting improved access to preventative care is needed in these specific at-risk populations.
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Affiliation(s)
- Vivian Rajeswaren
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Vivian Lu
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Hongan Chen
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Jennifer L. Patnaik
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Niranjan Manoharan
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
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29
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Sadikin IS, Lestari YD, Victor AA. The role of cadre in the community on diabetic retinopathy management and its challenges in low-middle income countries: a scoping review. BMC Public Health 2024; 24:177. [PMID: 38225623 PMCID: PMC10789068 DOI: 10.1186/s12889-024-17652-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 01/03/2024] [Indexed: 01/17/2024] Open
Abstract
INTRODUCTION Diabetes is a serious public health problem, with low- and middle-income countries (LMICs) bearing over 80% of the burden. Diabetic retinopathy (DR) is one of the most prevalent diabetic microvascular problems, and early diagnosis through eye screening programs for people with diabetes is critical to prevent vision impairment and blindness. Community-based treatments, including non-physician cadres have been recommended to enhance DR care. METHODS The review protocol was determined and scoping review was conducted.The population, concept, and context were "cadre", "role of cadre in the management of DR", and LMICs". Data were collected from databases and searches, including grey literature. RESULTS Cadre can motivate people to attend a diabetic eye screening event when the rate of eye examinations is about six times higher than before the start of the intervention. Health education is a possible area for task sharing, and the cadre reported could also perform the task of vision testing. The cadre could be a good supporter and a good reminder for society. However, several challenges have been faced in this study and inadequate infrastructure is the foremost challenge found in this study. Other challenges encountered in the studies include poverty, lack of community awareness, trust issues, and low education levels contributing to poor health. CONCLUSION The current study highlighted significant gaps in the literature, which focus on the role of cadre as a community-based intervention in managing DR in LMICs. Further research is needed to develop evidence to support cost-effective screening services and cadre-related policy development in LMICs.
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Affiliation(s)
- Irma Suwandi Sadikin
- Residency Program in Ophthalmology, Faculty of Medicine Universitas Indonesia, Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
| | - Yeni Dwi Lestari
- Ophthalmology Department, Faculty of Medicine Universitas Indonesia, Cipto Mangunkusumo General Hospital, Jakarta, Indonesia.
| | - Andi Arus Victor
- Ophthalmology Department, Faculty of Medicine Universitas Indonesia, Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
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30
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Kemp O, Bascaran C, Cartwright E, McQuillan L, Matthew N, Shillingford-Ricketts H, Zondervan M, Foster A, Burton M. Real-world evaluation of smartphone-based artificial intelligence to screen for diabetic retinopathy in Dominica: a clinical validation study. BMJ Open Ophthalmol 2023; 8:e001491. [PMID: 38135351 DOI: 10.1136/bmjophth-2023-001491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 12/10/2023] [Indexed: 12/24/2023] Open
Abstract
OBJECTIVE Several artificial intelligence (AI) systems for diabetic retinopathy screening have been validated but there is limited evidence on their performance in real-world settings. This study aimed to assess the performance of an AI software deployed within the diabetic retinopathy screening programme in Dominica. METHODS AND ANALYSIS We conducted a prospective, cross-sectional clinical validation study. Patients with diabetes aged 18 years and above attending the diabetic retinopathy screening in primary care facilities in Dominica from 5 June to 3 July 2021 were enrolled.Grading was done at the point of care by the field grader, followed by counselling and referral to the eye clinic. Images were then graded by an AI system. Sensitivity, specificity with 95% CIs and area under the curve (AUC) were calculated for comparing the AI to field grader as gold standard. RESULTS A total of 587 participants were screened. The AI had a sensitivity and specificity for detecting referable diabetic retinopathy of 77.5% and 91.5% compared with the grader, for all participants, including ungradable images. The AUC was 0.8455. Excluding 52 participants deemed ungradable by the grader, the AI had a sensitivity and specificity of 81.4% and 91.5%, with an AUC of 0.9648. CONCLUSION This study provides evidence that AI has the potential to be deployed to assist a diabetic screening programme in a middle-income real-world setting and perform with reasonable accuracy compared with a specialist grader.
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Affiliation(s)
- Oliver Kemp
- London School of Hygiene and Tropical Medicine, London, UK
| | | | | | | | - Nanda Matthew
- Dominica China Friendship Hospital, Roseau, Dominica
| | | | | | - Allen Foster
- London School of Hygiene and Tropical Medicine, London, UK
| | - Matthew Burton
- London School of Hygiene and Tropical Medicine, London, UK
- Moorfields Eye Hospital NHS Foundation Trust, London, UK
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Zungu T, Mdala S, Kayange P, Fernando E, Twabi H, Jumbe A, Kumwenda J, Muula A. Uptake of diabetic retinopathy screening at a secondary level facility in Malawi. PLOS GLOBAL PUBLIC HEALTH 2023; 3:e0002567. [PMID: 37939026 PMCID: PMC10631633 DOI: 10.1371/journal.pgph.0002567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 10/10/2023] [Indexed: 11/10/2023]
Abstract
Diabetic retinopathy (DR) is a common microvascular complication of long-standing diabetes mellitus (DM). DR screening is a cost-effective intervention for preventing blindness from DR. We conducted a cross-sectional study to investigate the uptake and the predictors of uptake of annual DR screening in an opportunistic DR screening programme at a secondary-level diabetes clinic in Southern Malawi. Consecutive patients were interviewed using a structured questionnaire to record their demographic characteristics, medical details and data regarding; the frequency of clinic visits, knowledge of existence of DR screening services and a history of referral for DR screening in the prior one year. Univariate binary logistic regression was used to investigate predictors of DR screening uptake over the prior one year. Explanatory variables that had a P-value of < 0.1 were included into a multivariate logistic regression model. All variables that had a p-value of <0.05 were considered to be statistically significant. We recruited 230 participants over three months with a median age of 52.5 years (IQR 18-84) and a median duration of diabetes of 4 years (IQR 1-7). The average interval of clinic visits was 1.2 months (SD ± 0.43) and only 59.1% (n = 139) of the participants were aware of the existence of diabetic retinopathy screening services at the facility. The uptake for DR screening over one year was 20% (n = 46). The strongest predictors of uptake on univariate analysis were awareness of the existence of DR screening services (OR 10.05, P <0.001) and a history of being referred for DR screening (OR 9.02, P <0.001) and these remained significant on multivariable analysis. Interventions to improve uptake for DR screening should promote referral of patients for DR screening and strengthen knowledge about the need and availability of DR screening services.
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Affiliation(s)
- Thokozani Zungu
- Kamuzu University of Health Sciences, Blantyre, Malawi
- Queen Elizabeth Central Hospital, Blantyre, Malawi
| | - Shaffi Mdala
- Kamuzu University of Health Sciences, Blantyre, Malawi
- Queen Elizabeth Central Hospital, Blantyre, Malawi
| | - Petros Kayange
- Kamuzu University of Health Sciences, Blantyre, Malawi
- Queen Elizabeth Central Hospital, Blantyre, Malawi
| | | | - Halima Twabi
- Department of Mathematical Sciences, University of Malawi, Zomba, Malawi
| | | | - Johnstone Kumwenda
- Kamuzu University of Health Sciences, Blantyre, Malawi
- Queen Elizabeth Central Hospital, Blantyre, Malawi
| | - Adamson Muula
- Kamuzu University of Health Sciences, Blantyre, Malawi
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Thapa R, Sharma S, Pradhan E, Duwal S, Poudel M, Shrestha KG, Paudyal GP. Prevalence and associated factors of diabetic retinopathy among people with diabetes screened using fundus photography at a community diabetic retinopathy screening program in Nepal. BMC Ophthalmol 2023; 23:429. [PMID: 37872518 PMCID: PMC10594880 DOI: 10.1186/s12886-023-03173-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2023] [Accepted: 10/12/2023] [Indexed: 10/25/2023] Open
Abstract
BACKGROUND This study aimed to assess the prevalence and associated factors of diabetic retinopathy (DR) and vision threatening DR (VTDR) among people with diabetes screened using fundus photography in Nepal. METHODS This is a retrospective study among people with diabetes presented for DR screening using fundus photography from 2013 to 2019. Detailed demographics, duration of diabetes, medical history, visual acuity, and grading of DR on fundus photography were analyzed. Fundus camera used in the study were;Topcon digital fundus camera 900 CXR and digital portable fundus cameras (Nidek-10 portable non-mydriatric fundus camera; Versacam & Trade & Alpha, France), and a Zeiss portable fundus camera (Zeiss Visucout 100). Macula centred and disc centred 45 degree two images were taken from each eye. Pupil were dilated in cases where there was media haze in un-dilated cases. DR was graded using early treatment diabetic retinopathy study criteria. The images were graded by fellowship trained retina specialist. DR prevalence included any DR changes in one or both eyes. RESULTS Total of 25,196 patients with diabetes were enrolled. Mean age was 54.2 years with Standard Deviation (S.D):12.9 years, ranging from 6 years to 97 years. Type 1 and type 2 diabetes comprised of 451 people (1.79%) and 24,747 (98.21%) respectively. Overall, 1.8% of the images were un-gradable. DR prevalence was 19.3% (95% Confidence Interval (CI): 18.8 - 19.7%). DR prevalence in type 1 and type 2 diabetes was 15.5% (95% CI: 12.5 - 18.6%) and 19.3% (CI: 18.8 - 19.8%) respectively. Clinically significant macular edema (CSME) was found in 5.9% (95% CI: 5.6-6.2%) and VTDR in 7.9% (95% CI: 7.7-8.3%). In multivariate analysis, our study revealed strong evidence to suggest that there is meaningful association between DR and VTDR with duration of diabetes, diabetic foot, diabetic neuropathy, agriculture occupation, those under oral hypoglycaemic agents or insulin or both as compared to those under diet only, and presenting visual acuity > 0.3LogMAR. CONCLUSION Prevalence and associated factors for DR and VTDR were similar to other DR screening programs in the region. Emphasis on wider coverage of DR screening could help for timely detection and treatment of STDR to avoid irreversible blindness.
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Affiliation(s)
- Raba Thapa
- Tilganga Institute of Ophthalmology, Kathmandu, PO Box: 561, Nepal.
| | - Sanjita Sharma
- Tilganga Institute of Ophthalmology, Kathmandu, PO Box: 561, Nepal
| | - Eli Pradhan
- Tilganga Institute of Ophthalmology, Kathmandu, PO Box: 561, Nepal
| | - Sushma Duwal
- Tilganga Institute of Ophthalmology, Kathmandu, PO Box: 561, Nepal
| | - Manish Poudel
- Tilganga Institute of Ophthalmology, Kathmandu, PO Box: 561, Nepal
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Curran K, Whitestone N, Zabeen B, Ahmed M, Husain L, Alauddin M, Hossain MA, Patnaik JL, Lanoutee G, Cherwek DH, Congdon N, Peto T, Jaccard N. CHILDSTAR: CHIldren Living With Diabetes See and Thrive with AI Review. Clin Med Insights Endocrinol Diabetes 2023; 16:11795514231203867. [PMID: 37822362 PMCID: PMC10563496 DOI: 10.1177/11795514231203867] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 08/23/2023] [Indexed: 10/13/2023] Open
Abstract
Background Artificial intelligence (AI) appears capable of detecting diabetic retinopathy (DR) with a high degree of accuracy in adults; however, there are few studies in children and young adults. Methods Children and young adults (3-26 years) with type 1 diabetes mellitus (T1DM) or type 2 diabetes mellitus (T2DM) were screened at the Dhaka BIRDEM-2 hospital, Bangladesh. All gradable fundus images were uploaded to Cybersight AI for interpretation. Two main outcomes were considered at a patient level: 1) Any DR, defined as mild non-proliferative diabetic retinopathy (NPDR or more severe; and 2) Referable DR, defined as moderate NPDR or more severe. Diagnostic test performance comparing Orbis International's Cybersight AI with the reference standard, a fully qualified optometrist certified in DR grading, was assessed using the Matthews correlation coefficient (MCC), area under the receiver operating characteristic curve (AUC-ROC), area under the precision-recall curve (AUC-PR), sensitivity, specificity, positive and negative predictive values. Results Among 1274 participants (53.1% female, mean age 16.7 years), 19.4% (n = 247) had any DR according to AI. For referable DR, 2.35% (n = 30) were detected by AI. The sensitivity and specificity of AI for any DR were 75.5% (CI 69.7-81.3%) and 91.8% (CI 90.2-93.5%) respectively, and for referable DR, these values were 84.2% (CI 67.8-100%) and 98.9% (CI 98.3%-99.5%). The MCC, AUC-ROC and the AUC-PR for referable DR were 63.4, 91.2 and 76.2% respectively. AI was most successful in accurately classifying younger children with shorter duration of diabetes. Conclusions Cybersight AI accurately detected any DR and referable DR among children and young adults, despite its algorithms having been trained on adults. The observed high specificity is particularly important to avoid over-referral in low-resource settings. AI may be an effective tool to reduce demands on scarce physician resources for the care of children with diabetes in low-resource settings.
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Affiliation(s)
- Katie Curran
- Centre for Public Health, Queens University Belfast, Belfast, UK
| | | | - Bedowra Zabeen
- Department of Paediatrics, Life for a Child & Changing Diabetes in Children Programme, Bangladesh Institute of Research & Rehabilitation in Diabetes, Endocrine & Metabolic Disorders (BIRDEM), Diabetic Association of Bangladesh, Dhaka, Bangladesh
| | | | | | | | | | - Jennifer L Patnaik
- Orbis International, New York, NY, USA
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | | | | | - Nathan Congdon
- Centre for Public Health, Queens University Belfast, Belfast, UK
- Orbis International, New York, NY, USA
- Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
| | - Tunde Peto
- Centre for Public Health, Queens University Belfast, Belfast, UK
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Andoh JE, Ezekwesili AC, Nwanyanwu K, Elam A. Disparities in Eye Care Access and Utilization: A Narrative Review. Annu Rev Vis Sci 2023; 9:15-37. [PMID: 37254050 DOI: 10.1146/annurev-vision-112122-020934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
This narrative review summarizes the literature on factors related to eye care access and utilization in the United States. Using the Healthy People 2030 framework, this review investigates social determinants of health associated with general and follow-up engagement, screenings, diagnostic visits, treatment, technology, and teleophthalmology. We provide hypotheses for these documented eye care disparities, featuring qualitative, patient-centered research. Lastly, we provide recommendations in the hopes of appropriately eliminating these disparities and reimagining eye care.
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Affiliation(s)
- Joana E Andoh
- Department of Ophthalmology, Wilmer Eye Institute, Johns Hopkins School of Medicine, Baltimore, Maryland, USA
| | - Agnes C Ezekwesili
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Kristen Nwanyanwu
- Department of Ophthalmology and Visual Science, Yale School of Medicine, New Haven, Connecticut, USA
| | - Angela Elam
- Department of Ophthalmology, WK Kellogg Eye Center, University of Michigan, Ann Arbor, Michigan, USA;
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Jacoba CMP, Salongcay RP, Aquino LAC, Salva CMG, Saunar AV, Alog GP, Peto T, Silva PS. Comparisons of handheld retinal imaging devices with ultrawide field images for determining diabetic retinopathy severity. Acta Ophthalmol 2023; 101:670-678. [PMID: 36847205 DOI: 10.1111/aos.15651] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Revised: 01/20/2023] [Accepted: 02/09/2023] [Indexed: 03/01/2023]
Abstract
PURPOSE To compare diabetic retinopathy (DR) severity identified on handheld retinal imaging with ultrawide field (UWF) images. METHODS Mydriatic images of 225 eyes of 118 diabetic patients were prospectively imaged with the Aurora (AU) handheld retinal camera [5-field protocol (macula-centred, disc-centred, temporal, superior, inferior)] and compared with UWF images. Images were classified based on the international classification for DR. Sensitivity, specificity, kappa statistics (K/Kw) were calculated on an eye and person-level. RESULTS Distribution of DR severity by AU/UWF images (%) by eye was no DR 41.3/36.0, mild non-proliferative DR (NPDR) 18.7/17.8, moderate 10.2/10.7, severe 16.4/15.1, proliferative DR (PDR) 13.3/20.4. Agreement between UWF and AU was exact in 64.4%, within 1-step 90.7%, k = 0.55 (95% CI:0.45-0.65), and kw = 0.79 (95% CI:0.73-0.85) by eye, and exact in 68%, within 1-step 92.9%, k = 0.58 (95% CI:0.50-0.66), and kw = 0.76 (95% CI:0.70-0.81) by person. Sensitivity/specificity for any DR, refDR, vtDR and PDR were as follows: 0.90/0.83, 0.90/0.97, 0.82/0.95 and 0.69/1.00 by person and 0.86/0.90, 0.84/0.98, 0.75/0.95 and 0.63/0.99 by eye. Handheld imaging missed 37% (17/46) eyes and 30.8% (8/26) persons with PDR. Only 3.9% (1/26) persons or 6.5% (3/46) eyes with PDR were missed if a referral threshold of moderate NPDR was used. CONCLUSIONS Data from this study show that comparing UWF and handheld images, when PDR was the referral threshold for handheld devices, 37.0% of eyes or 30.8% of patients with PDR were missed. Due to the identification of neovascular lesions outside of the handheld fields, lower referral thresholds are needed if handheld devices are used.
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Affiliation(s)
- Cris Martin P Jacoba
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts, USA
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
| | - Recivall P Salongcay
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Lizzie Anne C Aquino
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
| | | | - Aileen V Saunar
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Glenn P Alog
- Philippine Eye Research Institute, University of the Philippines, Manila, Philippines
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
| | - Tunde Peto
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Paolo S Silva
- Beetham Eye Institute, Joslin Diabetes Center, Boston, Massachusetts, USA
- Department of Ophthalmology, Harvard Medical School, Boston, Massachusetts, USA
- Centre for Public Health, Queen's University Belfast, Belfast, UK
- Eye and Vision Institute, The Medical City, Metro Manila, Philippines
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Lu VI, Patnaik JL, Scott RA, Lynch AM, Smith JM, Mandava N, Manoharan N. Risk Factors and Outcomes of Delayed Presentation of Diabetic Retinopathy Patients to a County Hospital. Transl Vis Sci Technol 2023; 12:8. [PMID: 37676677 PMCID: PMC10494984 DOI: 10.1167/tvst.12.9.8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Accepted: 07/27/2023] [Indexed: 09/08/2023] Open
Abstract
Purpose To identify risk factors and evaluate outcomes of patients with delayed presentation and advanced diabetic retinopathy in our safety-net county hospital population. Methods A retrospective study was performed on 562 patients who presented with a new diagnosis of diabetic retinopathy (DR). Delayed presentation was defined as moderate or severe nonproliferative diabetic retinopathy (NPDR) or proliferative diabetic retinopathy (PDR) at the initial visit. Comparisons between patient groups were performed with chi-square or Fisher's exact test for categorical variables and multinomial logistic regression for multivariable analysis. Linear and logistic regression modeling with general estimating equations to account for patients having two eyes was used to compare eye-level outcomes. Results Lack of a primary care provider (PCP) was highest in patients who presented initially with PDR (28.8%), compared to 14.3% in moderate/severe NPDR, 12.4% in mild NPDR, and 7.6% in no DR groups (P < 0.001). Only 69.4% of patients with a PCP had an ophthalmology screening referral. Highest lack of referral (47.2%) was seen in the PDR group (P = 0.002). Patients with PDR were more likely to be uninsured (19.2%) compared to no and mild DR groups, with rates of 7.6% and 9.0%, respectively (P = 0.001). The PDR group had worse initial and final visual acuities (P < 0.001). Conclusions Several risk factors were noted for delayed DR presentation, including lack of PCP, lack of screening referral, and uninsured/underinsured status. Patients with advanced DR at presentation had worse final visual outcomes despite aggressive treatment. Translational Relevance Screening programs targeting populations with identified risk factors are essential for improving outcomes.
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Affiliation(s)
- Vivian I. Lu
- University of Colorado School of Medicine, Aurora, CO, USA
| | - Jennifer L. Patnaik
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Rachel A. Scott
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Anne M. Lynch
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Jesse M. Smith
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Naresh Mandava
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
| | - Niranjan Manoharan
- Department of Ophthalmology, University of Colorado School of Medicine, Aurora, CO, USA
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Kalam MA, Al Asif CA, Hasan MM, Arif-Ur-Rahman M, Nag DK, Sen PK, Haque Akhanda MA, Davis TP, Talukder A. Understanding the behavioral determinants that predict barriers and enablers of screening and treatment behaviors for diabetic retinopathy among Bangladeshi women: findings from a barrier analysis. BMC Public Health 2023; 23:1667. [PMID: 37648981 PMCID: PMC10466885 DOI: 10.1186/s12889-023-16106-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Accepted: 06/12/2023] [Indexed: 09/01/2023] Open
Abstract
BACKGROUND AND AIM While early detection and timely treatments can prevent diabetic retinopathy (DR) related blindness, barriers to receiving these DR services may cause permanent sight loss. Despite having similar prevalence to diabetes and DR, women are less likely than men to perform these behaviors due to multi-faced barriers in screening and receiving follow-up treatments for DR. This study, therefore, aimed at identifying the barriers to - and enablers of - screening and follow-up treatments behaviors for DR among women aged more than 40 years with diabetes from the behavioral perspectives in Bangladesh. METHODS This Barrier Analysis study interviewed 360 women (180 "Doers" and 180 "Non-doers") to explore twelve behavioral determinants of four DR behaviors including screening, injection of anti-vascular endothelial growth factor (anti-VEGF medication), laser therapy and vitro-retinal surgery. The data analysis was performed to calculate estimated relative risk to identify the degree of association between the determinants and behaviors, and to find statistically significant differences (at p < 0.05) in the responses between the Doers and Non-doers. RESULTS Access to healthcare facilities was the major barrier impeding women from performing DR behaviors. Difficulty in locating DR service centers, the need to travel long distances, the inability to travel alone and during illness, challenges of paying for transportation and managing workload significantly affected women's ability to perform the behaviors. Other determinants included women's perceived self-efficacy, perceived negative consequences (e.g. fear and discomfort associated with injections or laser treatment), and cues for action. Significant perceived enablers included low cost of DR treatments, supportive attitudes by healthcare providers, government policy, and perceived social norms. CONCLUSION The study found a host of determinants related to the barriers to and enablers of DR screening and treatment behaviors. These determinants included perceived self-efficacy (and agency), positive and negative consequences, perceived access, perceived social norms, culture, and perceived risk. Further investments are required to enhance the availability of DR services within primary and secondary health institutions along with health behavior promotion to dispel misconceptions and fears related to DR treatments.
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Affiliation(s)
- Md Abul Kalam
- Global Health and Development Program, Laney Graduate School, Emory University, Atlanta, GA, USA.
- Helen Keller International, Bangladesh Country Office, House: 10/E, Road: 82, Gulshan-2, Dhaka, 1212, Bangladesh.
| | - Chowdhury Abdullah Al Asif
- Helen Keller International, Bangladesh Country Office, House: 10/E, Road: 82, Gulshan-2, Dhaka, 1212, Bangladesh
- Save the Children International, Bangladesh Country Office, Dhaka, Bangladesh
| | - Md Mehedi Hasan
- Helen Keller International, Bangladesh Country Office, House: 10/E, Road: 82, Gulshan-2, Dhaka, 1212, Bangladesh.
| | - Md Arif-Ur-Rahman
- Helen Keller International, Bangladesh Country Office, House: 10/E, Road: 82, Gulshan-2, Dhaka, 1212, Bangladesh
| | - Dipak Kumar Nag
- National Institute of Ophthalmology and Hospital, Dhaka, Bangladesh
| | - Pallab Kumar Sen
- Shaheed Ziaur Rahman Medical College (SZMC), Silimpur, Bogura, 5800, Bangladesh
| | - Md Aminul Haque Akhanda
- Mymensingh Medical College and Hospital, Chorpara Mymensingh, 2200, Bangladesh
- Community Based Medical College Bangladesh (CBMCB), Winnerpar, Mymensingh, 2200, Bangladesh
| | - Thomas P Davis
- Global Alliance for Vaccine and Immunization, Geneva, Switzerland
| | - Aminuzzaman Talukder
- Helen Keller International, Bangladesh Country Office, House: 10/E, Road: 82, Gulshan-2, Dhaka, 1212, Bangladesh
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Weerasinghe LS, Dunn HP, Fung AT, Maberly G, Cheung NW, Weerasinghe DP, Liew G, Do H, Hng TM, Pryke A, Marks SI, Nguyen H, Jayaballa R, Gurung S, Ford B, Bishay RH, Girgis CM, Meyerowitz-Katz G, Keay L, White AJ. Diabetic Retinopathy Screening at the Point of Care (DR SPOC): detecting undiagnosed and vision-threatening retinopathy by integrating portable technologies within existing services. BMJ Open Diabetes Res Care 2023; 11:e003376. [PMID: 37532459 PMCID: PMC10401227 DOI: 10.1136/bmjdrc-2023-003376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2023] [Accepted: 06/28/2023] [Indexed: 08/04/2023] Open
Abstract
INTRODUCTION The aim of this study was to determine the prevalence of diabetic retinopathy (DR) in a low socioeconomic region of a high-income country, as well as determine the diagnostic utility of point-of-care screening for high-risk populations in tertiary care settings. RESEARCH DESIGN AND METHODS This was a cross-sectional study of patients with diabetes attending foot ulcer or integrated care diabetes clinics at two Western Sydney hospitals (n=273). DR was assessed using portable, two-field, non-mydriatic fundus photography and combined electroretinogram/ pupillometry (ERG). With mydriatic photographs used as the reference standard, sensitivity and specificity of the devices were determined. Prevalence of DR and vision-threatening diabetic retinopathy (VTDR) were reported, with multivariate logistic regression used to identify predictors of DR. RESULTS Among 273 patients, 39.6% had any DR, while 15.8% had VTDR, of whom 59.3% and 62.8% were previously undiagnosed, respectively. Non-mydriatic photography demonstrated 20.2% sensitivity and 99.5% specificity for any DR, with a 56.7% screening failure rate. Meanwhile, mydriatic photography produced high-quality images with a 7.6% failure rate. ERG demonstrated 72.5% sensitivity and 70.1% specificity, with a 15.0% failure rate. The RETeval ERG was noted to have an optimal DR cut-off score at 22. Multivariate logistic regression identified an eGFR of ≤29 mL/min/1.73 m2, HbA1c of ≥7.0%, pupil size of <4 mm diameter, diabetes duration of 5-24 years and RETeval score of ≥22 as strong predictors of DR. CONCLUSION There is a high prevalence of vision-threatening and undiagnosed DR among patients attending high-risk tertiary clinics in Western Sydney. Point-of-care DR screening using portable, mydriatic photography demonstrates potential as a model of care which is easily accessible, targeted for high-risk populations and substantially enhances DR detection.
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Affiliation(s)
- Lakni Shahanika Weerasinghe
- Faculty of Medicine, University of New South Wales, Kensington, New South Wales, Australia
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
| | - Hamish Paul Dunn
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Adrian T Fung
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Glen Maberly
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
| | - Ngai Wah Cheung
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
| | - Daminda P Weerasinghe
- Department of Mathematics and Statistics, Macquarie University, Sydney, New South Wales, Australia
| | - Gerald Liew
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Helen Do
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
| | - Tien-Ming Hng
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
- School of Medicine, Western Sydney University, Campbeltown, New South Wales, Australia
| | - Alison Pryke
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
| | - Samuel I Marks
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
- Westmead Institute for Medical Research, Westmead, New South Wales, Australia
| | - Helen Nguyen
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
| | - Rajini Jayaballa
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
- School of Medicine, Western Sydney University, Campbeltown, New South Wales, Australia
| | - Seema Gurung
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
| | - Belinda Ford
- Faculty of Medicine, University of New South Wales, Kensington, New South Wales, Australia
- The George Institute for Global Health, UNSW Sydney, Newtown, New South Wales, Australia
| | - Ramy H Bishay
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
- School of Medicine, Western Sydney University, Campbeltown, New South Wales, Australia
| | - Christian M Girgis
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
- Department of Endocrinology, Blacktown Hospital, Blacktown, New South Wales, Australia
| | | | - Lisa Keay
- School of Optometry and Vision Science, University of New South Wales, Sydney, New South Wales, Australia
- The George Institute for Global Health, UNSW Sydney, Newtown, New South Wales, Australia
| | - Andrew J White
- Department of Ophthalmology, Westmead Hospital, Westmead, New South Wales, Australia
- Faculty of Medicine and Health, The University of Sydney, Camperdown, New South Wales, Australia
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Joseph S, Rajan RP, Sundar B, Venkatachalam S, Kempen JH, Kim R. Validation of diagnostic accuracy of retinal image grading by trained non-ophthalmologist grader for detecting diabetic retinopathy and diabetic macular edema. Eye (Lond) 2023; 37:1577-1582. [PMID: 35906419 PMCID: PMC10220051 DOI: 10.1038/s41433-022-02190-4] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 06/22/2022] [Accepted: 07/15/2022] [Indexed: 11/09/2022] Open
Abstract
PURPOSE To validate the fundus image grading results by a trained grader (Non-ophthalmologist) and an ophthalmologist grader for detecting diabetic retinopathy (DR) and diabetic macular oedema (DMO) against fundus examination by a retina specialist (gold standard). METHODS A prospective diagnostic accuracy study was conducted using 2002 non-mydriatic colour fundus images from 1001 patients aged ≥40 years. Using the Aravind Diabetic Retinopathy Evaluation Software (ADRES) images were graded by both a trained non-ophthalmologist grader (grader-1) and an ophthalmologist (grader-2). Sensitivity, specificity, positive predictive value and negative predictive value were calculated for grader-1 and grader-2 against the grading results by an independent retina specialist who performed dilated fundus examination for every study participant. RESULTS Out of 1001 patients included, 42% were women and the mean ± (SD) age was 55.8 (8.39) years. For moderate or worse DR, the sensitivity and specificity for grading by grader-1 with respect to the gold standard was 66.9% and 91.0% respectively and the same for the ophthalmologist was 83.6% and 80.3% respectively. For referable DMO, grader-1 and grader-2 had a sensitivity of 74.6% and 85.6% respectively and a specificity of 83.7% and 79.8% respectively. CONCLUSIONS Our results demonstrate good level of accuracy for the fundus image grading performed by a trained non-ophthalmologist which was comparable with the grading by an ophthalmologist. Engaging trained non-ophthalmologists potentially can enhance the efficiency of DR diagnosis using fundus images. Further study with multiple non-ophthalmologist graders is needed to verify the results and strategies to improve agreement for DMO diagnosis are needed.
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Affiliation(s)
- Sanil Joseph
- Lions Aravind Institute of Community Ophthalmology, Aravind Eye Care System, Madurai, India
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, East Melbourne, Vic, Australia
- Department of Surgery (Ophthalmology), The University of Melbourne, Melbourne, Vic, Australia
| | - Renu P Rajan
- Aravind Eye Hospital and Postgraduate Institute of Ophthalmology, Madurai, India
| | - Balagiri Sundar
- Aravind Eye Hospital and Postgraduate Institute of Ophthalmology, Madurai, India
| | | | - John H Kempen
- Department of Ophthalmology, , Massachusetts Eye and Ear and Harvard Medical School; Schepens Eye Research Institute, Boston, MA, USA
- MCM Eye Unit, MyungSung Christian Medical Center (MCM) Multispecialty Hospital and MyungSung Medical School, Addis Ababa, Ethiopia
- Department of Ophthalmology, Faculty of Medicine, Addis Ababa University, Addis Ababa, Ethiopia
| | - Ramasamy Kim
- Aravind Eye Hospital and Postgraduate Institute of Ophthalmology, Madurai, India.
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Land MR, Patel PA, Bui T, Jiao C, Ali A, Ibnamasud S, Patel PN, Sheth V. Examining the Role of Telemedicine in Diabetic Retinopathy. J Clin Med 2023; 12:jcm12103537. [PMID: 37240642 DOI: 10.3390/jcm12103537] [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: 03/15/2023] [Revised: 04/21/2023] [Accepted: 05/16/2023] [Indexed: 05/28/2023] Open
Abstract
With the increasing prevalence of diabetic retinopathy (DR), screening is of the utmost importance to prevent vision loss for patients and reduce financial costs for the healthcare system. Unfortunately, it appears that the capacity of optometrists and ophthalmologists to adequately perform in-person screenings of DR will be insufficient within the coming years. Telemedicine offers the opportunity to expand access to screening while reducing the economic and temporal burden associated with current in-person protocols. The present literature review summarizes the latest developments in telemedicine for DR screening, considerations for stakeholders, barriers to implementation, and future directions in this area. As the role of telemedicine in DR screening continues to expand, further work will be necessary to continually optimize practices and improve long-term patient outcomes.
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Affiliation(s)
- Matthew R Land
- Department of Ophthalmology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Parth A Patel
- Department of Ophthalmology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Tommy Bui
- Department of Ophthalmology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Cheng Jiao
- Department of Ophthalmology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Arsalan Ali
- Burnett School of Medicine, Texas Christian University, Fort Worth, TX 76129, USA
| | - Shadman Ibnamasud
- Department of Ophthalmology, Medical College of Georgia, Augusta University, Augusta, GA 30912, USA
| | - Prem N Patel
- Department of Ophthalmology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
| | - Veeral Sheth
- Department of Ophthalmology, University Retina and Macula Associates, Oak Forest, IL 60452, USA
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Lestari YD, Adriono GA, Ratmilia R, Magdalena C, Sitompul R. Knowledge, attitude, and practice pattern towards diabetic retinopathy screening among general practitioners in primary health centres in Jakarta, the capital of Indonesia. BMC PRIMARY CARE 2023; 24:114. [PMID: 37170199 PMCID: PMC10176940 DOI: 10.1186/s12875-023-02068-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Accepted: 04/28/2023] [Indexed: 05/13/2023]
Abstract
BACKGROUND Diabetic retinopathy (DR) is an emerging cause of visual impairment and blindness and is often detected in the irreversible stage. General practitioners (GPs) play an essential role in the prevention of DR through diabetes control, early detection of retinal changes, and timely referral to ophthalmologists. This study aimed to determine the knowledge, attitude, and practice (KAP) towards DR screening among GPs in the district primary health centres (PHCs) in Jakarta, Indonesia. METHODS A cross-sectional study was conducted between April 2021 and February 2022 in 17 randomly selected district PHCs. A validated online questionnaire was then distributed. Good knowledge was defined when the correct response rate was > 75%, positive attitude was indicated when desired attitudes were found in more than half of the items (> 50%), and good practice was defined when more than half of the practice items (> 50%) were performed. RESULTS A total of 92 GPs, with a response rate of 60.1%, completed the questionnaire. Seventy-nine respondents (85.9%) were female with a median (range) age of 32 (24-58) years. Among the respondents, 82 (89.1%) had good knowledge and all showed positive attitude on DR screening. However, only four (4.3%) demonstrated good practices. We found a weak positive correlation (rs = 0.298, p = 0.004) between attitude and practices. CONCLUSION GPs in Jakarta showed good knowledge and positive attitude on DR screening. However, they did not show good practice. There was a positive correlation between attitude and practice.
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Affiliation(s)
- Yeni Dwi Lestari
- Ophthalmology Department, Faculty of Medicine, Universitas Indonesia-Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
| | - Gitalisa Andayani Adriono
- Ophthalmology Department, Faculty of Medicine, Universitas Indonesia-Cipto Mangunkusumo General Hospital, Jakarta, Indonesia.
| | - Rizka Ratmilia
- Ophthalmology Department, Faculty of Medicine, Universitas Indonesia-Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
| | - Christy Magdalena
- Ophthalmology Department, Faculty of Medicine, Universitas Indonesia-Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
| | - Ratna Sitompul
- Ophthalmology Department, Faculty of Medicine, Universitas Indonesia-Cipto Mangunkusumo General Hospital, Jakarta, Indonesia
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Nolan B, Daybranch ER, Barton K, Korsen N. Patient and Provider Experience with Artificial Intelligence Screening Technology for Diabetic Retinopathy in a Rural Primary Care Setting. JOURNAL OF MAINE MEDICAL CENTER 2023; 5:2. [PMID: 39118821 PMCID: PMC11309021 DOI: 10.46804/2641-2225.1144] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/10/2024]
Abstract
Introduction The development of autonomous artificial intelligence for interpreting diabetic retinopathy (DR) images has allowed for point-of-care testing in the primary care setting. This study describes patient and provider experiences and perceptions of the artificial intelligence DR screening technology called EyeArt by EyeNuk during implementation of the tool at Western Maine Primary Care in Norway, Maine. Methods This non-randomized, single-center, prospective observational study surveyed 102 patients and 13 primary care providers on their experience of the new screening intervention. Results All surveyed providers agreed that the new screening tool would improve access and annual screening rates. Some providers also identified initial challenges in incorporating the tool into the primary care visit (31%). Patients expressed a favorable view of the service, sharing an openness to being screened more regularly (75%) and a desire to have screenings performed at Western Maine Primary Care going forward (81%). Discussion Patients were generally favorable about their experience with the new DR screening technology. Providers indicated challenges due to the limited availability of trained medical assistant photographers during the initial implementation of DR screening, as well as timing issues in coordinating screening with regular office appointments. Conclusions This study supports further investigation of this technology in primary care, particularly in areas with challenges to care access. The potential benefits of this innovative tool in caring for people with diabetes includes improving access to retinopathy screenings and supporting wider detection of vision-threatening retinopathy.
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Affiliation(s)
- Brian Nolan
- Internal Medicine, MaineHealth, Norway, Maine
| | - Emma R Daybranch
- Center for Interdisciplinary Population and Health Research, MaineHealth Institute for Research, Portland, Maine
| | - Kerri Barton
- Harm Reduction, Portland Public Health Division, Portland, Maine
| | - Neil Korsen
- Center for Interdisciplinary Population and Health Research, MaineHealth Institute for Research, Portland, Maine
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Tang J, Yang Z, Kee F, Congdon N. Time and risk preferences and the perceived effectiveness of incentives to comply with diabetic retinopathy screening among older adults with type 2 diabetes. Front Psychol 2023; 14:1101909. [PMID: 37138986 PMCID: PMC10149913 DOI: 10.3389/fpsyg.2023.1101909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Accepted: 03/30/2023] [Indexed: 05/05/2023] Open
Abstract
Behavioral economics has the potential to inform the design of incentives to improve disease screening programs by accounting for various behavioral biases. We investigate the association between multiple behavioral economics concepts and the perceived effectiveness of incentive strategies for behavioral change among older patients with a chronic disease. This association is examined by focusing on diabetic retinopathy screening, which is recommended but very variably followed by persons living with diabetes. Five time and risk preference concepts (i.e., utility curvature, probability weighting, loss aversion, discount rate, and present-bias) are estimated simultaneously in a structural econometric framework, based on a series of deliberately-designed economic experiments offering real money. We find that higher discount rates and loss aversion and lower probability weighting are significantly associated with lower perceived effectiveness of intervention strategies whereas present-bias and utility curvature have an insignificant association with it. Finally, we also observe strong urban vs. rural heterogeneity in the association between our behavioral economic concepts and the perceived effectiveness of intervention strategies.
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Affiliation(s)
- Jianjun Tang
- School of Agricultural Economics and Rural Development, Renmin University of China, Beijing, China
| | - Ziwei Yang
- College of Economics and Management, Huazhong Agricultural University, Wuhan, China
| | - Frank Kee
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
| | - Nathan Congdon
- Centre for Public Health, Queen's University Belfast, Belfast, United Kingdom
- Orbis International, New York, NY, United States
- Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, China
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Poly TN, Islam MM, Walther BA, Lin MC, Jack Li YC. Artificial intelligence in diabetic retinopathy: Bibliometric analysis. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2023; 231:107358. [PMID: 36731310 DOI: 10.1016/j.cmpb.2023.107358] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 01/08/2023] [Accepted: 01/16/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND The use of artificial intelligence in diabetic retinopathy has become a popular research focus in the past decade. However, no scientometric report has provided a systematic overview of this scientific area. AIMS We utilized a bibliometric approach to identify and analyse the academic literature on artificial intelligence in diabetic retinopathy and explore emerging research trends, key authors, co-authorship networks, institutions, countries, and journals. We further captured the diabetic retinopathy conditions and technology commonly used within this area. METHODS Web of Science was used to collect relevant articles on artificial intelligence use in diabetic retinopathy published between January 1, 2012, and December 31, 2022 . All the retrieved titles were screened for eligibility, with one criterion that they must be in English. All the bibliographic information was extracted and used to perform a descriptive analysis. Bibliometrix (R tool) and VOSviewer (Leiden University) were used to construct and visualize the annual numbers of publications, journals, authors, countries, institutions, collaboration networks, keywords, and references. RESULTS In total, 931 articles that met the criteria were collected. The number of annual publications showed an increasing trend over the last ten years. Investigative Ophthalmology & Visual Science (58/931), IEEE Access (54/931), and Computers in Biology and Medicine (23/931) were the most journals with most publications. China (211/931), India (143/931, USA (133/931), and South Korea (44/931) were the most productive countries of origin. The National University of Singapore (40/931), Singapore Eye Research Institute (35/931), and Johns Hopkins University (34/931) were the most productive institutions. Ting D. (34/931), Wong T. (28/931), and Tan G. (17/931) were the most productive researchers. CONCLUSION This study summarizes the recent advances in artificial intelligence technology on diabetic retinopathy research and sheds light on the emerging trends, sources, leading institutions, and hot topics through bibliometric analysis and network visualization. Although this field has already shown great potential in health care, our findings will provide valuable clues relevant to future research directions and clinical practice.
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Affiliation(s)
- Tahmina Nasrin Poly
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei 110, Taiwan; International Center for Health Information Technology (ICHIT), Taipei Medical University, Taipei 110, Taiwan; Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei 116, Taiwan
| | - Md Mohaimenul Islam
- International Center for Health Information Technology (ICHIT), Taipei Medical University, Taipei 110, Taiwan; AESOP Technology, Songshan District, Taipei 105, Taiwan
| | - Bruno Andreas Walther
- Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Am Handelshafen 12, Bremerhaven D-27570, Germany
| | - Ming Chin Lin
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei 110, Taiwan; Department of Neurosurgery, Shuang Ho Hospital, Taipei Medical University, New Taipei City 235041, Taiwan; Taipei Neuroscience Institute, Taipei Medical University, Taipei 110301, Taiwan
| | - Yu-Chuan Jack Li
- Graduate Institute of Biomedical Informatics, College of Medical Science and Technology, Taipei Medical University, Taipei 110, Taiwan; International Center for Health Information Technology (ICHIT), Taipei Medical University, Taipei 110, Taiwan; Research Center of Big Data and Meta-Analysis, Wan Fang Hospital, Taipei Medical University, Taipei 116, Taiwan; AESOP Technology, Songshan District, Taipei 105, Taiwan.
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Cioana M, Deng J, Nadarajah A, Hou M, Qiu Y, Chen SSJ, Rivas A, Toor PP, Banfield L, Thabane L, Chaudhary V, Samaan MC. Global Prevalence of Diabetic Retinopathy in Pediatric Type 2 Diabetes: A Systematic Review and Meta-analysis. JAMA Netw Open 2023; 6:e231887. [PMID: 36930156 PMCID: PMC10024209 DOI: 10.1001/jamanetworkopen.2023.1887] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/18/2023] Open
Abstract
IMPORTANCE Type 2 diabetes (T2D) is increasing globally. Diabetic retinopathy (DR) is a leading cause of blindness in adults with T2D; however, the global burden of DR in pediatric T2D is unknown. This knowledge can inform retinopathy screening and treatments to preserve vision in this population. OBJECTIVE To estimate the global prevalence of DR in pediatric T2D. DATA SOURCES MEDLINE, Embase, the Cumulative Index to Nursing and Allied Health Literature (CINAHL), the Cochrane Library, the Web of Science, and the gray literature (ie, literature containing information that is not available through traditional publishing and distribution channels) were searched for relevant records from the date of database inception to April 4, 2021, with updated searches conducted on May 17, 2022. Searches were limited to human studies. No language restrictions were applied. Search terms included diabetic retinopathy; diabetes mellitus, type 2; prevalence studies; and child, adolescent, teenage, youth, and pediatric. STUDY SELECTION Three teams, each with 2 reviewers, independently screened for observational studies with 10 or more participants that reported the prevalence of DR. Among 1989 screened articles, 27 studies met the inclusion criteria for the pooled analysis. DATA EXTRACTION AND SYNTHESIS This systematic review and meta-analysis followed the Meta-analysis of Observational Studies in Epidemiology (MOOSE) and the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guidelines for systematic reviews and meta-analyses. Two independent reviewers performed the risk of bias and level of evidence analyses. The results were pooled using a random-effects model, and heterogeneity was reported using χ2 and I2 statistics. MAIN OUTCOMES AND MEASURES The main outcome was the estimated pooled global prevalence of DR in pediatric T2D. Other outcomes included DR severity and current DR assessment methods. The association of diabetes duration, sex, race, age, and obesity with DR prevalence was also assessed. RESULTS Among the 27 studies included in the pooled analysis (5924 unique patients; age range at T2D diagnosis, 6.5-21.0 years), the global prevalence of DR in pediatric T2D was 6.99% (95% CI, 3.75%-11.00%; I2 = 95%; 615 patients). Fundoscopy was less sensitive than 7-field stereoscopic fundus photography in detecting retinopathy (0.47% [95% CI, 0%-3.30%; I2 = 0%] vs 13.55% [95% CI, 5.43%-24.29%; I2 = 92%]). The prevalence of DR increased over time and was 1.11% (95% CI, 0.04%-3.06%; I2 = 5%) at less than 2.5 years after T2D diagnosis, 9.04% (95% CI, 2.24%-19.55%; I2 = 88%) at 2.5 to 5.0 years after T2D diagnosis, and 28.14% (95% CI, 12.84%-46.45%; I2 = 96%) at more than 5 years after T2D diagnosis. The prevalence of DR increased with age, and no differences were noted based on sex, race, or obesity. Heterogeneity was high among studies. CONCLUSIONS AND RELEVANCE In this study, DR prevalence in pediatric T2D increased significantly at more than 5 years after diagnosis. These findings suggest that retinal microvasculature is an early target of T2D in children and adolescents, and annual screening with fundus photography beginning at diagnosis offers the best assessment method for early detection of DR in pediatric patients.
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Affiliation(s)
- Milena Cioana
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Jiawen Deng
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Ajantha Nadarajah
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Maggie Hou
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Yuan Qiu
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Sondra Song Jie Chen
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Angelica Rivas
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
| | - Parm Pal Toor
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
| | - Laura Banfield
- Health Sciences Library, McMaster University, Hamilton, Ontario, Canada
| | - Lehana Thabane
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Department of Anesthesia, McMaster University, Hamilton, Ontario, Canada
- Centre for Evaluation of Medicines, St Joseph’s Health Care, Hamilton, Ontario, Canada
- Biostatistics Unit, St Joseph's Healthcare, Hamilton, Ontario, Canada
| | - Varun Chaudhary
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
- Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, Canada
| | - M. Constantine Samaan
- Department of Pediatrics, McMaster University, Hamilton, Ontario, Canada
- Division of Pediatric Endocrinology, McMaster Children's Hospital, Hamilton, Ontario, Canada
- Michael G. De Groote School of Medicine, McMaster University, Hamilton, Ontario, Canada
- Department of Health Research Methods, Evidence and Impact, McMaster University, Hamilton, Ontario, Canada
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Invernizzi A, Chhablani J, Viola F, Gabrielle PH, Zarranz-Ventura J, Staurenghi G. Diabetic retinopathy in the pediatric population: Pathophysiology, screening, current and future treatments. Pharmacol Res 2023; 188:106670. [PMID: 36681366 DOI: 10.1016/j.phrs.2023.106670] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 01/16/2023] [Accepted: 01/17/2023] [Indexed: 01/20/2023]
Abstract
Diabetic retinopathy (DR) is a sight threatening complication of diabetes mellitus (DM). The incidence of DR in the pediatric population has increased in the last two decades and it is expected to further rise in the future, following the increase in DM prevalence and obesity in youth. As early stages of the retinal disease are asymptomatic, screening programs are of extreme importance to guarantee a prompt diagnosis and avoid progression to more advanced, sight threatening stages. The management of DR comprises a wide range of actions starting from glycemic control, continuing with systemic and local medical treatments, up to para-surgical and surgical approaches to deal with the more aggressive complications. In this review we will describe the pathophysiology of DR trying to understand all the possible targets for currently available or future treatments. We will briefly consider the impact of screening techniques, screening strategies and their social and economic impact. Finally a large part of the review will be dedicated to medical and surgical treatments for DR including both currently available and under development therapies. Most of the available data in the literature on DR are focused on the adult population. The aim of our work is to provide clinicians and researchers with a comprehensive overview of the state of the art regarding DR in the pediatric population, considering the increasing numbers of this diseases in youth and the inevitable consequences that such a chronic disease could have if poorly managed in children.
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Affiliation(s)
- Alessandro Invernizzi
- Eye Clinic, Department of Biomedical and Clinical Science "Luigi Sacco", Luigi Sacco Hospital, University of Milan, Milan, Italy; The University of Sydney, Save Sight Institute, Discipline of Ophthalmology, Sydney Medical School, Sydney, New South Wales, Australia.
| | - Jay Chhablani
- UPMC Eye Center, University of Pittsburgh, Pittsburgh, PA, USA
| | - Francesco Viola
- Department of Clinical Sciences and Community Health, University of Milan, Milan, Italy; Fondazione IRCCS Cà Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Pierre Henry Gabrielle
- Department of Ophthalmology, University Hospital, 14 rue Paul Gaffarel, 21079 Dijon, France
| | - Javier Zarranz-Ventura
- Institut Clínic of Ophthalmology (ICOF), Hospital Clínic, Barcelona, Spain; August Pi i Sunyer Biomedical Research Institute (IDIBAPS), Barcelona, Spain
| | - Giovanni Staurenghi
- Eye Clinic, Department of Biomedical and Clinical Science "Luigi Sacco", Luigi Sacco Hospital, University of Milan, Milan, Italy
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Muacevic A, Adler JR, Xie SJ, Muro-Fuentes EA, Rodrigues EB. Evaluating Adherence to Diabetic Retinopathy Care in an Urban Ophthalmology Clinic Utilizing the Compliance With Annual Diabetic Eye Exams Survey. Cureus 2023; 15:e34083. [PMID: 36843721 PMCID: PMC9946894 DOI: 10.7759/cureus.34083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/23/2023] [Indexed: 01/25/2023] Open
Abstract
Introduction The objective of this study was to identify barriers that affect adherence to the management of diabetic retinopathy (DR) in an urban ophthalmology clinic. Patient beliefs regarding diabetic eye care, transportation to the eye clinic, the COVID-19 pandemic, and treatment with panretinal photocoagulation (PRP) or anti-vascular endothelial growth factor (anti-VEGF) injections were investigated. Materials and methods The original Compliance with Annual Diabetic Eye Exams Survey (CADEES) included 44 statements designed with a 5-point Likert scale to assess patients' beliefs and understanding of their eye health and the importance of diabetic eye examinations. This survey was modified to include additional statements regarding the COVID-19 pandemic and free-response questions about transportation barriers and patients' subjective experiences with PRP or anti-VEGF injections. A total of 365 patients with a diagnosis of any stage of DR from SLUCare Ophthalmology were identified as potential participants to complete the telephone survey. Patients were classified as non-adherent if they did not have a dilated eye examination within the past year, missed a scheduled follow-up appointment for DR care within the past year, or missed an appointment for anti-VEGF injections or PRP. The mean Likert scores for each CADEES statement were compared between the adherent and non-adherent groups using independent samples t-tests. Demographics and clinical indicators were also reported and compared between the two groups. Results Out of 365 patients, 68 completed the modified CADEES. Twenty-nine patients were adherent, and 39 patients were non-adherent. Results from six of the 54 CADEES statements were significantly different between the adherent and non-adherent groups. These statements addressed patients' perception of their eye health, self-confidence in making an eye appointment, knowing someone with diabetic eye complications, self-confidence in controlling blood sugar, ability to use public transportation during the COVID-19 pandemic, and prioritizing eye health during the pandemic. There were no significant differences in clinical indicators or demographics between the adherent and non-adherent groups. Of the participants, 39.7% offered reasons for why transportation to the eye clinic was difficult. Patients suggested three novel reasons for missing eye appointments that were not specifically addressed in the CADEES. Fourteen unique barriers were reported for non-adherence with PRP or anti-VEGF injections. Conclusions The CADEES is a thorough tool for evaluating social barriers impacting adherence with DR appointments in an urban ophthalmology clinic. The survey did not identify any clinical or demographic risk factors for non-adherence in this patient population. Decreased patient self-efficacy may lead to non-adherence with the management of DR. The COVID-19 pandemic impacted the adherence of a small percentage of patients.
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Nexø MA, Baumgarten SV, Willaing I, Olesen K. Staff experiences of diabetes care in residential care facilities for people with severe disabilities in Denmark: a mixed-methods assessment of access to screening for diabetes complications. BMJ Open 2022; 12:e062403. [PMID: 36600431 PMCID: PMC9772667 DOI: 10.1136/bmjopen-2022-062403] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
OBJECTIVES To identify the prevalence of diabetes among adults (>18 years) living in residential care facilities in Denmark and to identify the structural, practical, and individual barriers and drivers related to their participation in screening programmes. DESIGN SETTING: The register-based study included all residents living in residential care facilities in Denmark. The survey and qualitative analysis were carried out exclusively in the Capital Region of Denmark. PARTICIPANTS For the register-based study, we identified 11 620 residents of care facilities in Denmark (>18 years) and identified the number of residents with diagnosis codes of type 1 or type 2 diabetes or dispensed prescriptions of blood glucose-lowering medication. Staff from 102 psychiatric facilities housing adults with severe psychiatric disabilities were invited to participate in the survey. Of these, 56 facilities participated with one responder each, of which n=16 also participated in follow-up qualitative interviews. RESULTS Register-based study: of the residents at the facilities, 954 (8%) were diagnosed with diabetes. Descriptive statistics of responses and results from content analysis of interviews were summarised in five themes that illuminated how a screening programme could be tailored to the care facilities: (1) characteristics of residents and care facilities, (2) the care needs of residents, (3) the way care was organised, (4) the specific barriers and drivers for participating in programmes, (5) number of hours and settings for screening programmes. CONCLUSION To increase the participation of people living in psychiatric care facilities in screening programmes, future programmes should be tailored to the identified needs and barriers experienced by the residential care staff.
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Lock LJ, Channa R, Brennan MB, Cao Y, Liu Y. Effect of health system on the association of rurality and level of disadvantage with receipt of diabetic eye screening. BMJ Open Diabetes Res Care 2022; 10:10/6/e003174. [PMID: 36517109 PMCID: PMC9756146 DOI: 10.1136/bmjdrc-2022-003174] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2022] [Accepted: 12/04/2022] [Indexed: 12/15/2022] Open
Abstract
INTRODUCTION Rural versus urban disparities have been observed in diabetic eye screening, but whether the level of disadvantage in rural versus urban areas is related to these disparities is unclear. Our goal was to determine the role of level of disadvantage in explaining the effect of health systems on rural and urban disparities in diabetic eye screening. RESEARCH DESIGN AND METHODS This is a retrospective cohort study using an all-payer, state-wide claims database covering over 75% of Wisconsin residents. We included adults with diabetes (18-75 years old) who had claims billed throughout the baseline (2012-2013) and measurement (2013-2014) years. We performed multivariable regressions to assess factors associated with receipt of diabetic eye screening. The primary exposure was the primary care clinic's combined level of rurality and disadvantage. We adjusted for the health system as well as patient-level variables related to demographics and comorbidities. Health system was defined as an associated group of physicians and/or clinics. RESULTS A total of 118 707 adults with diabetes from 698 primary care clinics in 143 health systems met the inclusion criteria. Patients from urban underserved clinics were less likely to receive screening than those from rural underserved clinics before adjusting for health system in the model. After adjusting for health system fixed effects, however, the directionality of the relationship between clinic rurality and screening reversed: patients from urban underserved clinics were more likely to receive screening than those from rural underserved clinics. Similar findings were observed for both Medicare and non-Medicare subgroups. CONCLUSIONS The effect of health system on receipt of diabetic eye screening in rural versus urban areas is most pronounced in underserved areas. Health systems, particularly those providing care to urban underserved populations, have an opportunity to increase screening rates by leveraging health system-level interventions to support patients in overcoming barriers from social determinants of health.
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Affiliation(s)
- Loren J Lock
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Roomasa Channa
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Meghan B Brennan
- Department of Medicine, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Ying Cao
- Department of Population Health Sciences, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
| | - Yao Liu
- Department of Ophthalmology and Visual Sciences, University of Wisconsin-Madison School of Medicine and Public Health, Madison, Wisconsin, USA
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Gregory S, Blennow K, Homer NZM, Ritchie CW, Muniz‐Terrera G. Self-reported diabetes is associated with allocentric spatial processing in the European Prevention of Alzheimer's Dementia Longitudinal Cohort Study. Eur J Neurosci 2022; 56:5917-5930. [PMID: 36103146 PMCID: PMC9828025 DOI: 10.1111/ejn.15821] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 09/07/2022] [Accepted: 09/08/2022] [Indexed: 01/12/2023]
Abstract
Type 2 diabetes is a robust predictor of cognitive impairment. Impairment in allocentric processing may help identify those at increased risk for Alzheimer's disease dementia. The objective of this study was to investigate the performance of participants with and without diabetes on a task of allocentric spatial processing. This was a cross-sectional secondary data analysis study using baseline data from the European Prevention of Alzheimer's Dementia Longitudinal Cohort Study (EPAD LCS). Participants were aged 50 years and above and were free of dementia at baseline. Participants with no missing data on the variables of interest were included in this study. Our exposure variable was diabetes reported in the medical history. Our primary outcome was the Four Mountains Test (4MT), a novel task of allocentric processing. Covariates included demographics (age, sex, family history of dementia and years of education), APOEε4 carrier status, cognitive status (Clinical Dementia Rating scale), cerebrospinal fluid phosphorylated tau and amyloid-beta 1-42. Of 1324 participants (mean age = 65.95 (±7.45)), 90 had diabetes. Participants with diabetes scored 8.32 (±2.32) on the 4MT compared with 9.24 (±2.60) for participants without diabetes. In a univariate model, diabetes was significantly associated with worse 4MT total scores (β = -.92, p = .001), remaining significant in a fully adjusted model (β = -.64, p = .01). Cerebrospinal fluid phosphorylated tau was significantly higher in participants with diabetes compared with those without. Novel cognitive tests, such as the 4MT, may be appropriate to identify early cognitive changes in this high-risk group. Identifying those at greatest risk for future neurodegeneration is key to prevention efforts.
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Affiliation(s)
- Sarah Gregory
- Edinburgh Dementia Prevention, Centre for Clinical Brain SciencesUniversity of EdinburghEdinburghUK
| | - Kaj Blennow
- Institute of Neuroscience and PhysiologyThe Sahlgrenska Academy at the University of GothenburgMölndalSweden,Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
| | - Natalie Z. M. Homer
- Mass Spectrometry Core, Edinburgh Clinical Research Facility, Queen's Medical Research InstituteUniversity of EdinburghEdinburghUK
| | - Craig W. Ritchie
- Edinburgh Dementia Prevention, Centre for Clinical Brain SciencesUniversity of EdinburghEdinburghUK
| | - Graciela Muniz‐Terrera
- Edinburgh Dementia Prevention, Centre for Clinical Brain SciencesUniversity of EdinburghEdinburghUK,Ohio State UniversityColumbusOhioUSA
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