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Purohit N, Goyal A, Gupta V, Gupta PC, Singh P, Prinja S. Measuring the quality of life of patients with diabetic retinopathy in northern India: a comparison of generic and vision specific instruments. Health Qual Life Outcomes 2025; 23:17. [PMID: 39985016 PMCID: PMC11846259 DOI: 10.1186/s12955-025-02340-8] [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: 10/17/2024] [Accepted: 02/03/2025] [Indexed: 02/23/2025] Open
Abstract
BACKGROUND Estimation of health-related quality of life (HRQoL) in diabetic retinopathy (DR) patients is important to assess the impact of disease, to monitor the treatment outcomes, and conduct health technology assessments. The study aimed to measure the HRQoL in DR patients using the generic as well as disease specific instruments, identify the determinants of HRQoL, empirically investigate the concurrent validity between the QoL instruments, and to develop statistical approaches to map NEI-VFQ-25 (National Eye Institute- Visual Function Questionnaire- 25) composite score based on EQ-5D-5 L (EuroQol 5-dimensions 5-levels) utility values. METHODS A facility based cross-sectional study was carried out to measure the HRQoL of 300 DR patients using EQ-5D-5 L, EuroQol visual analogue scale (EQ-VAS), and NEI-VFQ-25 instruments. Mean HRQoL scores, along with DR state specific and visual acuity specific utility values were analysed. Pearson correlation coefficient was used to ascertain concurrent validity between NEI-VFQ-25 composite score and its sub-scale scores, EQ-5D-5L index value, and EQ-VAS score. Lastly, we evaluated statistical models using predictor sets based on the EQ-5D-5 L utility scores to estimate NEI-VFQ-25 scores. RESULTS The mean EQ-5D-5 L utility value for DR patients was 0.69 (95% CI: 0.65-0.73). The mean NEI-VFQ-25 composite score and EQ-VAS score were 61.1 (95% CI: 57.5-64.5), and 67.6 (95% CI: 65.6-69.5), respectively. Both EQ-5D-5 L and EQ-VAS had a strong concurrent validity with NEI-VFQ-25 composite score. 'Tobit regression with log of composite score' was assessed to the preferred model to predict the NEI-VFQ-25 composite score using EQ-5D-5L utility values. CONCLUSION Diabetic retinopathy has a decremental impact on quality of life, which increases with severity in vision loss. Both generic as well as disease-specific outcome measures are equally reliable to determine quality of life of patients with DR. The EQ-5D-5 L can be utilized for measurement of HRQoL in DR in clinical settings to optimize time of clinicians, with further derivation of NEI-VFQ-25 values through application of the crosswalk algorithm for predicting vision- related QoL.
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Affiliation(s)
- Neha Purohit
- Department of Community Medicine, School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012, India
| | - Aarti Goyal
- Department of Community Medicine, School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012, India
| | - Vishali Gupta
- Department of Ophthalmology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Parul Chawla Gupta
- Department of Ophthalmology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Prakash Singh
- Department of Community Medicine, School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012, India
| | - Shankar Prinja
- Department of Community Medicine, School of Public Health, Post Graduate Institute of Medical Education and Research, Sector-12, Chandigarh, 160012, India.
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Mohamed Z, Vankudre GS, Ayyappan JP, Noushad B, Alzeedi AN, Alazzani SS, Alkaabi AJ. Vision-Related Quality of Life Among Diabetic Retinopathy Patients in a Hospital-Based Population in the Sultanate of Oman. CLINICAL OPTOMETRY 2024; 16:123-129. [PMID: 38784861 PMCID: PMC11114135 DOI: 10.2147/opto.s462498] [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: 03/05/2024] [Accepted: 05/03/2024] [Indexed: 05/25/2024]
Abstract
Background The global prevalence of diabetic retinopathy (DR) among individuals with diabetes is 22.27%. This highlights the likelihood of developing burden of retinopathy within the at risk population and can have a detrimental impact on an individual's quality of life (QoL). The aim of this study is to assess the vision-related QoL in individuals with (DR) in a hospital-based population in the Al-Buraimi governorate, Sultanate of Oman. Methods The study was conducted in the Ophthalmology Outpatient Department of Al Buraimi Hospital and Polyclinic. This study enrolled 218 patients (114 males, 104 females) diagnosed with DR. The NEI-VFQ-25 questionnaire was adopted in this study. The patients were classified into different groups according to their type of diabetes and other relevant demographic information. Results A total of 218 patients responded to the NEI-VFQ-25 questionnaire. The mean age of the participants was 57.49 ± 12.3 years, 52.3% were male, and 47.7% were female. The overall QoL score was 41.53± 20.8. Patients aged more than 75 years had the lowest QoL scores compared with the other age groups (p = 0.02). The results showed that the duration of diabetes had no significant impact on the overall QoL scores (p = 0.06). A higher QoL score was observed among patients with type II diabetes mellitus (DM) than with type I diabetes mellitus (p = 0.01). Patients diagnosed with proliferative DR (PDR) had a significantly lower QoL score than those diagnosed at other stages (p < 0.001). Conclusion The QoL of the population with DR is negatively affected by various factors, including demographics, disease severity, and in patients with DM type II. It is important to consider these factors to enhance QoL in patients with DR. Regular evaluation of an individual's QoL is beneficial for both physicians and healthcare teams.
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Affiliation(s)
- Zoelfigar Mohamed
- Department of Optometry, College of Health Sciences, University of Buraimi, Al Buraimi, Sultanate of Oman
| | - Gopi Suesh Vankudre
- Department of Optometry, College of Health Sciences, University of Buraimi, Al Buraimi, Sultanate of Oman
| | - Janitha Plackal Ayyappan
- Department of Optometry, College of Health Sciences, University of Buraimi, Al Buraimi, Sultanate of Oman
| | - Babu Noushad
- Department of Optometry, College of Health Sciences, University of Buraimi, Al Buraimi, Sultanate of Oman
| | | | | | - Aisha Juma Alkaabi
- Department of Optometry, College of Health Sciences, University of Buraimi, Al Buraimi, Sultanate of Oman
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Bartol-Puyal FDA, Chacón González M, Arias-Peso B, García Navarro D, Méndez-Martínez S, Ruiz del Tiempo MP, Sáez Comet L, Pablo Júlvez L. Vision-Related Quality of Life in Patients with Systemic Lupus Erythematosus. Healthcare (Basel) 2024; 12:540. [PMID: 38470651 PMCID: PMC10931292 DOI: 10.3390/healthcare12050540] [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: 12/09/2023] [Revised: 01/22/2024] [Accepted: 02/21/2024] [Indexed: 03/14/2024] Open
Abstract
PURPOSE To assess vision-related quality of life (VRQoL) in patients with systemic lupus erythematosus (SLE) under treatment with hydroxychloroquine (HCQ), and to find the influencing factors. METHODS Cross-sectional study enrolling SLE patients for less than ten years (Group 1), SLE patients for more than ten years (Group 2), and healthy controls (Group 3). SLE patients should be under treatment with HCQ but without ophthalmological affection. Schirmer test, best-corrected visual acuity (BCVA), axial length (AL) with optical biometry, and swept-source optical coherence tomography-angiography (OCTA) Triton (Topcon) were performed. All participants fulfilled the Impact of Visual Impairment questionnaire, and SLE patients answered the Lupus Impact Tracker (LIT) questionnaire. Additional data were obtained from clinical records. RESULTS A totals of 41 eyes (41 patients), 31 eyes (31 patients) and 45 eyes (45 volunteers) were enrolled in the study groups. The mean ages were 41.09 ± 9.56, 45.06 ± 8.47 and 40.25 ± 10.83 years, respectively (p = 0.10). The LIT outcomes were 33.49 ± 20.74 and 35.98 ± 22.66 (p = 0.63), respectively. Group 3 referred to a better VRQoL than Group 2 in all categories and than Group 1 in some of them. A linear regression analysis showed that serum ferritin, SLE activity scales, body-mass index (BMI), age, and BCVA influenced VRQoL. The LIT questionnaire was correlated to two categories of the Impact of Visual Impairment questionnaire (IVI). CONCLUSIONS Despite no ophthalmological affection, SLE patients refer to poorer VRQoL because of disease activity and a low health-related quality of life, which has a negative influence on VRQoL. This masks the effect of other ophthalmological conditions such as dry eyes. Other variables influencing VRQoL are age and BMI, and BCVA, to a lesser extent.
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Affiliation(s)
- Francisco de Asís Bartol-Puyal
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
- Surgery Department, Universidad de Zaragoza, 50018 Zaragoza, Spain
| | - María Chacón González
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
| | - Borja Arias-Peso
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
| | - Damián García Navarro
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
| | - Silvia Méndez-Martínez
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
| | - María Pilar Ruiz del Tiempo
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
| | - Luis Sáez Comet
- Internal Medicine Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
| | - Luis Pablo Júlvez
- Ophthalmology Department, Miguel Servet University Hospital, 50009 Zaragoza, Spain
- Miguel Servet Ophthalmology Research Group (GIMSO), Aragón Institute for Health Research (IIS Aragón), 50009 Zaragoza, Spain
- Surgery Department, Universidad de Zaragoza, 50018 Zaragoza, Spain
- Biotech Vision SLP, University of Zaragoza, 50009 Zaragoza, Spain
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Castro BFM, Steel JC, Layton CJ. AAV-Based Strategies for Treatment of Retinal and Choroidal Vascular Diseases: Advances in Age-Related Macular Degeneration and Diabetic Retinopathy Therapies. BioDrugs 2024; 38:73-93. [PMID: 37878215 PMCID: PMC10789843 DOI: 10.1007/s40259-023-00629-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/20/2023] [Indexed: 10/26/2023]
Abstract
Age-related macular degeneration (AMD) and diabetic retinopathy (DR) are vascular diseases with high prevalence, ranking among the leading causes of blindness and vision loss worldwide. Despite being effective, current treatments for AMD and DR are burdensome for patients and clinicians, resulting in suboptimal compliance and real risk of vision loss. Thus, there is an unmet need for long-lasting alternatives with improved safety and efficacy. Adeno-associated virus (AAV) is the leading vector for ocular gene delivery, given its ability to enable long-term expression while eliciting relatively mild immune responses. Progress has been made in AAV-based gene therapies for not only inherited retinal diseases but also acquired conditions with preclinical and clinical studies of AMD and DR showing promising results. These studies have explored several pathways involved in the disease pathogenesis, as well as different strategies to optimise gene delivery. These include engineered capsids with enhanced tropism to particular cell types, and expression cassettes incorporating elements for a targeted and controlled expression. Multiple-acting constructs have also been investigated, in addition to gene silencing and editing. Here, we provide an overview of strategies employing AAV-mediated gene delivery to treat AMD and DR. We discuss preclinical efficacy studies and present the latest data from clinical trials for both diseases.
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Affiliation(s)
- Brenda F M Castro
- LVF Ophthalmology Research Centre, Translational Research Institute, Brisbane, QLD, 4102, Australia.
- Greenslopes Clinical School, University of Queensland School of Medicine, Brisbane, QLD, Australia.
| | - Jason C Steel
- LVF Ophthalmology Research Centre, Translational Research Institute, Brisbane, QLD, 4102, Australia
- Greenslopes Clinical School, University of Queensland School of Medicine, Brisbane, QLD, Australia
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, QLD, Australia
| | - Christopher J Layton
- LVF Ophthalmology Research Centre, Translational Research Institute, Brisbane, QLD, 4102, Australia.
- Greenslopes Clinical School, University of Queensland School of Medicine, Brisbane, QLD, Australia.
- School of Health, Medical and Applied Sciences, Central Queensland University, Rockhampton, QLD, Australia.
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Fan C, Liu Y, Huai B, Sheng Y, Wu T, Gao W, Chen H, Wang H, Wang Y. Disease perception and experience in people with diabetic retinopathy: A qualitative study. Nurs Open 2023; 10:2150-2157. [PMID: 36377550 PMCID: PMC10006591 DOI: 10.1002/nop2.1462] [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: 10/14/2021] [Revised: 09/28/2022] [Accepted: 10/22/2022] [Indexed: 11/16/2022] Open
Abstract
AIM The aim of this study was to investigate the lived experience of people with diabetic retinopathy and to understand the impact of the disease on them including the practical problems faced in the day-to-day life. DESIGN Descriptive qualitative research. METHODS A convenience sample of 11 patients with diabetic retinopathy who were hospitalized in a tertiary hospitals in Shandong province of China were enrolled. Data were collected using semi-structured in-depth interviews. The six-stage thematic analysis of Braun and Clarke was used for data analysis. RESULTS Three themes and 12 sub-themes were extracted, namely: countdown to darkness (lack of disease knowledge, bystander's perspective, distrust of grassroots hospitals); Endless abyss (action restrictions, social isolation, stigma, lost of meaning in life, catastrophizing explanations, a heavy burden); Light chaser (craving for light, turning points in behaviour, self-adjustment).
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Affiliation(s)
- Chunmei Fan
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Yuzhao Liu
- Qingdao University, Qingdao, Shandong Province, China
| | - Baosha Huai
- Qilu Hospital of Shandong University, Jinan, Shandong Province, China
| | - Yuan Sheng
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Tinglan Wu
- School of Nursing and Rehabilitation, Shandong University, Jinan, Shandong Province, China
| | - Wei Gao
- Qilu Hospital of Shandong University, Jinan, Shandong Province, China.,Nursing Theory & Practice Innovation Research Center of Shandong University, Jinan, Shandong Province, China
| | - Hongmei Chen
- Qilu Hospital of Shandong University, Jinan, Shandong Province, China
| | - Hong Wang
- Qilu Hospital of Shandong University, Jinan, Shandong Province, China
| | - Yangang Wang
- The Affiliated Hospital of Qingdao University, Qingdao, Shandong Province, China
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Al-Dairi W, Al Dehailan AM, Alhammadi Y, Aljohar HI, Alhadi FA, Alhaboob ZA, Zakaria OM. Vision-Related Quality of Life in Patients With Keratoconus: A Nationwide Study in Saudi Arabia. Cureus 2023; 15:e35178. [PMID: 36960261 PMCID: PMC10029697 DOI: 10.7759/cureus.35178] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/19/2023] [Indexed: 02/21/2023] Open
Abstract
PURPOSE To evaluate the impact of keratoconus (KC) on quality of life and assess visual performance via the National Eye Institute Visual Functioning Questionnaire-25 (NEI-VFQ-25) in the Saudi population. PATIENTS AND METHODS A descriptive cross-sectional study was conducted using the NEI-VFQ-25 to evaluate the vision-related quality of life among previously diagnosed KC patients. An online questionnaire was used to distribute the validated survey through various social media networks. The data were extracted, reviewed, coded, and then analyzed using the Statistical Package for Social Sciences (SPSS) version 26 (IBM Corp., Armonk, NY). RESULTS A total of 429 patients completed the questionnaire. The overall score of NEI-VFQ-25 was 58.6 (SD: 18.0). The visual performance was worse in females than males (with a score of 55.1), especially in patients aged less than 30 years. Visual function improved with the use of low-vision aids (spectacles and contact lenses) compared with those who did not use them. CONCLUSION Our study confirms the functional impairment in patients with KC, especially in females, patients aged less than 30 years, and those with no low-vision aids. Moreover, it suggests a significant role of these vision aids (spectacles and contact lenses) in improving the quality of life in patients with KC.
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Affiliation(s)
| | | | | | | | | | | | - Ossama M Zakaria
- Pediatric Surgery, Suez Canal University, Ismailia, EGY
- Surgery/Pediatric Surgery, King Faisal University, Al Ahsa, SAU
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Khan R, Saha SK, Frost S, Kanagasingam Y, Raman R. The Longitudinal Assessment of Vascular Parameters of the Retina and Their Correlations with Systemic Characteristics in Type 2 Diabetes-A Pilot Study. Vision (Basel) 2022; 6:vision6030045. [PMID: 35893762 PMCID: PMC9326718 DOI: 10.3390/vision6030045] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 05/18/2022] [Accepted: 06/30/2022] [Indexed: 11/16/2022] Open
Abstract
The aim of the study was to assess various retinal vessel parameters of diabetes mellitus (DM) patients and their correlations with systemic factors in type 2 DM. A retrospective exploratory study in which 21 pairs of baseline and follow-up images of patients affected by DM were randomly chosen from the Sankara Nethralaya−Diabetic Retinopathy Study (SN DREAMS) I and II datasets. Patients’ fundus was photographed, and the diagnosis was made based on Klein classification. Vessel thickness parameters were generated using a web-based retinal vascular analysis platform called VASP. The thickness changes between the baseline and follow-up images were computed and normalized with the actual thicknesses of baseline images. The majority of parameters showed 10~20% changes over time. Vessel width in zone C for the second vein was significantly reduced from baseline to follow-up, which showed positive correlations with systolic blood pressure and serum high-density lipoproteins. Fractal dimension for all vessels in zones B and C and fractal dimension for vein in zones A, B and C showed a minimal increase from baseline to follow-up, which had a linear relationship with diastolic pressure, mean arterial pressure, serum triglycerides (p < 0.05). Lacunarity for all vessels and veins in zones A, B and C showed a minimal decrease from baseline to follow-up which had a negative correlation with pulse pressure and positive correlation with serum triglycerides (p < 0.05). The vessel widths for the first and second arteries significantly increased from baseline to follow-up and had an association with high-density lipoproteins, glycated haemoglobin A1C, serum low-density lipoproteins and total serum cholesterol. The central reflex intensity ratio for the second artery was significantly decreased from baseline to follow-up, and positive correlations were noted with serum triglyceride, serum low-density lipoproteins and total serum cholesterol. The coefficients for branches in zones B and C artery and the junctional exponent deviation for the artery in zone A decreased from baseline to follow-up showed positive correlations with serum triglycerides, serum low-density lipoproteins and total serum cholesterol. Identifying early microvascular changes in diabetic patients will allow for earlier intervention, improve visual outcomes and prevent vision loss.
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Affiliation(s)
- Rehana Khan
- Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Chennai 600006, Tamil Nadu, India;
| | - Sajib K Saha
- Australian e-Health Research Centre, The Commonwealth Scientific and Industrial Research Organisation (CSIRO), Kensington, WA 6151, Australia; (S.K.S.); (S.F.)
| | - Shaun Frost
- Australian e-Health Research Centre, The Commonwealth Scientific and Industrial Research Organisation (CSIRO), Kensington, WA 6151, Australia; (S.K.S.); (S.F.)
| | - Yogesan Kanagasingam
- Digital Health and Telemedicine, The University of Notre Dame, Fremantle, WA 6160, Australia;
| | - Rajiv Raman
- Shri Bhagwan Mahavir Vitreoretinal Services, Sankara Nethralaya, Chennai 600006, Tamil Nadu, India;
- Correspondence: ; Tel.: +91-44-28271616
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Zhang G, Sun B, Chen Z, Gao Y, Zhang Z, Li K, Yang W. Diabetic Retinopathy Grading by Deep Graph Correlation Network on Retinal Images Without Manual Annotations. Front Med (Lausanne) 2022; 9:872214. [PMID: 35492360 PMCID: PMC9046841 DOI: 10.3389/fmed.2022.872214] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Accepted: 03/18/2022] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Diabetic retinopathy, as a severe public health problem associated with vision loss, should be diagnosed early using an accurate screening tool. While many previous deep learning models have been proposed for this disease, they need sufficient professional annotation data to train the model, requiring more expensive and time-consuming screening skills. METHOD This study aims to economize manual power and proposes a deep graph correlation network (DGCN) to develop automated diabetic retinopathy grading without any professional annotations. DGCN involves the novel deep learning algorithm of a graph convolutional network to exploit inherent correlations from independent retinal image features learned by a convolutional neural network. Three designed loss functions of graph-center, pseudo-contrastive, and transformation-invariant constrain the optimisation and application of the DGCN model in an automated diabetic retinopathy grading task. RESULTS To evaluate the DGCN model, this study employed EyePACS-1 and Messidor-2 sets to perform grading results. It achieved an accuracy of 89.9% (91.8%), sensitivity of 88.2% (90.2%), and specificity of 91.3% (93.0%) on EyePACS-1 (Messidor-2) data set with a confidence index of 95% and commendable effectiveness on receiver operating characteristic (ROC) curve and t-SNE plots. CONCLUSION The grading capability of this study is close to that of retina specialists, but superior to that of trained graders, which demonstrates that the proposed DGCN provides an innovative route for automated diabetic retinopathy grading and other computer-aided diagnostic systems.
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Affiliation(s)
- Guanghua Zhang
- Department of Intelligence and Automation, Taiyuan University, Taiyuan, China
- Graphics and Imaging Laboratory, University of Girona, Girona, Spain
| | - Bin Sun
- Shanxi Eye Hospital, Taiyuan, China
| | - Zhixian Chen
- Department of Intelligence and Automation, Taiyuan University, Taiyuan, China
| | - Yuxi Gao
- Shanxi Finance and Taxation College, Taiyuan, China
| | | | - Keran Li
- The Laboratory of Artificial Intelligence and Bigdata in Ophthalmology, The Affiliated Eye Hospital of Nanjing Medical University, Nanjing, China
| | - Weihua Yang
- The Laboratory of Artificial Intelligence and Bigdata in Ophthalmology, The Affiliated Eye Hospital of Nanjing Medical University, Nanjing, China
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