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Amir Hamzah NA, Wan Zaki WMD, Wan Abdul Halim WH, Mustafar R, Saad AH. Evaluating the potential of retinal photography in chronic kidney disease detection: a review. PeerJ 2024; 12:e17786. [PMID: 39104365 PMCID: PMC11299532 DOI: 10.7717/peerj.17786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2024] [Accepted: 06/30/2024] [Indexed: 08/07/2024] Open
Abstract
Background Chronic kidney disease (CKD) is a significant global health concern, emphasizing the necessity of early detection to facilitate prompt clinical intervention. Leveraging the unique ability of the retina to offer insights into systemic vascular health, it emerges as an interesting, non-invasive option for early CKD detection. Integrating this approach with existing invasive methods could provide a comprehensive understanding of patient health, enhancing diagnostic accuracy and treatment effectiveness. Objectives The purpose of this review is to critically assess the potential of retinal imaging to serve as a diagnostic tool for CKD detection based on retinal vascular changes. The review tracks the evolution from conventional manual evaluations to the latest state-of-the-art in deep learning. Survey Methodology A comprehensive examination of the literature was carried out, using targeted database searches and a three-step methodology for article evaluation: identification, screening, and inclusion based on Prisma guidelines. Priority was given to unique and new research concerning the detection of CKD with retinal imaging. A total of 70 publications from 457 that were initially discovered satisfied our inclusion criteria and were thus subjected to analysis. Out of the 70 studies included, 35 investigated the correlation between diabetic retinopathy and CKD, 23 centered on the detection of CKD via retinal imaging, and four attempted to automate the detection through the combination of artificial intelligence and retinal imaging. Results Significant retinal features such as arteriolar narrowing, venular widening, specific retinopathy markers (like microaneurysms, hemorrhages, and exudates), and changes in arteriovenous ratio (AVR) have shown strong correlations with CKD progression. We also found that the combination of deep learning with retinal imaging for CKD detection could provide a very promising pathway. Accordingly, leveraging retinal imaging through this technique is expected to enhance the precision and prognostic capacity of the CKD detection system, offering a non-invasive diagnostic alternative that could transform patient care practices. Conclusion In summary, retinal imaging holds high potential as a diagnostic tool for CKD because it is non-invasive, facilitates early detection through observable microvascular changes, offers predictive insights into renal health, and, when paired with deep learning algorithms, enhances the accuracy and effectiveness of CKD screening.
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Affiliation(s)
- Nur Asyiqin Amir Hamzah
- Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, UKM Bangi, Selangor, Malaysia
- Faculty of Engineering and Technology, Multimedia University, Ayer Keroh, Melaka, Malaysia
| | - Wan Mimi Diyana Wan Zaki
- Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, UKM Bangi, Selangor, Malaysia
| | | | - Ruslinda Mustafar
- Faculty of Medicine, Universiti Kebangsaan Malaysia, Cheras, Kuala Lumpur, Malaysia
| | - Assyareefah Hudaibah Saad
- Faculty of Engineering and Built Environment, Universiti Kebangsaan Malaysia, UKM Bangi, Selangor, Malaysia
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Feng J, Xie X, Teng Z, Fei W, Zhen Y, Liu J, Yang L, Chen S. Retinal Microvascular Diameters are Associated with Diabetic Kidney Disease in Patients with Type 2 Diabetes Mellitus. Diabetes Metab Syndr Obes 2023; 16:1821-1831. [PMID: 37366485 PMCID: PMC10290843 DOI: 10.2147/dmso.s415667] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 06/13/2023] [Indexed: 06/28/2023] Open
Abstract
Objective To investigate the association between retinal microvascular diameters and diabetic kidney disease (DKD) in patients with type 2 diabetes mellitus (T2DM). Methods A total of 690 patients with T2DM were included in this retrospective study. Patients were divided into DKD and non-DKD groups according to urine microalbumin/creatinine ratio and estimated glomerular filtration rate. Retinal microvascular diameters were measured by the automated retinal image analysis system. Multivariate logistic regression analysis and restricted cubic splines were used to assess the relationships between the retinal microvascular diameters and DKD in patients with T2DM. Results Multivariate logistic regression showed that widened diameters of retinal venules and narrowed diameters of retinal arterioles were associated with DKD after adjusting for potential confounding variables. There was a significant linear trend between the diameters of superior temporal retinal venula (P for trend < 0.001, P for non-linearity = 0.080), inferior temporal retinal venula (P for trend < 0.001, P for non-linearity = 0.111) and central retinal venular equivalent (CRVE) (P for trend < 0.001, P for non-linearity = 0.392) and risk of DKD in patients with T2DM. The restricted cubic splines showed that narrowed retinal arteriolar diameters, superior and inferior nasal retinal venulas were associated with the risk of DKD in a non-linear fashion (all P for non-linearity < 0.001). Conclusion Wider retinal venular diameters and narrower retinal arteriolar diameters were associated with an increased risk of DKD in patients with T2DM. Widened retinal venular diameters, especially CRVE, superior and inferior temporal retinal venula, were positively associated with an increased risk of DKD in a linear fashion. In contrast, narrowed retinal arteriolar diameters were associated with the risk of DKD in a non-linear fashion.
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Affiliation(s)
- Jing Feng
- Department of Endocrinology, Hebei Medical University, Shijiazhuang, Hebei Province, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
- Hebei Key Laboratory of Metabolic Disease, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Xiaohua Xie
- Department of Neurology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Zhenjie Teng
- Department of Neurology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
- Department of Neurology, Hebei Medical University, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Wenjie Fei
- Department of Endocrinology, Hebei Medical University, Shijiazhuang, Hebei Province, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Yunfeng Zhen
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Jingzhen Liu
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Liqun Yang
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
| | - Shuchun Chen
- Department of Endocrinology, Hebei Medical University, Shijiazhuang, Hebei Province, People’s Republic of China
- Department of Endocrinology, Hebei General Hospital, Shijiazhuang, Hebei Province, People’s Republic of China
- Hebei Key Laboratory of Metabolic Disease, Shijiazhuang, Hebei Province, People’s Republic of China
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Aronov M, Allon R, Stave D, Belkin M, Margalit E, Fabian ID, Rosenzweig B. Retinal Vascular Signs as Screening and Prognostic Factors for Chronic Kidney Disease: A Systematic Review and Meta-Analysis of Current Evidence. J Pers Med 2021; 11:jpm11070665. [PMID: 34357132 PMCID: PMC8307097 DOI: 10.3390/jpm11070665] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2021] [Accepted: 07/13/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The substantial burden of kidney disease fosters interest in new ways of screening for early disease diagnosis, especially by non-invasive imaging. Increasing evidence for an association between retinal microvascular signs and kidney disease prompted us to investigate the relevant current literature on such an association systematically by performing a meta-analysis of our findings. METHODS We scrutinized the current literature by searching PubMed and Embase databases from for clinical studies of the association between retinal microvascular signs and prevalent or incident kidney disease. After excluding cases that did not meet our criteria, we extracted relevant data from 42 published studies (9 prospective, 32 cross-sectional, and 1 retrospective). RESULTS Our investigation yielded significant associations between retinal vascular changes (including retinopathy and retinal vascular diameter) and kidney dysfunction (including chronic kidney disease (CKD), end-stage renal disease (ESRD), albuminuria, and estimated glomerular filtration rate (eGFR) decline). According to our meta-analysis, retinopathy was associated with ESRD (hazard ratio (HR) 2.12 (95% confidence interval CI; 1.39-3.22)) and with CKD prevalence in the general population (odds ratio (OR) 1.31 (95% CI; 1.14-1.50)), and specifically in type 2 diabetic patients (OR 1.68 (95% CI; 1.68-2.16)). CRAE was associated with prevalent CKD (OR 1.41 (95% CI; 1.09-1.82)). CONCLUSIONS Our findings suggest that the retinal microvasculature can provide essential data about concurrent kidney disease status and predict future risk for kidney disease development and progression.
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Affiliation(s)
- Michael Aronov
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
- Correspondence: ; Tel.: +972-77-2009796
| | - Raviv Allon
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Danielle Stave
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Michael Belkin
- The Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer 5262000, Israel; (M.B.); (I.D.F.)
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Eyal Margalit
- SPRING Biomed Vision Ltd. 8, Haneviim St., Haifa 3350109, Israel; (R.A.); (D.S.); (E.M.)
| | - Ido Didi Fabian
- The Goldschleger Eye Institute, Sheba Medical Center, Tel Hashomer 5262000, Israel; (M.B.); (I.D.F.)
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
| | - Barak Rosenzweig
- Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv 69978, Israel
- Department of Urology, Sheba Medical Center, Tel Hashomer 5262000, Israel;
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Comprehensive retinal vascular measurements: a novel association with renal function in type 2 diabetic patients in China. Sci Rep 2020; 10:13737. [PMID: 32792602 PMCID: PMC7426409 DOI: 10.1038/s41598-020-70408-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 06/26/2020] [Indexed: 02/07/2023] Open
Abstract
To examine the association between various retinal vascular measurements and microalbuminuria in patients with type 2 diabetes in a northwestern China study. Data from 911 patients with type 2 diabetes were analyzed. Novel retinal vascular measurements from the whole vascular tree were extracted using a validated fully automatic computer program. Retinal vascular measurements were analyzed continuously and categorically for associations with microalbuminuria using multiple logistic regressions, adjusted for related variables. In logistic regression adjusting for multiple variables, microalbuminuria was associated with smaller peripheral arteriolar caliber, larger peripheral venular caliber, larger arteriolar tortuosity, and smaller arteriolar fractal dimension (p = 0.028, p < 0.001, p = 0.038, p = 0.035, respectively). In further categorical analyses, microalbuminuria was related to smaller peripheral arteriolar caliber [T1 vs. T3: odds ratio (OR) 2.029; 95% confidence interval (CI) 1.186–3.473], larger peripheral venular caliber (T1 vs. T3: OR 0.609; 95% CI 0.362–1.024), and smaller arteriolar fractal dimension (T1 vs. T3: OR 1.659; 95% CI 1.028–2.675). Microalbuminuria in type 2 diabetes is associated with both retinal vascular caliber and geometry. These noninvasive vascular measurements serve as potential preclinical markers to identify populations at high risk of early kidney disease in the course of diabetes.
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d'Annunzio G, Beccaria A, Pistorio A, Verrina E, Minuto N, Pontremoli R, La Valle A, Maghnie M. Predictors of renal complications in pediatric patients with type 1 diabetes mellitus: A prospective cohort study. J Diabetes Complications 2018; 32:955-960. [PMID: 30120024 DOI: 10.1016/j.jdiacomp.2018.02.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Revised: 01/30/2018] [Accepted: 02/10/2018] [Indexed: 01/24/2023]
Abstract
AIMS Diabetic Nephropathy (DN) is rarely encountered in childhood, otherwise early subclinical abnormalities are detectable few years after diabetes diagnosis. Our aim was to evaluate the incidence rate of microalbuminuria in childhood onset type 1 diabetes (DM1) patients. Secondary aim was to examine which variables could influence the development of DN. METHODS We longitudinally evaluated 137 young patients with DM1 from diagnosis (1994-2004) for a median of 11.8 years (1st-3rd q: 9.7-15.0). Overnight albumin excretion rate, degree of metabolic control, presence of microangiopathic complications and autoimmune co-morbidities were retrospectively collected. RESULTS DN was observed in 16/137 cases (11.7%), with an incidence rate of 10.0 per 1000 person-years. Young T1D patients with persistent micro/macro-albuminuria were more likely to have higher HbA1c concentrations over the last four years (P = 0.04), and were more likely to have retinopathy (P = 0.011) and subclinical peripheral neuropathy (P = 0.003). CONCLUSIONS DN predictors were age at DM1 diagnosis and mean HbA1c levels. Even if DN incidence is lower than reported, periodical screening is mandatory. Moreover, borderline microalbuminuria as additional risk factor deserves attention.
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Affiliation(s)
- Giuseppe d'Annunzio
- Pediatric Clinic, Regional Center for Pediatric Diabetes, IRCCS Istituto Giannina Gaslini, Genoa, Italy.
| | - Andrea Beccaria
- Pediatric Clinic, Regional Center for Pediatric Diabetes, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Angela Pistorio
- Epidemiology and Biostatistics Service, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Enrico Verrina
- Dialysis Unit, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Nicola Minuto
- Pediatric Clinic, Regional Center for Pediatric Diabetes, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Roberto Pontremoli
- University of Genoa, Genoa, Italy; IRCCS AOU San Martino-IST, Genoa, Italy
| | - Alberto La Valle
- Pediatric Clinic, Regional Center for Pediatric Diabetes, IRCCS Istituto Giannina Gaslini, Genoa, Italy
| | - Mohamad Maghnie
- Pediatric Clinic, Regional Center for Pediatric Diabetes, IRCCS Istituto Giannina Gaslini, Genoa, Italy
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