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Sánchez-Puebla L, López-Cuenca I, Salobrar-García E, González-Jiménez M, Arias-Vázquez A, Matamoros JA, Ramírez AI, Fernández-Albarral JA, Elvira-Hurtado L, Saido TC, Saito T, Nieto-Vaquero C, Cuartero MI, Moro MA, Salazar JJ, de Hoz R, Ramírez JM. Retinal Vascular and Structural Changes in the Murine Alzheimer's APPNL-F/NL-F Model from 6 to 20 Months. Biomolecules 2024; 14:828. [PMID: 39062542 PMCID: PMC11274728 DOI: 10.3390/biom14070828] [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: 05/07/2024] [Revised: 07/02/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
Alzheimer's disease (AD) may manifest retinal changes preceding brain pathology. A transversal case-control study utilized spectral-domain OCT angiography (SD-OCTA) and Angio-Tool software 0.6a to assess retinal vascular structures and OCT for inner and outer retina thickness in the APPNL-F/NL-F AD model at 6, 9, 12, 15, 17, and 20 months old. Comparisons to age-matched wild type (WT) were performed. The analysis focused on the three vascular plexuses using AngiooTool and on retinal thickness, which was represented with the Early Treatment Diabetic Retinopathy Study (ETDRS) sectors. Compared to WT, the APPNL-F/NL-F group exhibited both vascular and structural changes as early as 6 months persisting and evolving at 15, 17, and 20 months. Significant vascular alterations, principally in the superficial vascular complex (SVC), were observed. There was a significant decrease in the vessel area and the total vessel length in SVC, intermediate, and deep capillary plexus. The inner retina in the APPNL-F/NL-F group predominantly decreased in thickness while the outer retina showed increased thickness in most analyzed time points compared to the control group. There are early vascular and structural retinal changes that precede the cognitive changes, which appear at later stages. Therefore, the natural history of the APPNL-F/NL-F model may be more similar to human AD than other transgenic models.
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Affiliation(s)
- Lidia Sánchez-Puebla
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
| | - Inés López-Cuenca
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Elena Salobrar-García
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - María González-Jiménez
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
| | - Alberto Arias-Vázquez
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
| | - José A. Matamoros
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Ana I. Ramírez
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - José A. Fernández-Albarral
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Lorena Elvira-Hurtado
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
| | - Takaomi C. Saido
- Laboratory for Proteolytic Neuroscience, Brain Science Institute, RIKEN, Wako 351-0198, Japan;
| | - Takashi Saito
- Institute of Brain Science, Faculty of Medical Sciences, Nagoya City University, Nagoya 467-8601, Japan;
| | - Carmen Nieto-Vaquero
- Centro Nacional de Investigaciones Cardiovasculares (CNIC), Neurovascular Pathophysiology, Cardiovascular Risk Factor and Brain Function Programme, 28029 Madrid, Spain; (C.N.-V.); (M.A.M.)
- Hospital 12 de Octubre Research Institute (i + 12), 28029 Madrid, Spain;
- University Institute for Research in Neurochemistry, Complutense University of Madrid (UCM), 28040 Madrid, Spain
| | - María I. Cuartero
- Hospital 12 de Octubre Research Institute (i + 12), 28029 Madrid, Spain;
- University Institute for Research in Neurochemistry, Complutense University of Madrid (UCM), 28040 Madrid, Spain
- Department of Pharmacology and Toxicology, Faculty of Medicine, Complutense University of Madrid (UCM), 28040 Madrid, Spain
| | - María A. Moro
- Centro Nacional de Investigaciones Cardiovasculares (CNIC), Neurovascular Pathophysiology, Cardiovascular Risk Factor and Brain Function Programme, 28029 Madrid, Spain; (C.N.-V.); (M.A.M.)
| | - Juan J. Salazar
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - Rosa de Hoz
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, Faculty of Optics and Optometry, Complutense University of Madrid, 28040 Madrid, Spain
| | - José M. Ramírez
- Ramon Castroviejo Institute for Ophthalmic Research, Complutense University of Madrid, 28040 Madrid, Spain; (L.S.-P.); (I.L.-C.); (E.S.-G.); (M.G.-J.); (A.A.-V.); (J.A.M.); (A.I.R.); (J.A.F.-A.); (L.E.-H.); (J.J.S.)
- Health Research Institute of the Hospital Clínico San Carlos (IdISSC), 28040 Madrid, Spain
- Department of Immunology, Ophthalmology and ENT, School of Medicine, Complutense University of Madrid, 28040 Madrid, Spain
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Ravichandran S, Snyder PJ, Alber J, Kenny MR, Rothstein A, Brown K, Murchison CF, Clay OJ, Roberson ED, Arthur E. Quantifying Putative Retinal Gliosis in Preclinical Alzheimer's Disease. Invest Ophthalmol Vis Sci 2024; 65:5. [PMID: 38696189 PMCID: PMC11077916 DOI: 10.1167/iovs.65.5.5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Accepted: 04/09/2024] [Indexed: 05/12/2024] Open
Abstract
Purpose Neuroinflammation plays a significant role in the pathology of Alzheimer's disease (AD). Mouse models of AD and postmortem biopsy of patients with AD reveal retinal glial activation comparable to central nervous system immunoreactivity. We hypothesized that the surface area of putative retinal gliosis observed in vivo using en face optical coherence tomography (OCT) imaging will be larger in patients with preclinical AD versus controls. Methods The Spectralis II instrument was used to acquire macular centered 20 × 20 and 30 × 25-degrees spectral domain OCT images of 76 participants (132 eyes). A cohort of 22 patients with preclinical AD (40 eyes, mean age = 69 years, range = 60-80 years) and 20 control participants (32 eyes, mean age = 66 years, range = 58-82 years, P = 0.11) were included for the assessment of difference in surface area of putative retinal gliosis and retinal nerve fiber layer (RNFL) thickness. The surface area of putative retinal gliosis and RNFL thickness for the nine sectors of the Early Treatment Diabetic Retinopathy Study (ETDRS) map were compared between groups using generalized linear mixed models. Results The surface area of putative retinal gliosis was significantly greater in the preclinical AD group (0.97 ± 0.55 mm2) compared to controls (0.68 ± 0.40 mm2); F(1,70) = 4.41, P = 0.039; Cohen's d = 0.61. There was no significant difference between groups for RNFL thickness in the 9 ETDRS sectors, P > 0.05. Conclusions Our analysis shows greater putative retinal gliosis in preclinical AD compared to controls. This demonstrates putative retinal gliosis as a potential biomarker for AD-related neuroinflammation.
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Affiliation(s)
- Swetha Ravichandran
- School of Optometry, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Peter J. Snyder
- Department of Neurology, Alpert Medical School of Brown University, Providence, Rhode Island, United States
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, Rhode Island, United States
| | - Jessica Alber
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, Rhode Island, United States
- George and Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, Rhode Island, United States
- Butler Hospital Memory and Aging Program, Providence, Rhode Island, United States
| | - Madelyn R. Kenny
- School of Optometry, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Andrew Rothstein
- School of Optometry, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Keisha Brown
- School of Optometry, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Charles F. Murchison
- Alzheimer's Disease Research Center, Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, United States
- Department of Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Olivio J. Clay
- Alzheimer's Disease Research Center, Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, United States
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Erik D. Roberson
- Alzheimer's Disease Research Center, Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama, United States
| | - Edmund Arthur
- School of Optometry, University of Alabama at Birmingham, Birmingham, Alabama, United States
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Chen N, Zhu Z, Yang W, Wang Q. Progress in clinical research and applications of retinal vessel quantification technology based on fundus imaging. Front Bioeng Biotechnol 2024; 12:1329263. [PMID: 38456011 PMCID: PMC10917897 DOI: 10.3389/fbioe.2024.1329263] [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: 10/28/2023] [Accepted: 02/12/2024] [Indexed: 03/09/2024] Open
Abstract
Retinal blood vessels are the only directly observed blood vessels in the body; changes in them can help effective assess the occurrence and development of ocular and systemic diseases. The specificity and efficiency of retinal vessel quantification technology has improved with the advancement of retinal imaging technologies and artificial intelligence (AI) algorithms; it has garnered attention in clinical research and applications for the diagnosis and treatment of common eye and related systemic diseases. A few articles have reviewed this topic; however, a summary of recent research progress in the field is still needed. This article aimed to provide a comprehensive review of the research and applications of retinal vessel quantification technology in ocular and systemic diseases, which could update clinicians and researchers on the recent progress in this field.
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Affiliation(s)
- Naimei Chen
- Department of Ophthalmology, Huaian Hospital of Huaian City, Huaian, China
| | - Zhentao Zhu
- Department of Ophthalmology, Huaian Hospital of Huaian City, Huaian, China
| | - Weihua Yang
- Department of Ophthalmology, Shenzhen Eye Hospital, Jinan University, Shenzhen, China
| | - Qiang Wang
- Department of Ophthalmology, Third Affiliated Hospital, Wenzhou Medical University, Ruian, China
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Popovic N, Ždralević M, Vujosevic S, Radunović M, Adžić Zečević A, Rovčanin Dragović I, Vukčević B, Popovic T, Radulović L, Vuković T, Eraković J, Lazović R, Radunović M. Retinal microvascular complexity as a putative biomarker of biological age: a pilot study. Biogerontology 2023; 24:971-985. [PMID: 37572202 DOI: 10.1007/s10522-023-10057-8] [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: 05/11/2023] [Accepted: 07/27/2023] [Indexed: 08/14/2023]
Abstract
Physiological changes associated with aging increase the risk for the development of age-related diseases. This increase is non-specific to the type of age-related disease, although each disease develops through a unique pathophysiologic mechanism. People who age at a faster rate develop age-related diseases earlier in their life. They have an older "biological age" compared to their "chronological age". Early detection of individuals with accelerated aging would allow timely intervention to postpone the onset of age-related diseases. This would increase their life expectancy and their length of good quality life. The goal of this study was to investigate whether retinal microvascular complexity could be used as a biomarker of biological age. Retinal images of 68 participants ages ranging from 19 to 82 years were collected in an observational cross-sectional study. Twenty of the old participants had age-related diseases such as hypertension, type 2 diabetes, and/or Alzheimer's dementia. The rest of the participants were healthy. Retinal images were captured by a hand-held, non-mydriatic fundus camera and quantification of the microvascular complexity was performed by using Sholl's, box-counting fractal, and lacunarity analysis. In the healthy subjects, increasing chronological age was associated with lower retinal microvascular complexity measured by Sholl's analysis. Decreased box-counting fractal dimension was present in old patients, and this decrease was 2.1 times faster in participants who had age-related diseases (p = 0.047). Retinal microvascular complexity could be a promising new biomarker of biological age. The data from this study is the first of this kind collected in Montenegro. It is freely available for use.
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Affiliation(s)
- Natasa Popovic
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro.
| | - Maša Ždralević
- Institute for Advanced Studies, University of Montenegro, Podgorica, Montenegro
| | - Stela Vujosevic
- Department of Biomedical, Surgical and Dental Sciences, University of Milan, Milan, Italy
- Eye Clinic, IRCCS MultiMedica, Milan, Italy
| | | | - Antoaneta Adžić Zečević
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- Clinical Center of Montenegro, Podgorica, Montenegro
| | | | | | - Tomo Popovic
- Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro
| | - Ljiljana Radulović
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- Clinical Center of Montenegro, Podgorica, Montenegro
| | | | | | - Ranko Lazović
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- Clinical Center of Montenegro, Podgorica, Montenegro
| | - Miodrag Radunović
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- Clinical Center of Montenegro, Podgorica, Montenegro
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Arthur E, Ravichandran S, Snyder PJ, Alber J, Strenger J, Bittner AK, Khankan R, Adams SL, Putnam NM, Lypka KR, Piantino JA, Sinoff S. Retinal mid-peripheral capillary free zones are enlarged in cognitively unimpaired older adults at high risk for Alzheimer's disease. Alzheimers Res Ther 2023; 15:172. [PMID: 37828548 PMCID: PMC10568786 DOI: 10.1186/s13195-023-01312-8] [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: 07/31/2023] [Accepted: 09/20/2023] [Indexed: 10/14/2023]
Abstract
BACKGROUND Compared to standard neuro-diagnostic techniques, retinal biomarkers provide a probable low-cost and non-invasive alternative for early Alzheimer's disease (AD) risk screening. We have previously quantified the periarteriole and perivenule capillary free zones (mid-peripheral CFZs) in cognitively unimpaired (CU) young and older adults as novel metrics of retinal tissue oxygenation. There is a breakdown of the inner retinal blood barrier, pericyte loss, and capillary non-perfusion or dropout in AD leading to potential enlargement of the mid-peripheral CFZs. We hypothesized the mid-peripheral CFZs will be enlarged in CU older adults at high risk for AD compared to low-risk individuals. METHODS 20 × 20° optical coherence tomography angiography images consisting of 512 b-scans, 512 A-scans per b-scan, 12-µm spacing between b-scans, and 5 frames averaged per each b-scan location of the central fovea and of paired major arterioles and venules with their surrounding capillaries inferior to the fovea of 57 eyes of 37 CU low-risk (mean age: 66 years) and 50 eyes of 38 CU high-risk older adults (mean age: 64 years; p = 0.24) were involved in this study. High-risk participants were defined as having at least one APOE e4 allele and a positive first-degree family history of AD while low-risk participants had neither of the two criteria. All participants had Montreal Cognitive Assessment scores ≥ 26. The mid-peripheral CFZs were computed in MATLAB and compared between the two groups. RESULTS The periarteriole CFZ of the high-risk group (75.8 ± 9.19 µm) was significantly larger than that of the low-risk group (71.3 ± 7.07 µm), p = 0.005, Cohen's d = 0.55. The perivenule CFZ of the high-risk group (60.4 ± 8.55 µm) was also significantly larger than that of the low-risk group (57.3 ± 6.40 µm), p = 0.034, Cohen's d = 0.42. There were no significant differences in foveal avascular zone (FAZ) size, FAZ effective diameter, and vessel density between the two groups, all p > 0.05. CONCLUSIONS Our results show larger mid-peripheral CFZs in CU older adults at high risk for AD, with the potential for the periarteriole CFZ to serve as a novel retinal vascular biomarker for early AD risk detection.
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Affiliation(s)
- Edmund Arthur
- School of Optometry, University of Alabama at Birmingham, Birmingham, AL, USA.
| | - Swetha Ravichandran
- School of Optometry, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Peter J Snyder
- Department of Neurology, Alpert Medical School of Brown University, Providence, RI, USA
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
| | - Jessica Alber
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
- George and Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, RI, USA
- Butler Hospital Memory & Aging Program, Providence, RI, USA
| | - Jennifer Strenger
- Butler Hospital Memory & Aging Program, Providence, RI, USA
- Department of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - Ava K Bittner
- Department of Ophthalmology, Stein Eye Institute, University of California Los Angeles, Los Angeles, CA, USA
| | - Rima Khankan
- Southern California College of Optometry, Marshall B. Ketchum University, Fullerton, CA, USA
| | | | - Nicole M Putnam
- State University of New York College of Optometry, New York, NY, USA
| | - Karin R Lypka
- Bascom Palmer Eye Institute, University of Miami, Miami, FL, USA
| | - Juan A Piantino
- Department of Pediatrics, Oregon Health & Science University, Portland, OR, USA
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Popovic N, Vujosevic S, Radunović M, Radunović M, Popovic T. TREND database: Retinal images of healthy young subjects visualized by a portable digital non-mydriatic fundus camera. PLoS One 2021; 16:e0254918. [PMID: 34297749 PMCID: PMC8301647 DOI: 10.1371/journal.pone.0254918] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Accepted: 07/06/2021] [Indexed: 01/22/2023] Open
Abstract
Topological characterization of the Retinal microvascular nEtwork visualized by portable fuNDus camera (TREND) is a database comprising of 72 color digital retinal images collected from the students of the Faculty of Medicine at the University of Montenegro, in the period from February 18th to March 11th 2020. The database also includes binarized images of manually segmented microvascular networks associated with each raw image. The participant demographic characteristics, health status, and social habits information such as age, sex, body mass index, smoking history, alcohol use, as well as previous medical history was collected. As proof of the concept, a smaller set of 10 color digital fundus images from healthy older participants is also included. Comparison of the microvascular parameters of these two sets of images demonstrate that digital fundus images recorded with a hand-held portable camera are able to capture the changes in patterns of microvascular network associated with aging. The raw images from the TREND database provide a standard that defines normal retinal anatomy and microvascular network geometry in young healthy people in Montenegro as it is seen with the digital hand-held portable non-mydriatic MiiS HORUS Scope DEC 200.This knowledge could facilitate the application of this technology at the primary level of health care for large scale telematic screening for complications of chronic diseases, such as hypertensive and diabetic retinopathy. In addition, it could aid in the development of new methods for early detection of age-related changes in the retina, systemic chronic diseases, as well as eye-specific diseases. The associated manually segmented images of the microvascular networks provide the standard that can be used for development of automatic software for image quality assessment, segmentation of microvascular network, and for computer-aided detection of pathological changes in retina. The TREND database is freely available at https://doi.org/10.5281/zenodo.4521043.
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Affiliation(s)
- Natasa Popovic
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
- * E-mail:
| | | | | | - Miodrag Radunović
- Faculty of Medicine, University of Montenegro, Podgorica, Montenegro
| | - Tomo Popovic
- Faculty for Information Systems and Technologies, University of Donja Gorica, Podgorica, Montenegro
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