The new era of retinal imaging in hypertensive patients
Structural and functional alterations in the microcirculation by systemic hypertension can cause significant organ damage at the eye, heart, brain, and kidneys. As the retina is the only tissue in the body that allows direct imaging of small vessels, the relationship of hypertensive retinopathy sign...
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sg-ntu-dr.10356-1650282023-12-29T06:48:24Z The new era of retinal imaging in hypertensive patients Tan, Wilson Yao, Xinwen Le, Thu-Thao Tan, Bingyao Schmetterer, Leopold Chua, Jacqueline School of Chemical and Biomedical Engineering Singapore Eye Research Institute Duke-National University of Singapore Medical School SERI-NTU Advanced Ocular Engineering (STANCE) Engineering::Bioengineering Adaptive Optics Deep Learning Structural and functional alterations in the microcirculation by systemic hypertension can cause significant organ damage at the eye, heart, brain, and kidneys. As the retina is the only tissue in the body that allows direct imaging of small vessels, the relationship of hypertensive retinopathy signs with development of disease states in other organs have been extensively studied; large-scale epidemiological studies using fundus photography and advanced semi-automated analysis software have reported the association of retinopathy signs with hypertensive end-organ damage includes the following: stroke, dementia, and coronary heart disease. Although yielding much useful information, the vessels assessed from fundus photographs remain limited to the larger retinal arterioles and venules, and abnormalities observed may not be that of the earliest changes. Newer imaging modalities such as optical coherence tomography angiography and adaptive optics technology, which allow a greater precision in the structural quantification of retinal vessels, including capillaries, may facilitate the assessment and management of these patients. The advent of deep learning technology has also augmented the utility of fundus photographs to help create diagnostic and risk stratification systems. Particularly, deep learning systems have been shown in several large studies to be able to predict multiple cardiovascular risk factors, major adverse cardiovascular events within 5 years, and presence of coronary artery calcium, from fundus photographs alone. In the future, combining deep learning systems with the imaging precision offered by optical coherence tomography angiography and adaptive optics could pave way for systems that are able to predict adverse clinical outcomes even more accurately. Agency for Science, Technology and Research (A*STAR) Nanyang Technological University National Medical Research Council (NMRC) National Research Foundation (NRF) Published version Supported by the grants from the National Medical Research Council (CG/C010A/ 2017; OFIRG/0048/2017; OFLCG/004c/2018; TA/MOH-000249-00/2018; and MOH-OFIRG20nov-001), National Research Foundation Singapore (NRF-CRP24-2020-0001 and NRF2019-THE002-0006), A*STAR (A20H4b0141), the Singapore Eye Research Institute & Nanyang Technological University (SERI-NTU Advanced Ocular Engineering (STANCE) Program) the Duke-NUS Medical School (Duke-NUS-KP(Coll)/2018/0009A), the SERI-Lee Foundation (LF1019-1) Singapore. 2023-03-08T04:59:46Z 2023-03-08T04:59:46Z 2022 Journal Article Tan, W., Yao, X., Le, T., Tan, B., Schmetterer, L. & Chua, J. (2022). The new era of retinal imaging in hypertensive patients. Asia-Pacific Journal of Ophthalmology, 11(2), 149-159. https://dx.doi.org/10.1097/APO.0000000000000509 2162-0989 https://hdl.handle.net/10356/165028 10.1097/APO.0000000000000509 35533334 2-s2.0-85129533321 2 11 149 159 en CG/C010A/2017 OFIRG/0048/2017 OFLCG/004c/2018 TA/MOH-000249-00/2018 MOH-OFIRG20nov-001 NRF-CRP24-2020-0001 NRF2019-THE002-0006 A20H4b0141 Duke-NUS-KP(Coll)/2018/0009A LF1019-1 Asia-Pacific Journal of Ophthalmology © 2022 Asia-Pacific Academy of Ophthalmology. Published by Wolters Kluwer Health, Inc. on behalf of the Asia-Pacific Academy of Ophthalmology. This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CCBYNC-ND), where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. application/pdf |
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Engineering::Bioengineering Adaptive Optics Deep Learning Tan, Wilson Yao, Xinwen Le, Thu-Thao Tan, Bingyao Schmetterer, Leopold Chua, Jacqueline The new era of retinal imaging in hypertensive patients |
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Structural and functional alterations in the microcirculation by systemic hypertension can cause significant organ damage at the eye, heart, brain, and kidneys. As the retina is the only tissue in the body that allows direct imaging of small vessels, the relationship of hypertensive retinopathy signs with development of disease states in other organs have been extensively studied; large-scale epidemiological studies using fundus photography and advanced semi-automated analysis software have reported the association of retinopathy signs with hypertensive end-organ damage includes the following: stroke, dementia, and coronary heart disease. Although yielding much useful information, the vessels assessed from fundus photographs remain limited to the larger retinal arterioles and venules, and abnormalities observed may not be that of the earliest changes. Newer imaging modalities such as optical coherence tomography angiography and adaptive optics technology, which allow a greater precision in the structural quantification of retinal vessels, including capillaries, may facilitate the assessment and management of these patients. The advent of deep learning technology has also augmented the utility of fundus photographs to help create diagnostic and risk stratification systems. Particularly, deep learning systems have been shown in several large studies to be able to predict multiple cardiovascular risk factors, major adverse cardiovascular events within 5 years, and presence of coronary artery calcium, from fundus photographs alone. In the future, combining deep learning systems with the imaging precision offered by optical coherence tomography angiography and adaptive optics could pave way for systems that are able to predict adverse clinical outcomes even more accurately. |
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School of Chemical and Biomedical Engineering |
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School of Chemical and Biomedical Engineering Tan, Wilson Yao, Xinwen Le, Thu-Thao Tan, Bingyao Schmetterer, Leopold Chua, Jacqueline |
format |
Article |
author |
Tan, Wilson Yao, Xinwen Le, Thu-Thao Tan, Bingyao Schmetterer, Leopold Chua, Jacqueline |
author_sort |
Tan, Wilson |
title |
The new era of retinal imaging in hypertensive patients |
title_short |
The new era of retinal imaging in hypertensive patients |
title_full |
The new era of retinal imaging in hypertensive patients |
title_fullStr |
The new era of retinal imaging in hypertensive patients |
title_full_unstemmed |
The new era of retinal imaging in hypertensive patients |
title_sort |
new era of retinal imaging in hypertensive patients |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/165028 |
_version_ |
1787136555247206400 |