Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma

PURPOSE. To investigate modeling of the focal visual field (VF) loss by combining structural measurements and vascular measurements in eyes with early primary open-angle glaucoma (POAG). METHODS. In this cross-sectional study, subjects with early glaucoma (VF mean deviation, ≥−6 dB) underwent optica...

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Main Authors: Wong, Damon, Chua, Jacqueline, Tan, Bingyao, Yao, Xinwen, Chong, Rachel, Sng, Chelvin C. A., Husain, Rahat, Aung, Tin, Garway-Heath, David, Schmetterer, Leopold
Other Authors: School of Chemical and Biomedical Engineering
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Language:English
Published: 2022
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Online Access:https://hdl.handle.net/10356/162619
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-1626192023-12-29T06:45:19Z Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma Wong, Damon Chua, Jacqueline Tan, Bingyao Yao, Xinwen Chong, Rachel Sng, Chelvin C. A. Husain, Rahat Aung, Tin Garway-Heath, David Schmetterer, Leopold School of Chemical and Biomedical Engineering SERI-NTU Advanced Ocular Engineering (STANCE), Singapore Singapore Eye Research Institute National University Hospital Science::Medicine Engineering::Bioengineering Structure–Function Visual Field PURPOSE. To investigate modeling of the focal visual field (VF) loss by combining structural measurements and vascular measurements in eyes with early primary open-angle glaucoma (POAG). METHODS. In this cross-sectional study, subjects with early glaucoma (VF mean deviation, ≥−6 dB) underwent optical coherence tomography (OCT) imaging, optical coherence tomography angiography (OCTA) imaging, and Humphrey 24-2 VF tests. Capillary perfusion densities (CPDs) were calculated after the removal of large vessels in the OCTA images. Focal associations between VF losses at the individual VF test locations, circumpapillary retinal nerve fiber layer (RNFL) thickness measurements from OCT, and CPDs were determined using nerve fiber trajectory tracings. Linear mixed models were used to model focal VF losses at each VF test location. RESULTS. Ninety-seven eyes with early POAG (VF mean deviation, −2.47 ± 1.64 dB) of 71 subjects were included. Focal VF modeling using a combined RNFL-CPD approach resulted in a median adjusted R2 value of 0.30 (interquartile range [IQR], 0.13-0.55), whereas the RNFL-only and CPD-only approaches resulted in median values of 0.22 (IQR, 0.10-0.51) and 0.26 (IQR, 0.10-0.52), respectively. Seventeen VF locations with the combined approach had an adjusted R2 value greater than 0.50. Likelihood testing at each VF test location showed that the combined approach performed significantly better at the superior nasal VF regions of the eyes compared with the univariate approaches. CONCLUSIONS. Modeling of focal VF losses showed improvements when structural thickness and vascular parameters were included in tandem. Evaluation of VF defects in early glaucoma may benefit from considering both RNFL and OCTA characteristics. Agency for Science, Technology and Research (A*STAR) Nanyang Technological University National Medical Research Council (NMRC) National Research Foundation (NRF) Published version Supported by grants from the National Medical Research Council (CG/C010A/2017_SERI, OFIRG/0048/2017, OFLCG/004c /2018, TA/MOH-000249-00/2018, and MOH-OFIRG20nov0014); National Research Foundation Singapore (NRF2019- THE002-0006 and NRF-CRP24-2020-0001); A*STAR (A20H4- b0141); 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); and the SERI-Lee Foundation (LF1019-1). 2022-11-01T05:04:41Z 2022-11-01T05:04:41Z 2021 Journal Article Wong, D., Chua, J., Tan, B., Yao, X., Chong, R., Sng, C. C. A., Husain, R., Aung, T., Garway-Heath, D. & Schmetterer, L. (2021). Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma. Investigative Ophthalmology and Visual Science, 62(15), 8-. https://dx.doi.org/10.1167/iovs.62.15.8 0146-0404 https://hdl.handle.net/10356/162619 10.1167/iovs.62.15.8 62 2-s2.0-85121212708 15 62 8 en CG/C010A/2017_SERI OFIRG/0048/2017 OFLCG/004c/2018 TA/MOH-000249-00/2018 MOH-OFIRG20nov-0014 NRF2019-THE002-0006 NRF-CRP24-2020-0001 A20H4b0141 Duke-NUS-KP(Coll)/2018/0009A LF1019-1 Investigative Ophthalmology and Visual Science © 2021 The Authors. This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Science::Medicine
Engineering::Bioengineering
Structure–Function
Visual Field
spellingShingle Science::Medicine
Engineering::Bioengineering
Structure–Function
Visual Field
Wong, Damon
Chua, Jacqueline
Tan, Bingyao
Yao, Xinwen
Chong, Rachel
Sng, Chelvin C. A.
Husain, Rahat
Aung, Tin
Garway-Heath, David
Schmetterer, Leopold
Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
description PURPOSE. To investigate modeling of the focal visual field (VF) loss by combining structural measurements and vascular measurements in eyes with early primary open-angle glaucoma (POAG). METHODS. In this cross-sectional study, subjects with early glaucoma (VF mean deviation, ≥−6 dB) underwent optical coherence tomography (OCT) imaging, optical coherence tomography angiography (OCTA) imaging, and Humphrey 24-2 VF tests. Capillary perfusion densities (CPDs) were calculated after the removal of large vessels in the OCTA images. Focal associations between VF losses at the individual VF test locations, circumpapillary retinal nerve fiber layer (RNFL) thickness measurements from OCT, and CPDs were determined using nerve fiber trajectory tracings. Linear mixed models were used to model focal VF losses at each VF test location. RESULTS. Ninety-seven eyes with early POAG (VF mean deviation, −2.47 ± 1.64 dB) of 71 subjects were included. Focal VF modeling using a combined RNFL-CPD approach resulted in a median adjusted R2 value of 0.30 (interquartile range [IQR], 0.13-0.55), whereas the RNFL-only and CPD-only approaches resulted in median values of 0.22 (IQR, 0.10-0.51) and 0.26 (IQR, 0.10-0.52), respectively. Seventeen VF locations with the combined approach had an adjusted R2 value greater than 0.50. Likelihood testing at each VF test location showed that the combined approach performed significantly better at the superior nasal VF regions of the eyes compared with the univariate approaches. CONCLUSIONS. Modeling of focal VF losses showed improvements when structural thickness and vascular parameters were included in tandem. Evaluation of VF defects in early glaucoma may benefit from considering both RNFL and OCTA characteristics.
author2 School of Chemical and Biomedical Engineering
author_facet School of Chemical and Biomedical Engineering
Wong, Damon
Chua, Jacqueline
Tan, Bingyao
Yao, Xinwen
Chong, Rachel
Sng, Chelvin C. A.
Husain, Rahat
Aung, Tin
Garway-Heath, David
Schmetterer, Leopold
format Article
author Wong, Damon
Chua, Jacqueline
Tan, Bingyao
Yao, Xinwen
Chong, Rachel
Sng, Chelvin C. A.
Husain, Rahat
Aung, Tin
Garway-Heath, David
Schmetterer, Leopold
author_sort Wong, Damon
title Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
title_short Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
title_full Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
title_fullStr Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
title_full_unstemmed Combining OCT and OCTA for focal structure-function modeling in early primary open-angle glaucoma
title_sort combining oct and octa for focal structure-function modeling in early primary open-angle glaucoma
publishDate 2022
url https://hdl.handle.net/10356/162619
_version_ 1787136413858267136