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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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 |
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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 |
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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 |