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A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels

BACKGROUND: Optical coherence tomography angiography (OCTA) is a relatively new non-invasive imaging technique to evaluate retinal vascular complexes. However, there is still a lack of standardization and reproducibility of its quantitative evaluation. Furthermore, manual analysis of a large amount...

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Autores principales: Mello, Luiz Guilherme Marchesi, Rodrigues Neto, Taurino dos Santos, da Silva Neto, Epitácio Dias, Preti, Rony Carlos, Monteiro, Mário Luiz Ribeiro, Zacharias, Leandro Cabral
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569066/
https://www.ncbi.nlm.nih.gov/pubmed/36243872
http://dx.doi.org/10.1186/s40942-022-00426-9
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author Mello, Luiz Guilherme Marchesi
Rodrigues Neto, Taurino dos Santos
da Silva Neto, Epitácio Dias
Preti, Rony Carlos
Monteiro, Mário Luiz Ribeiro
Zacharias, Leandro Cabral
author_facet Mello, Luiz Guilherme Marchesi
Rodrigues Neto, Taurino dos Santos
da Silva Neto, Epitácio Dias
Preti, Rony Carlos
Monteiro, Mário Luiz Ribeiro
Zacharias, Leandro Cabral
author_sort Mello, Luiz Guilherme Marchesi
collection PubMed
description BACKGROUND: Optical coherence tomography angiography (OCTA) is a relatively new non-invasive imaging technique to evaluate retinal vascular complexes. However, there is still a lack of standardization and reproducibility of its quantitative evaluation. Furthermore, manual analysis of a large amount of OCTA images makes the process laborious, with greater data variability, and risk of bias. Therefore, the aim of this study is to describe a fast and reproducible quantitative analysis of the foveal avascular zone (FAZ), macular superficial and deep vascular complexes (mSVC and mDVC, respectively), and peripapillary superficial vascular complex (pSVC) in OCTA images. METHODS: We survey models and methods used for studying retinal microvasculature, and software packages used to quantify microvascular networks. These programs have provided researchers with invaluable tools, but we estimate that they have collectively achieved low adoption rates, possibly due to complexity for unfamiliar researchers and nonstandard sets of quantification metrics. To address these existing limitations, we discuss opportunities to improve effectiveness, affordability, and reproducibility of microvascular network quantification with the development of an automated method to analyze the vessels and better serve the current and future needs of microvascular research. OCTA images of the macula (10°x10°, 15°x15°, or 20°x20° centered on the fovea) and peripapillary area (15 × 15º centered on optic nerve head) were exported from the device and processed using the open-source software Fiji. The mSVC, mDVC, and pSVC were automatically analyzed regarding vascular density in the total area and four sectors (superior, inferior, nasal, and temporal). We also analyzed the FAZ regarding its area, perimeter, and circularity in the SVC and DVC images. RESULTS: We developed an automated model and discussed a step by step method to analyze vessel density and FAZ of the macular SVC and DVC, acquired with OCTA using different fields of view. We also developed an automated analysis of the peripapillary SVC. CONCLUSION: Our developed automated analysis of macular and peripapillary OCTA images will allow a fast, reproducible, and precise quantification of SVC, DVC, and FAZ. It would also allow more accurate comparisons between different studies and streamlines the processing of images from multiple patients with a single command.
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spelling pubmed-95690662022-10-16 A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels Mello, Luiz Guilherme Marchesi Rodrigues Neto, Taurino dos Santos da Silva Neto, Epitácio Dias Preti, Rony Carlos Monteiro, Mário Luiz Ribeiro Zacharias, Leandro Cabral Int J Retina Vitreous Original Article BACKGROUND: Optical coherence tomography angiography (OCTA) is a relatively new non-invasive imaging technique to evaluate retinal vascular complexes. However, there is still a lack of standardization and reproducibility of its quantitative evaluation. Furthermore, manual analysis of a large amount of OCTA images makes the process laborious, with greater data variability, and risk of bias. Therefore, the aim of this study is to describe a fast and reproducible quantitative analysis of the foveal avascular zone (FAZ), macular superficial and deep vascular complexes (mSVC and mDVC, respectively), and peripapillary superficial vascular complex (pSVC) in OCTA images. METHODS: We survey models and methods used for studying retinal microvasculature, and software packages used to quantify microvascular networks. These programs have provided researchers with invaluable tools, but we estimate that they have collectively achieved low adoption rates, possibly due to complexity for unfamiliar researchers and nonstandard sets of quantification metrics. To address these existing limitations, we discuss opportunities to improve effectiveness, affordability, and reproducibility of microvascular network quantification with the development of an automated method to analyze the vessels and better serve the current and future needs of microvascular research. OCTA images of the macula (10°x10°, 15°x15°, or 20°x20° centered on the fovea) and peripapillary area (15 × 15º centered on optic nerve head) were exported from the device and processed using the open-source software Fiji. The mSVC, mDVC, and pSVC were automatically analyzed regarding vascular density in the total area and four sectors (superior, inferior, nasal, and temporal). We also analyzed the FAZ regarding its area, perimeter, and circularity in the SVC and DVC images. RESULTS: We developed an automated model and discussed a step by step method to analyze vessel density and FAZ of the macular SVC and DVC, acquired with OCTA using different fields of view. We also developed an automated analysis of the peripapillary SVC. CONCLUSION: Our developed automated analysis of macular and peripapillary OCTA images will allow a fast, reproducible, and precise quantification of SVC, DVC, and FAZ. It would also allow more accurate comparisons between different studies and streamlines the processing of images from multiple patients with a single command. BioMed Central 2022-10-15 /pmc/articles/PMC9569066/ /pubmed/36243872 http://dx.doi.org/10.1186/s40942-022-00426-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Original Article
Mello, Luiz Guilherme Marchesi
Rodrigues Neto, Taurino dos Santos
da Silva Neto, Epitácio Dias
Preti, Rony Carlos
Monteiro, Mário Luiz Ribeiro
Zacharias, Leandro Cabral
A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title_full A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title_fullStr A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title_full_unstemmed A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title_short A standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
title_sort standardized method to quantitatively analyze optical coherence tomography angiography images of the macular and peripapillary vessels
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569066/
https://www.ncbi.nlm.nih.gov/pubmed/36243872
http://dx.doi.org/10.1186/s40942-022-00426-9
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