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Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties

The main objective of our work is to perform an in depth analysis of the structural features of normal choriocapillaris imaged with OCT Angiography. Specifically, we provide an optimal radius for a circular Region of Interest (ROI) to obtain a stable estimate of the subfoveal choriocapillaris densit...

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Autores principales: Montesano, Giovanni, Allegrini, Davide, Colombo, Leonardo, Rossetti, Luca M., Pece, Alfredo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5636074/
https://www.ncbi.nlm.nih.gov/pubmed/29020026
http://dx.doi.org/10.1371/journal.pone.0185256
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author Montesano, Giovanni
Allegrini, Davide
Colombo, Leonardo
Rossetti, Luca M.
Pece, Alfredo
author_facet Montesano, Giovanni
Allegrini, Davide
Colombo, Leonardo
Rossetti, Luca M.
Pece, Alfredo
author_sort Montesano, Giovanni
collection PubMed
description The main objective of our work is to perform an in depth analysis of the structural features of normal choriocapillaris imaged with OCT Angiography. Specifically, we provide an optimal radius for a circular Region of Interest (ROI) to obtain a stable estimate of the subfoveal choriocapillaris density and characterize its textural properties using Markov Random Fields. On each binarized image of the choriocapillaris OCT Angiography we performed simulated measurements of the subfoveal choriocapillaris densities with circular Regions of Interest (ROIs) of different radii and with small random displacements from the center of the Foveal Avascular Zone (FAZ). We then calculated the variability of the density measure with different ROI radii. We then characterized the textural features of choriocapillaris binary images by estimating the parameters of an Ising model. For each image we calculated the Optimal Radius (OR) as the minimum ROI radius required to obtain a standard deviation in the simulation below 0.01. The density measured with the individual OR was 0.52 ± 0.07 (mean ± STD). Similar density values (0.51 ± 0.07) were obtained using a fixed ROI radius of 450 μm. The Ising model yielded two parameter estimates (β = 0.34 ± 0.03; γ = 0.003 ± 0.012; mean ± STD), characterizing pixel clustering and white pixel density respectively. Using the estimated parameters to synthetize new random textures via simulation we obtained a good reproduction of the original choriocapillaris structural features and density. In conclusion, we developed an extensive characterization of the normal subfoveal choriocapillaris that might be used for flow analysis and applied to the investigation pathological alterations.
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spelling pubmed-56360742017-10-30 Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties Montesano, Giovanni Allegrini, Davide Colombo, Leonardo Rossetti, Luca M. Pece, Alfredo PLoS One Research Article The main objective of our work is to perform an in depth analysis of the structural features of normal choriocapillaris imaged with OCT Angiography. Specifically, we provide an optimal radius for a circular Region of Interest (ROI) to obtain a stable estimate of the subfoveal choriocapillaris density and characterize its textural properties using Markov Random Fields. On each binarized image of the choriocapillaris OCT Angiography we performed simulated measurements of the subfoveal choriocapillaris densities with circular Regions of Interest (ROIs) of different radii and with small random displacements from the center of the Foveal Avascular Zone (FAZ). We then calculated the variability of the density measure with different ROI radii. We then characterized the textural features of choriocapillaris binary images by estimating the parameters of an Ising model. For each image we calculated the Optimal Radius (OR) as the minimum ROI radius required to obtain a standard deviation in the simulation below 0.01. The density measured with the individual OR was 0.52 ± 0.07 (mean ± STD). Similar density values (0.51 ± 0.07) were obtained using a fixed ROI radius of 450 μm. The Ising model yielded two parameter estimates (β = 0.34 ± 0.03; γ = 0.003 ± 0.012; mean ± STD), characterizing pixel clustering and white pixel density respectively. Using the estimated parameters to synthetize new random textures via simulation we obtained a good reproduction of the original choriocapillaris structural features and density. In conclusion, we developed an extensive characterization of the normal subfoveal choriocapillaris that might be used for flow analysis and applied to the investigation pathological alterations. Public Library of Science 2017-10-11 /pmc/articles/PMC5636074/ /pubmed/29020026 http://dx.doi.org/10.1371/journal.pone.0185256 Text en © 2017 Montesano et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Montesano, Giovanni
Allegrini, Davide
Colombo, Leonardo
Rossetti, Luca M.
Pece, Alfredo
Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title_full Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title_fullStr Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title_full_unstemmed Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title_short Features of the normal choriocapillaris with OCT-angiography: Density estimation and textural properties
title_sort features of the normal choriocapillaris with oct-angiography: density estimation and textural properties
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5636074/
https://www.ncbi.nlm.nih.gov/pubmed/29020026
http://dx.doi.org/10.1371/journal.pone.0185256
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