Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy

ABSTRACT Purpose To evaluate the retinal blood vascular network of the retinographies of patients with different grades of diabetic retinopathy. Methods Ninety Retinographies (MESSIDOR database) were used, with different grades of diabetic retinopathy divided into 4 groups: no retinopathy (n=23)...

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Main Authors: Edbhergue Ventura Lola Costa, Victor Felipe da Silva Araújo, Romildo de Albuquerque Nogueira
Format: Article
Language:English
Published: Sociedade Brasileira de Oftalmologia 2022-10-01
Series:Revista Brasileira de Oftalmologia
Subjects:
Online Access:http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0034-72802022000100229&tlng=en
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author Edbhergue Ventura Lola Costa
Victor Felipe da Silva Araújo
Romildo de Albuquerque Nogueira
author_facet Edbhergue Ventura Lola Costa
Victor Felipe da Silva Araújo
Romildo de Albuquerque Nogueira
author_sort Edbhergue Ventura Lola Costa
collection DOAJ
description ABSTRACT Purpose To evaluate the retinal blood vascular network of the retinographies of patients with different grades of diabetic retinopathy. Methods Ninety Retinographies (MESSIDOR database) were used, with different grades of diabetic retinopathy divided into 4 groups: no retinopathy (n=23), grade one (n=20), grade two (n=20) and grade three (n=27) diabetic retinopathy. The grades of diabetic retinopathy were classified according to the number of microaneurysms, number of hemorrhages and the presence of neovascularization. The images were skeletonized and quantified by fractal methods: dimension of box-counting (Dbc) and information (Dinf). Results The means of Dbc values of groups were around 1.25, without statistically significant difference in the dimension values between groups for whole retina. There was also no statistical difference in Dinf values between groups, whose means ranged between 1.294 ± 0.013 (group of grade 1) and 1.3 ± 0.017 (group of grade 3). The retinographies were divided into regions of equal areas. The fractal values of some retinal regions showed statistical differences, but these differences were not enough to show the sensitivity of fractal methods in identifying diabetic retinopathy. Conclusion The fractal methods were not able to identify the different grades of diabetic retinopathy in retinographies.
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spelling doaj.art-6c8601cbf4e34484b223a1f0920f98242022-12-22T03:55:28ZengSociedade Brasileira de OftalmologiaRevista Brasileira de Oftalmologia1982-85512022-10-018110.37039/1982.8551.20220060Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathyEdbhergue Ventura Lola Costahttps://orcid.org/0000-0003-3374-2476Victor Felipe da Silva Araújohttps://orcid.org/0000-0003-1417-5744Romildo de Albuquerque Nogueirahttps://orcid.org/0000-0001-5582-4865ABSTRACT Purpose To evaluate the retinal blood vascular network of the retinographies of patients with different grades of diabetic retinopathy. Methods Ninety Retinographies (MESSIDOR database) were used, with different grades of diabetic retinopathy divided into 4 groups: no retinopathy (n=23), grade one (n=20), grade two (n=20) and grade three (n=27) diabetic retinopathy. The grades of diabetic retinopathy were classified according to the number of microaneurysms, number of hemorrhages and the presence of neovascularization. The images were skeletonized and quantified by fractal methods: dimension of box-counting (Dbc) and information (Dinf). Results The means of Dbc values of groups were around 1.25, without statistically significant difference in the dimension values between groups for whole retina. There was also no statistical difference in Dinf values between groups, whose means ranged between 1.294 ± 0.013 (group of grade 1) and 1.3 ± 0.017 (group of grade 3). The retinographies were divided into regions of equal areas. The fractal values of some retinal regions showed statistical differences, but these differences were not enough to show the sensitivity of fractal methods in identifying diabetic retinopathy. Conclusion The fractal methods were not able to identify the different grades of diabetic retinopathy in retinographies.http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0034-72802022000100229&tlng=enFractal dimensionDiabetic retinopathyVascular networkRetinographySkeletonizationBox-counting and information dimension
spellingShingle Edbhergue Ventura Lola Costa
Victor Felipe da Silva Araújo
Romildo de Albuquerque Nogueira
Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
Revista Brasileira de Oftalmologia
Fractal dimension
Diabetic retinopathy
Vascular network
Retinography
Skeletonization
Box-counting and information dimension
title Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
title_full Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
title_fullStr Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
title_full_unstemmed Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
title_short Fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
title_sort fractal evaluation in retinographies of individuals with different grades of diabetic retinopathy
topic Fractal dimension
Diabetic retinopathy
Vascular network
Retinography
Skeletonization
Box-counting and information dimension
url http://www.scielo.br/scielo.php?script=sci_arttext&pid=S0034-72802022000100229&tlng=en
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AT victorfelipedasilvaaraujo fractalevaluationinretinographiesofindividualswithdifferentgradesofdiabeticretinopathy
AT romildodealbuquerquenogueira fractalevaluationinretinographiesofindividualswithdifferentgradesofdiabeticretinopathy