Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA

Detalhes bibliográficos
Autor(a) principal: Mendes, Luís
Data de Publicação: 2021
Outros Autores: Marques, Inês P., Cunha-Vaz, José
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10316/104547
https://doi.org/10.3389/fnins.2021.755730
Resumo: Retinal vessel metrics identifying microvascular changes such as vessel closure (VC) have shown potential clinical value by identifying eyes with diabetic retinopathy (DR) at different severity levels and at increased risk for disease progression to more severe stages. We compare the performance of 11 different metrics, which include 2 metrics supplied by the manufacturer, based on OCTA for identification of VC in different Early Treatment for Diabetic Retinopathy Study (ETDRS) severity groups. OCTA en-face slabs from 84 healthy eyes (70 ± 4.8 years) and 78 eyes of diabetic individuals (67 ± 7.5 years) were processed using different methods that include abnormal intercapillary spaces (AIS), vessel density (VD), and nine metrics extracted from the en-face slab. The best separation between the eyes with DR and the control group was obtained in the superficial capillary plexus (SCP), with the full retina (FR) also performing well. In the SCP, the metrics that show better performance were the AIS and the VD with a value of area under curve (AUC) equal to 0.89 [95% CI 0.84-0.94] and 0.85 [95% CI 0.79-0.91], respectively, indicating that the VD metric supported by the manufacturer is satisfactory. The values of these metrics on the different ETDRS groups show a progressive increase in VC, which is correlated with disease severity.
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spelling Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTAOCTAdiabetesretinaretinopathyvascularRetinal vessel metrics identifying microvascular changes such as vessel closure (VC) have shown potential clinical value by identifying eyes with diabetic retinopathy (DR) at different severity levels and at increased risk for disease progression to more severe stages. We compare the performance of 11 different metrics, which include 2 metrics supplied by the manufacturer, based on OCTA for identification of VC in different Early Treatment for Diabetic Retinopathy Study (ETDRS) severity groups. OCTA en-face slabs from 84 healthy eyes (70 ± 4.8 years) and 78 eyes of diabetic individuals (67 ± 7.5 years) were processed using different methods that include abnormal intercapillary spaces (AIS), vessel density (VD), and nine metrics extracted from the en-face slab. The best separation between the eyes with DR and the control group was obtained in the superficial capillary plexus (SCP), with the full retina (FR) also performing well. In the SCP, the metrics that show better performance were the AIS and the VD with a value of area under curve (AUC) equal to 0.89 [95% CI 0.84-0.94] and 0.85 [95% CI 0.79-0.91], respectively, indicating that the VD metric supported by the manufacturer is satisfactory. The values of these metrics on the different ETDRS groups show a progressive increase in VC, which is correlated with disease severity.Frontiers Media S.A.2021info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10316/104547http://hdl.handle.net/10316/104547https://doi.org/10.3389/fnins.2021.755730eng1662-4548Mendes, LuísMarques, Inês P.Cunha-Vaz, Joséinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-01-17T21:47:26ZPortal AgregadorONG
dc.title.none.fl_str_mv Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
title Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
spellingShingle Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
Mendes, Luís
OCTA
diabetes
retina
retinopathy
vascular
title_short Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
title_full Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
title_fullStr Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
title_full_unstemmed Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
title_sort Comparison of Different Metrics for the Identification of Vascular Changes in Diabetic Retinopathy Using OCTA
author Mendes, Luís
author_facet Mendes, Luís
Marques, Inês P.
Cunha-Vaz, José
author_role author
author2 Marques, Inês P.
Cunha-Vaz, José
author2_role author
author
dc.contributor.author.fl_str_mv Mendes, Luís
Marques, Inês P.
Cunha-Vaz, José
dc.subject.por.fl_str_mv OCTA
diabetes
retina
retinopathy
vascular
topic OCTA
diabetes
retina
retinopathy
vascular
description Retinal vessel metrics identifying microvascular changes such as vessel closure (VC) have shown potential clinical value by identifying eyes with diabetic retinopathy (DR) at different severity levels and at increased risk for disease progression to more severe stages. We compare the performance of 11 different metrics, which include 2 metrics supplied by the manufacturer, based on OCTA for identification of VC in different Early Treatment for Diabetic Retinopathy Study (ETDRS) severity groups. OCTA en-face slabs from 84 healthy eyes (70 ± 4.8 years) and 78 eyes of diabetic individuals (67 ± 7.5 years) were processed using different methods that include abnormal intercapillary spaces (AIS), vessel density (VD), and nine metrics extracted from the en-face slab. The best separation between the eyes with DR and the control group was obtained in the superficial capillary plexus (SCP), with the full retina (FR) also performing well. In the SCP, the metrics that show better performance were the AIS and the VD with a value of area under curve (AUC) equal to 0.89 [95% CI 0.84-0.94] and 0.85 [95% CI 0.79-0.91], respectively, indicating that the VD metric supported by the manufacturer is satisfactory. The values of these metrics on the different ETDRS groups show a progressive increase in VC, which is correlated with disease severity.
publishDate 2021
dc.date.none.fl_str_mv 2021
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
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status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10316/104547
http://hdl.handle.net/10316/104547
https://doi.org/10.3389/fnins.2021.755730
url http://hdl.handle.net/10316/104547
https://doi.org/10.3389/fnins.2021.755730
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1662-4548
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Frontiers Media S.A.
publisher.none.fl_str_mv Frontiers Media S.A.
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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