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Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy

To investigate the correlations between hyper-reflective foci and hard exudates in patients with non-proliferative diabetic retinopathy (NPDR) and proliferative diabetic retinopathy (PDR) by spectral-domain optical coherence tomography (SD OCT) images. Hyper-reflective foci in retinal SD OCT images...

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Autores principales: Niu, Sijie, Yu, Chenchen, Chen, Qiang, Yuan, Songtao, Lin, Jiang, Fan, Wen, Liu, Qinghuai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431476/
https://www.ncbi.nlm.nih.gov/pubmed/28484225
http://dx.doi.org/10.1038/s41598-017-01733-0
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author Niu, Sijie
Yu, Chenchen
Chen, Qiang
Yuan, Songtao
Lin, Jiang
Fan, Wen
Liu, Qinghuai
author_facet Niu, Sijie
Yu, Chenchen
Chen, Qiang
Yuan, Songtao
Lin, Jiang
Fan, Wen
Liu, Qinghuai
author_sort Niu, Sijie
collection PubMed
description To investigate the correlations between hyper-reflective foci and hard exudates in patients with non-proliferative diabetic retinopathy (NPDR) and proliferative diabetic retinopathy (PDR) by spectral-domain optical coherence tomography (SD OCT) images. Hyper-reflective foci in retinal SD OCT images were automatically detected by the developed algorithm. Then, the cropped CFP images generated by the semi-automatic registration method were automatically segmented for the hard exudates and corrected by the experienced clinical ophthalmologist. Finally, a set of 5 quantitative imaging features were automatically extracted from SD OCT images, which were used for investigating the correlations of hyper-reflective foci and hard exudates and predicting the severity of diabetic retinopathy. Experimental results demonstrated the positive correlations in area and amount between hard exudates and hyper-reflective foci at different stages of diabetic retinopathy, with statistical significance (all p < 0.05). In addition, the area and amount can be taken as potential discriminant indicators of the severity of diabetic retinopathy.
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spelling pubmed-54314762017-05-16 Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy Niu, Sijie Yu, Chenchen Chen, Qiang Yuan, Songtao Lin, Jiang Fan, Wen Liu, Qinghuai Sci Rep Article To investigate the correlations between hyper-reflective foci and hard exudates in patients with non-proliferative diabetic retinopathy (NPDR) and proliferative diabetic retinopathy (PDR) by spectral-domain optical coherence tomography (SD OCT) images. Hyper-reflective foci in retinal SD OCT images were automatically detected by the developed algorithm. Then, the cropped CFP images generated by the semi-automatic registration method were automatically segmented for the hard exudates and corrected by the experienced clinical ophthalmologist. Finally, a set of 5 quantitative imaging features were automatically extracted from SD OCT images, which were used for investigating the correlations of hyper-reflective foci and hard exudates and predicting the severity of diabetic retinopathy. Experimental results demonstrated the positive correlations in area and amount between hard exudates and hyper-reflective foci at different stages of diabetic retinopathy, with statistical significance (all p < 0.05). In addition, the area and amount can be taken as potential discriminant indicators of the severity of diabetic retinopathy. Nature Publishing Group UK 2017-05-08 /pmc/articles/PMC5431476/ /pubmed/28484225 http://dx.doi.org/10.1038/s41598-017-01733-0 Text en © The Author(s) 2017 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Niu, Sijie
Yu, Chenchen
Chen, Qiang
Yuan, Songtao
Lin, Jiang
Fan, Wen
Liu, Qinghuai
Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title_full Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title_fullStr Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title_full_unstemmed Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title_short Multimodality analysis of Hyper-reflective Foci and Hard Exudates in Patients with Diabetic Retinopathy
title_sort multimodality analysis of hyper-reflective foci and hard exudates in patients with diabetic retinopathy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5431476/
https://www.ncbi.nlm.nih.gov/pubmed/28484225
http://dx.doi.org/10.1038/s41598-017-01733-0
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