Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification

Background: To explain the biological role of cytokines in the eye and the possible role of cytokines in the pathogenesis of neovascular age-related macular degeneration (nAMD) by comparing the correlation between cytokine of aqueous humor concentration and optical coherence tomography (OCT) retinal...

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Main Authors: Siyuan Song, Kai Jin, Shuai Wang, Ce Yang, Jingxin Zhou, Zhiqing Chen, Juan Ye
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-03-01
Series:Frontiers in Cell and Developmental Biology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fcell.2023.1157497/full
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author Siyuan Song
Kai Jin
Shuai Wang
Shuai Wang
Ce Yang
Jingxin Zhou
Zhiqing Chen
Juan Ye
author_facet Siyuan Song
Kai Jin
Shuai Wang
Shuai Wang
Ce Yang
Jingxin Zhou
Zhiqing Chen
Juan Ye
author_sort Siyuan Song
collection DOAJ
description Background: To explain the biological role of cytokines in the eye and the possible role of cytokines in the pathogenesis of neovascular age-related macular degeneration (nAMD) by comparing the correlation between cytokine of aqueous humor concentration and optical coherence tomography (OCT) retinal fluid.Methods: Spectral-domain OCT (SD-OCT) images and aqueous humor samples were collected from 20 nAMD patient’s three clinical visits. Retinal fluid volume in OCT was automatically quantified using deep learning--Deeplabv3+. Eighteen cytokines were detected in aqueous humor using the Luminex technology. OCT fluid volume measurements were correlated with changes in aqueous humor cytokine levels using Pearson’s correlation coefficient (PCC).Results: The patients with intraretinal fluid (IRF) showed significantly lower levels of cytokines, such as C-X-C motif chemokine ligand 2 (CXCL2) (p = 0.03) and CXCL11 (p = 0.009), compared with the patients without IRF. And the IRF volume was negatively correlated with CXCL2 (r = −0.407, p = 0.048) and CXCL11 (r = −0.410, p = 0.046) concentration in the patients with IRF. Meanwhile, the subretinal fluid (SRF) volume was positively correlated with vascular endothelial growth factor (VEGF) concentration (r = 0.299, p = 0.027) and negatively correlated with interleukin (IL)-36β concentration (r = −0.295, p = 0.029) in the patients with SRF.Conclusion: Decreased level of VEGF was associated with decreased OCT-based retinal fluid volume in nAMD patients, while increased levels of CXCL2, CXCL11, and IL-36β were associated with decreased OCT-based retinal fluid volume in nAMD patients, which may suggest a role for inflammatory cytokines in retinal morphological changes and pathogenesis of nAMD patients.
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spelling doaj.art-6ab7d6008a9c4c2dacd2d5b019356eeb2023-03-08T04:38:57ZengFrontiers Media S.A.Frontiers in Cell and Developmental Biology2296-634X2023-03-011110.3389/fcell.2023.11574971157497Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantificationSiyuan Song0Kai Jin1Shuai Wang2Shuai Wang3Ce Yang4Jingxin Zhou5Zhiqing Chen6Juan Ye7Eye Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, ChinaEye Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, ChinaSchool of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, ChinaSchool of Cyberspace, Hangzhou Dianzi University, Hangzhou, ChinaSchool of Mechanical, Electrical and Information Engineering, Shandong University, Weihai, ChinaEye Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, ChinaEye Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, ChinaEye Center, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, ChinaBackground: To explain the biological role of cytokines in the eye and the possible role of cytokines in the pathogenesis of neovascular age-related macular degeneration (nAMD) by comparing the correlation between cytokine of aqueous humor concentration and optical coherence tomography (OCT) retinal fluid.Methods: Spectral-domain OCT (SD-OCT) images and aqueous humor samples were collected from 20 nAMD patient’s three clinical visits. Retinal fluid volume in OCT was automatically quantified using deep learning--Deeplabv3+. Eighteen cytokines were detected in aqueous humor using the Luminex technology. OCT fluid volume measurements were correlated with changes in aqueous humor cytokine levels using Pearson’s correlation coefficient (PCC).Results: The patients with intraretinal fluid (IRF) showed significantly lower levels of cytokines, such as C-X-C motif chemokine ligand 2 (CXCL2) (p = 0.03) and CXCL11 (p = 0.009), compared with the patients without IRF. And the IRF volume was negatively correlated with CXCL2 (r = −0.407, p = 0.048) and CXCL11 (r = −0.410, p = 0.046) concentration in the patients with IRF. Meanwhile, the subretinal fluid (SRF) volume was positively correlated with vascular endothelial growth factor (VEGF) concentration (r = 0.299, p = 0.027) and negatively correlated with interleukin (IL)-36β concentration (r = −0.295, p = 0.029) in the patients with SRF.Conclusion: Decreased level of VEGF was associated with decreased OCT-based retinal fluid volume in nAMD patients, while increased levels of CXCL2, CXCL11, and IL-36β were associated with decreased OCT-based retinal fluid volume in nAMD patients, which may suggest a role for inflammatory cytokines in retinal morphological changes and pathogenesis of nAMD patients.https://www.frontiersin.org/articles/10.3389/fcell.2023.1157497/fullage-related macular degenerationcytokinedeep learningoptical coherence tomographyquantitative analysisretinal fluid
spellingShingle Siyuan Song
Kai Jin
Shuai Wang
Shuai Wang
Ce Yang
Jingxin Zhou
Zhiqing Chen
Juan Ye
Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
Frontiers in Cell and Developmental Biology
age-related macular degeneration
cytokine
deep learning
optical coherence tomography
quantitative analysis
retinal fluid
title Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
title_full Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
title_fullStr Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
title_full_unstemmed Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
title_short Retinal fluid is associated with cytokines of aqueous humor in age-related macular degeneration using automatic 3-dimensional quantification
title_sort retinal fluid is associated with cytokines of aqueous humor in age related macular degeneration using automatic 3 dimensional quantification
topic age-related macular degeneration
cytokine
deep learning
optical coherence tomography
quantitative analysis
retinal fluid
url https://www.frontiersin.org/articles/10.3389/fcell.2023.1157497/full
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