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Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization

PURPOSE: The purpose of this study was to evaluate the predictive value of optical coherence tomography (OCT) and OCT angiography (OCTA) parameters at baseline on lesion's activity at the 1-year follow-up in type 1 macular neovascularizations (MNVs) treated with 1-year fixed regimen of intravit...

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Autores principales: Costanzo, Eliana, Parravano, Mariacristina, Giannini, Daniela, Borrelli, Enrico, Sacconi, Riccardo, Querques, Giuseppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Association for Research in Vision and Ophthalmology 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131998/
https://www.ncbi.nlm.nih.gov/pubmed/34111264
http://dx.doi.org/10.1167/tvst.10.6.18
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author Costanzo, Eliana
Parravano, Mariacristina
Giannini, Daniela
Borrelli, Enrico
Sacconi, Riccardo
Querques, Giuseppe
author_facet Costanzo, Eliana
Parravano, Mariacristina
Giannini, Daniela
Borrelli, Enrico
Sacconi, Riccardo
Querques, Giuseppe
author_sort Costanzo, Eliana
collection PubMed
description PURPOSE: The purpose of this study was to evaluate the predictive value of optical coherence tomography (OCT) and OCT angiography (OCTA) parameters at baseline on lesion's activity at the 1-year follow-up in type 1 macular neovascularizations (MNVs) treated with 1-year fixed regimen of intravitreal aflibercept injections (q8 IAIs). METHODS: All patients were imaged by structural OCT to evaluate central macular thickness (CMT), subretinal fluid (SRF), subretinal hyper-reflective material (SHRM), intraretinal fluid (IRF) and intraretinal hyper-reflective dots (HRDs), and by Swept-Source OCTA to measure baseline MNV area, perfusion density (PD), vessel length density (VLD), and vessel diameter index. At the end of q8 IAI, patients were classified in two groups: active-MNV (A-MNV) and inactive-MNV (I-MNV), considering the OCT signs of activity. Three binary logistic regression models were developed: (1) OCT-based, (2) OCTA-based, and (3) OCT/OCTA-based model. RESULTS: Thirty-one treatment-naïve type 1 MNVs were enrolled (13 A-MNV and 18 I-MNV). No differences were observed in baseline OCT and OCTA characteristics between A-MNV and I-MNV. Among the models developed, model 3 that combined OCT/OCTA parameters showed a performance of 87.5% and excellent sensitivity for A-MNV lesions (100%). By analyzing the model, the A-MNV group appears more likely to show at baseline SRF, greater CMT, wider MNV area, and lower PD and VLD compared to I-MNV. CONCLUSIONS: Our study demonstrated that the combination of baseline OCT and OCTA parameters allowed to achieve a good models’ performance in the prediction of MNV activity permitting to correctly classifying the active lesions at the end of follow-up period, with excellent sensitivity. TRANSLATIONAL RELEVANCE: OCT/OCTA could integrate statistical models potentially useful for artificial intelligence.
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spelling pubmed-81319982021-05-25 Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization Costanzo, Eliana Parravano, Mariacristina Giannini, Daniela Borrelli, Enrico Sacconi, Riccardo Querques, Giuseppe Transl Vis Sci Technol Article PURPOSE: The purpose of this study was to evaluate the predictive value of optical coherence tomography (OCT) and OCT angiography (OCTA) parameters at baseline on lesion's activity at the 1-year follow-up in type 1 macular neovascularizations (MNVs) treated with 1-year fixed regimen of intravitreal aflibercept injections (q8 IAIs). METHODS: All patients were imaged by structural OCT to evaluate central macular thickness (CMT), subretinal fluid (SRF), subretinal hyper-reflective material (SHRM), intraretinal fluid (IRF) and intraretinal hyper-reflective dots (HRDs), and by Swept-Source OCTA to measure baseline MNV area, perfusion density (PD), vessel length density (VLD), and vessel diameter index. At the end of q8 IAI, patients were classified in two groups: active-MNV (A-MNV) and inactive-MNV (I-MNV), considering the OCT signs of activity. Three binary logistic regression models were developed: (1) OCT-based, (2) OCTA-based, and (3) OCT/OCTA-based model. RESULTS: Thirty-one treatment-naïve type 1 MNVs were enrolled (13 A-MNV and 18 I-MNV). No differences were observed in baseline OCT and OCTA characteristics between A-MNV and I-MNV. Among the models developed, model 3 that combined OCT/OCTA parameters showed a performance of 87.5% and excellent sensitivity for A-MNV lesions (100%). By analyzing the model, the A-MNV group appears more likely to show at baseline SRF, greater CMT, wider MNV area, and lower PD and VLD compared to I-MNV. CONCLUSIONS: Our study demonstrated that the combination of baseline OCT and OCTA parameters allowed to achieve a good models’ performance in the prediction of MNV activity permitting to correctly classifying the active lesions at the end of follow-up period, with excellent sensitivity. TRANSLATIONAL RELEVANCE: OCT/OCTA could integrate statistical models potentially useful for artificial intelligence. The Association for Research in Vision and Ophthalmology 2021-05-12 /pmc/articles/PMC8131998/ /pubmed/34111264 http://dx.doi.org/10.1167/tvst.10.6.18 Text en Copyright 2021 The Authors https://creativecommons.org/licenses/by-nc-nd/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
spellingShingle Article
Costanzo, Eliana
Parravano, Mariacristina
Giannini, Daniela
Borrelli, Enrico
Sacconi, Riccardo
Querques, Giuseppe
Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title_full Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title_fullStr Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title_full_unstemmed Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title_short Imaging Biomarkers of 1-Year Activity in Type 1 Macular Neovascularization
title_sort imaging biomarkers of 1-year activity in type 1 macular neovascularization
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8131998/
https://www.ncbi.nlm.nih.gov/pubmed/34111264
http://dx.doi.org/10.1167/tvst.10.6.18
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