SD-OCT Biomarkers and the Current Status of Artificial Intelligence in Predicting Progression from Intermediate to Advanced AMD

被引:7
作者
Damian, Ioana [1 ]
Nicoara, Simona Delia [1 ,2 ]
机构
[1] Iuliu Hatieganu Univ Med & Pharm, Dept Ophthalmol, 8 Victor Babes St, Cluj Napoca 400012, Romania
[2] Emergency Cty Hosp, Clin Ophthalmol, 3-5 Clin St, Cluj Napoca 40006, Romania
来源
LIFE-BASEL | 2022年 / 12卷 / 03期
关键词
intermediate age-related macular degeneration progression; SD-OCT; artificial intelligence; imaging biomarkers; deep learning; OPTICAL COHERENCE TOMOGRAPHY; SUBRETINAL DRUSENOID DEPOSITS; RETINAL-PIGMENT EPITHELIUM; MACULAR DEGENERATION; GEOGRAPHIC-ATROPHY; RETICULAR PSEUDODRUSEN; COMPLEMENT ACTIVATION; PREVALENCE; MORPHOLOGY; RPE;
D O I
10.3390/life12030454
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Age-related macular degeneration (AMD) is one of the leading causes of blindness in the Western World. Optical coherence tomography (OCT) has revolutionized the diagnosis and follow-up of AMD patients. This review focuses on SD-OCT imaging biomarkers which were identified as predictors for progression in intermediate AMD to late AMD, either geographic atrophy (GA) or choroidal neovascularization (CNV). Structural OCT remains the most compelling modality to study AMD features related to the progression such as drusen characteristics, hyperreflective foci (HRF), reticular pseudo-drusen (RPD), sub-RPE hyper-reflective columns and their impact on retinal layers. Further on, we reviewed articles that attempted to integrate biomarkers that have already proven their involvement in intermediate AMD progression, in their models of artificial intelligence (AI). By combining structural biomarkers with genetic risk and lifestyle the predictive ability becomes more accurate.
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页数:14
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共 63 条
  • [1] Drusen Volume as a Predictor of Disease Progression in Patients With Late Age-Related Macular Degeneration in the Fellow Eye
    Abdelfattah, Nizar Saleh
    Zhang, Hongyang
    Boyer, David S.
    Rosenfeld, Philip J.
    Feuer, William J.
    Gregori, Giovanni
    Sadda, SriniVas R.
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2016, 57 (04) : 1839 - 1846
  • [2] Local cellular sources of apolipoprotein E in the human retina and retinal pigmented epithelium: Implications for the process of drusen formation
    Anderson, DH
    Ozaki, S
    Nealon, M
    Neitz, J
    Mullins, RF
    Hageman, GS
    Johnson, LV
    [J]. AMERICAN JOURNAL OF OPHTHALMOLOGY, 2001, 131 (06) : 767 - 781
  • [3] Prediction of age-related macular degeneration disease using a sequential deep learning approach on longitudinal SD-OCT imaging biomarkers
    Banerjee, Imon
    de Sisternes, Luis
    Hallak, Joelle A.
    Leng, Theodore
    Osborne, Aaron
    Rosenfeld, Philip J.
    Gregori, Giovanni
    Durbin, Mary
    Rubin, Daniel
    [J]. SCIENTIFIC REPORTS, 2020, 10 (01)
  • [4] Spectral Domain Optical Coherence Tomography Imaging of Geographic Atrophy Margins
    Bearelly, Srilaxmi
    Chau, Felix Y.
    Koreishi, Anjum
    Stinnett, Sandra S.
    Izatt, Joseph A.
    Toth, Cynthia A.
    [J]. OPHTHALMOLOGY, 2009, 116 (09) : 1762 - 1769
  • [5] Interleaving Automatic Segmentation and Expert Opinion for Retinal Conditions
    Bilc, Sergiu
    Groza, Adrian
    Muntean, George
    Nicoara, Simona Delia
    [J]. DIAGNOSTICS, 2022, 12 (01)
  • [6] Polarized vascular endothelial growth factor secretion by human retinal pigment epithelium and localization of vascular endothelial growth factor receptors on the inner choriocapillaris - Evidence for a trophic paracrine relation
    Blaauwgeers, HGT
    Hotkamp, BW
    Rutten, H
    Witmer, AN
    Koolwijk, P
    Partanen, TA
    Alitalo, K
    Kroon, ME
    Kijlstra, A
    van Hinsbergh, VWM
    Schlingemann, RO
    [J]. AMERICAN JOURNAL OF PATHOLOGY, 1999, 155 (02) : 421 - 428
  • [7] Machine Learning of the Progression of Intermediate Age-Related Macular Degeneration Based on OCT Imaging
    Bogunovic, Hrvoje
    Montuoro, Alessio
    Baratsits, Magdalena
    Karantonis, Maria G.
    Waldstein, Sebastian M.
    Schlanitz, Ferdinand
    Schmidt-Erfurth, Ursula
    [J]. INVESTIGATIVE OPHTHALMOLOGY & VISUAL SCIENCE, 2017, 58 (06) : BIO141 - BIO150
  • [8] Correlation between Spectral-Domain Optical Coherence Tomography and Fundus Autofluorescence at the Margins of Geographic Atrophy
    Brar, Manpreet
    Kozak, Igor
    Cheng, Lingyun
    Bartsch, Dirk-Uwe G.
    Yuson, Ritchie
    Nigam, Nitin
    Oster, Stephen F.
    Mojana, Francesca
    Freeman, William R.
    [J]. AMERICAN JOURNAL OF OPHTHALMOLOGY, 2009, 148 (03) : 439 - 444
  • [9] Brinkmann MP, 2021, INVEST OPHTH VIS SCI, V62
  • [10] Risk factors for age-related maculopathy in a 14-year followup study: the Copenhagen City Eye Study
    Buch, H
    Vinding, T
    la Cour, M
    Jensen, GB
    Prause, JU
    Nielsen, NV
    [J]. ACTA OPHTHALMOLOGICA SCANDINAVICA, 2005, 83 (04): : 409 - 418