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Abstract

Introduction Image processing of optical coherence tomography scans through binarization techniques represent a non-invasive way to separately asses and measure choroidal components, in vivo. In this review, we systematically search the scientific literature regarding binarization studies published so far. Methods A systematic research was conducted at PubMed database, including English literature articles for all of the following terms in various combinations: binarization, choroid/al, enhanced depth spectral domain/swept source optic coherence tomography, and latest publications up to November 2018 were reviewed. Results Thirty-seven articles were included and analyzed regarding studied disease, binarization method, studied variables, and outcomes. Most of the studies have focused on the more common retinal pathologies, such as age-related macular degeneration, central serous chorioretinopathy and diabetic retinopathy but binarization techniques have also been applied to the study of choroidal characteristics in ocular inflammatory diseases, corneal dystrophies and in postsurgical follow-up. Advantages and disadvantages of binarization techniques are also discussed. Conclusion Binarization of choroidal images seems to represent a promising approach to study choroid subcomponents in an increasingly detailed manner.
REVIEW
Choroidal binarization analysis: clinical application
Sara Crisostomo .Joana Cardigos .Diogo Hipo
´lito Fernandes .Maria Elisa Luı
´s.
Ricardo Figueiredo .Nuno Moura-Coelho .Joa
˜o Paulo Cunha .
Luı
´s Abega
˜o Pinto .Joana Ferreira
Received: 7 August 2018 / Accepted: 22 May 2019 / Published online: 28 May 2019
ÓSpringer Nature B.V. 2019
Abstract
Introduction Image processing of optical coherence
tomography scans through binarization techniques
represent a non-invasive way to separately asses and
measure choroidal components, in vivo. In this review,
we systematically search the scientific literature
regarding binarization studies published so far.
Methods A systematic research was conducted at
PubMed database, including English literature articles
for all of the following terms in various combinations:
binarization, choroid/al, enhanced depth spectral
domain/swept source optic coherence tomography,
and latest publications up to November 2018 were
reviewed.
Results Thirty-seven articles were included and
analyzed regarding studied disease, binarization
method, studied variables, and outcomes. Most of
the studies have focused on the more common retinal
pathologies, such as age-related macular degenera-
tion, central serous chorioretinopathy and diabetic
retinopathy but binarization techniques have also been
applied to the study of choroidal characteristics in
ocular inflammatory diseases, corneal dystrophies and
in postsurgical follow-up. Advantages and disadvan-
tages of binarization techniques are also discussed.
Conclusion Binarization of choroidal images seems
to represent a promising approach to study choroid
subcomponents in an increasingly detailed manner.
Keywords Choroid Choroidal imaging
Binarization Optic coherence tomography
Introduction
The choroid is a cardinal structure within the eye
globe, with important functions in outer retinal
vascular supply, thermoregulation and possibly in
the regulation of scleral growth [1]. It is a vascular
layer of the eye composed of blood vessels embedded
in a stromal matrix. It contains connective tissue and
S. Crisostomo (&)J. Cardigos D. H. Fernandes
M. E. Luı
´sN. Moura-Coelho J. P. Cunha J. Ferreira
Department of Ophthalmology, Central Lisbon Hospital
Center, Alameda de Santo Anto
´nio DOS Capuchos, Santo
Anto
´nio, 1169-050 Lisbon, Portugal
e-mail: saralbcrisostomo@gmail.com
R. Figueiredo
Department of Ophthalmology, E
´vora Espirito Santo
Hospital, E
´vora, Portugal
L. A. Pinto
Department of Ophthalmology, North Lisbon Hospital
Center, Lisbon, Portugal
J. P. Cunha J. Ferreira
NOVA Medical School/Faculdade de Cie
ˆncias Me
´dicas
da UNL, Lisbon, Portugal
L. A. Pinto
Visual Sciences Study Center, Faculty of Medicine,
Lisbon University, Lisbon, Portugal
123
Int Ophthalmol (2019) 39:2947–2973
https://doi.org/10.1007/s10792-019-01122-8(0123456789().,-volV)(0123456789().,-volV)
Content courtesy of Springer Nature, terms of use apply. Rights reserved.
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... Both of these "traditional binarization methods" have been widely applied to OCT binarization. 11 For completeness and to provide context to the proposed analysis, some recent studies in this field are summarized here. The binarization of OCT Bscan images to characterize the choroidal vascular features in different cohorts has been performed in several studies, with a variety of different methods used, including a range of global and local thresholding techniques. ...
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Aim We aimed to perform structural analysis of the choroid in adults with different refractive status. Materials and methods A prospective, comparative study of 100 right eyes of 100 patients ages 18–40 years was conducted. The patients were divided into four groups according to spherical equivalent (SE): Group 1: –0.5 and above, low-to-moderate myopia; Group 2: –6 and above, high myopia; Group 3: +0.5 and above, hyperopia; Group 4: +/– 0.5, emmetropia. With the images obtained using enhanced depth imaging optical coherence tomography (EDI-OCT), the total choroidal area (TCA), luminal area (LA), stromal area (SA), and choroidal vascular index (CVI) were calculated using the binarization method. The anterior chamber depth (ACD), axial length (AL), and central corneal thickness (CCT) values were measured by optical biometry. All parameters were compared between groups. The correlation of biometric parameters with CVI was examined. Results Parameters were found to be statistically different between the four groups. TCA, LA, and SA values were the highest in Group 3 and lowest in Group 2. L/S ratio and CVI values in Group 3 were significantly lower than in the other groups. There was a negative correlation between AL with SE and CT, and no correlation between the CVI and other parameters. Conclusion CVI decreases when emmetropization is disrupted and changes to hypermetropia or myopia. The reason for the decrease in myopia is the reduction of the luminal area, while in hyperopia it is due to an increase in the stromal area. When there is a shift toward myopia, there is a decrease in the TCA, but the CVI does not change significantly. Unlike CT, the CVI is not affected by factors such as SE and AL; therefore, the CVI can be a useful parameter for examining choroidal changes in refractive errors.
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Purpose: To assess choroidal vascular changes among patients with tubercular multifocal serpiginoid choroiditis (TB MSC) using previously validated techniques. Methods: Patients with TB MSC (n = 18) and healthy controls (n = 30) underwent enhanced-depth imaging optical coherence tomography (EDI-OCT) imaging. Using previously validated algorithm of image binarization, EDI-OCT scans were segmented to derive total choroidal area, luminal area, stromal area, and choroidal vascularity index (CVI). Results: There was a statistically significant difference in the CVI between controls (66.90 ± 1.77%) and TB MSC patients (65.46 ± 2.53%; p < 0.001). There was significant reduction in CVI at follow-up (3 months) (63.77 ± 3.91%; p = 0.05). The choroidal thickness was higher in TB MSC compared to controls (278.90 ± 57.84 µm versus 329.33 ± 27.69 µm; p = 0.001). Conclusions: CVI provides insight into structural changes in choroid in TB MSC. During the active disease, there is relative decrease in choroidal vascularity. As the lesions heal, choriocapillaris atrophy occurs with remodeling of choroid.
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Purpose: To compare choroidal vascular density (CVD) and volume (CVV) in diabetic eyes and controls, using en face swept-source optical coherence tomography (SS-OCT). Design: Prospective cross-sectional study. Methods: ▪▪▪ SETTING: Multicenter PATIENT POPULATION: 143 diabetic eyes - 27 with no diabetic retinopathy (DR), 47 with nonproliferative DR (NPDR), 51 with NPDR and diabetic macular edema (DME), and 18 with proliferative DR (PDR), and 64 age-matched non-diabetic control eyes. Observation procedures: Complete ophthalmologic examination and SS-OCT imaging. En face SS-OCT images of the choroidal vasculature were binarized. Main outcome measures: CVD, calculated as the percent area occupied by choroidal vessels in the central macular region (6-mm diameter circle centered on the fovea), and throughout the posterior pole (12 x 9 mm). The central macular CVV was calculated by multiplying the average CVD by macular area and choroidal thickness (obtained with SS-OCT automated software). Multilevel mixed linear models were performed for analyses. Results: Compared to controls (0.31 ± 0.07), central macular CVD was significantly decreased by 9% in eyes with NPDR + DME (0.28 ± 0.06; ß=-0.03, p=0.02) and by 15% in PDR (0.26 ± 0.05; ß= -0.04, p=0.01). The central macular CVV was significantly decreased by 19% in eyes with PDR (0.020 mm(3) ± 0.005 mm(3), ß = -0.01, p=0.01) compared to controls (0.025 mm(3) ± 0.01 mm(3)). Conclusions: Choroidal vascular density and volume are significantly reduced in more advanced stages of diabetic retinopathy. New imaging modalities should allow further exploration of the contributions of choroidal vessel disease to diabetic eye disease pathogenesis, prognosis, and treatment response.
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Purpose: To measure changes in the choroidal vascularity index (CVI) in chronic Vogt-Koyanagi-Harada (VKH) disease during a recurrent anterior uveitis attack. Methods: Forty VKH patients and 40 normal controls were included in this study. Choroidal images were recorded before and during a recurrent anterior uveitis attack, as well as after appropriate treatment. CVI was measured by the binarization technique using ImageJ software (Bethesda, MD). Results: The CVI was 0.75 ± 0.09 in quiescent VKH patients, which was significantly higher compared to healthy controls (0.70 ± 0.05, p < 0.0001). The CVI significantly decreased to 0.72 ± 0.09 when granulomatous anterior uveitis appeared in these patients. However, it returned to 0.75 ± 0.08 after uveitis resolved. Conclusions: A significant decrease of the CVI occurred during recurrent anterior uveitis in chronic VKH. CVI may provide a novel parameter to guide the treatment of VKH disease.
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Purpose: To assess structural changes in retina and choroid after systemic corticosteroid therapy in Vogt–Koyanagi–Harada (VKH) disease using swept-source optical coherence tomography (SS-OCT). Methods: SS-OCT was conducted before treatment and during first-month follow-up in 16 eyes treated with systemic corticosteroids for active VKH. Retina was divided into five zones depending on pretreatment choroidal thickness (CT) of <100, >100 to <200, >200 to <300, >300 to <400 and >400μm, and changes in retinal thickness and CT after treatment in these zones were compared with baseline. Results: Mean CT significantly improved from 83.1±8.75 to 156.4±62.73μm(p = 0.008) in the zone with pre-CT <100μm and significantly decreased from 336.1 ± 17.28 to 266.28 ± 81.39μm(p = 0.008) in the zone with pre-CT > 300μm. Conclusions: We have shown choroidal remodeling in VKH. SS-OCT can serve as an important noninvasive tool in assessment of treatment response in patients with VKH disease.