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Leclaire MD, Storp JJ, Lahme L, Esser EL, Eter N, Alnawaiseh M. Reduced Retinal Blood Vessel Densities Measured by Optical Coherence Tomography Angiography in Keratoconus Patients Are Negatively Correlated with Keratoconus Severity. Diagnostics (Basel) 2024; 14:707. [PMID: 38611620 PMCID: PMC11011292 DOI: 10.3390/diagnostics14070707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Revised: 03/15/2024] [Accepted: 03/25/2024] [Indexed: 04/14/2024] Open
Abstract
Keratoconus (KC) is the most common corneal ectasia. Optical coherence tomography angiography (OCT-A) is a relatively new non-invasive imaging technique that allows the visualization and quantification of retinal and choriocapillary blood vessels. The aim of this study is to assess retinal and choriocapillary vessel density (VD) differences between KC patients and healthy controls and to investigate correlations between VD and KC severity. Fifty-two eyes were included in this exploratory study: twenty-six eyes from 26 KC patients and twenty-six eyes from 26 age- and gender-matched healthy controls. All patients underwent Scheimpflug corneal topography with Pentacam, axis lengths measurement and optical coherence tomography angiography (OCT-A). The thinnest spot in corneal pachymetry, maximum K (Kmax) and KC severity indices from the Belin/Ambrósio enhanced ectasia display (BAD) were also assessed. There was a distinct reduction particularly in the retinal VD of the superficial capillary plexus (SCP). Correlation analyses showed strong and moderate negative correlations between the VD in the macular SCP and BAD KC scores and between the SCP VD and Kmax. There was no difference in retinal thickness between the KC and healthy controls. With this study, further evidence for altered VD measurements by OCT-A in KC patients is given. For the first time, we demonstrated negative correlations between BAD KC scores and retinal blood vessel alterations. A major limitation of the study is the relatively small sample size. Since an artefactual reduction of the quantitative OCT-A measurements due to irregular corneal topography in KC must be assumed, it remains to be investigated whether there are also actual changes in the retinal microcirculation in KC.
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Affiliation(s)
- Martin Dominik Leclaire
- Department of Ophthalmology, University Medical Center Münster, 48149 Münster, Germany; (J.J.S.); (E.L.E.); (N.E.)
| | - Jens Julian Storp
- Department of Ophthalmology, University Medical Center Münster, 48149 Münster, Germany; (J.J.S.); (E.L.E.); (N.E.)
| | - Larissa Lahme
- Department of Ophthalmology, University Medical Center Münster, 48149 Münster, Germany; (J.J.S.); (E.L.E.); (N.E.)
| | - Eliane Luisa Esser
- Department of Ophthalmology, University Medical Center Münster, 48149 Münster, Germany; (J.J.S.); (E.L.E.); (N.E.)
| | - Nicole Eter
- Department of Ophthalmology, University Medical Center Münster, 48149 Münster, Germany; (J.J.S.); (E.L.E.); (N.E.)
| | - Maged Alnawaiseh
- Department of Ophthalmology, Klinikum Bielefeld gem. GmbH, 33647 Bielefeld, Germany
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Choi JY, Kim H, Kim JK, Lee IS, Ryu IH, Kim JS, Yoo TK. Deep learning prediction of steep and flat corneal curvature using fundus photography in post-COVID telemedicine era. Med Biol Eng Comput 2024; 62:449-463. [PMID: 37889431 DOI: 10.1007/s11517-023-02952-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 10/14/2023] [Indexed: 10/28/2023]
Abstract
Recently, fundus photography (FP) is being increasingly used. Corneal curvature is an essential factor in refractive errors and is associated with several pathological corneal conditions. As FP-based examination systems have already been widely distributed, it would be helpful for telemedicine to extract information such as corneal curvature using FP. This study aims to develop a deep learning model based on FP for corneal curvature prediction by categorizing corneas into steep, regular, and flat groups. The EfficientNetB0 architecture with transfer learning was used to learn FP patterns to predict flat, regular, and steep corneas. In validation, the model achieved a multiclass accuracy of 0.727, a Matthews correlation coefficient of 0.519, and an unweighted Cohen's κ of 0.590. The areas under the receiver operating characteristic curves for binary prediction of flat and steep corneas were 0.863 and 0.848, respectively. The optic nerve and its peripheral areas were the main focus of the model. The developed algorithm shows that FP can potentially be used as an imaging modality to estimate corneal curvature in the post-COVID-19 era, whereby patients may benefit from the detection of abnormal corneal curvatures using FP in the telemedicine setting.
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Affiliation(s)
- Joon Yul Choi
- Department of Biomedical Engineering, Yonsei University, Wonju, South Korea
| | | | - Jin Kuk Kim
- Department of Refractive Surgery, B&VIIT Eye Center, B2 GT Tower, 1317-23 Seocho-Dong, Seocho-Gu, Seoul, South Korea
| | - In Sik Lee
- Department of Refractive Surgery, B&VIIT Eye Center, B2 GT Tower, 1317-23 Seocho-Dong, Seocho-Gu, Seoul, South Korea
| | - Ik Hee Ryu
- Department of Refractive Surgery, B&VIIT Eye Center, B2 GT Tower, 1317-23 Seocho-Dong, Seocho-Gu, Seoul, South Korea
- Research and Development Department, VISUWORKS, Seoul, South Korea
| | - Jung Soo Kim
- Research and Development Department, VISUWORKS, Seoul, South Korea
| | - Tae Keun Yoo
- Department of Refractive Surgery, B&VIIT Eye Center, B2 GT Tower, 1317-23 Seocho-Dong, Seocho-Gu, Seoul, South Korea.
- Research and Development Department, VISUWORKS, Seoul, South Korea.
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Pinheiro-Costa J, Ribeiro M, Moura R, Madeira D, Falcão-Reis F, Carneiro Â. Macular parameters with and without scleral contact lens in keratoconus using Spectralis optical coherence tomography. Clin Exp Optom 2023; 106:930-932. [PMID: 37914535 DOI: 10.1080/08164622.2022.2131376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Accepted: 09/28/2022] [Indexed: 11/05/2022] Open
Affiliation(s)
- João Pinheiro-Costa
- Department of Ophthalmology, Centro Hospitalar Universitário São João, Porto, Portugal
- Department of Biomedicine, University of Porto, Porto, Portugal
| | - Margarida Ribeiro
- Department of Ophthalmology, Centro Hospitalar Universitário São João, Porto, Portugal
| | - Rodolfo Moura
- Department of Ophthalmology, Centro Hospitalar Universitário São João, Porto, Portugal
| | - Dulce Madeira
- Department of Biomedicine, University of Porto, Porto, Portugal
| | - Fernando Falcão-Reis
- Department of Ophthalmology, Centro Hospitalar Universitário São João, Porto, Portugal
- Department of Surgery and Physiology, University of Porto, Porto, Portugal
| | - Ângela Carneiro
- Department of Ophthalmology, Centro Hospitalar Universitário São João, Porto, Portugal
- Department of Surgery and Physiology, University of Porto, Porto, Portugal
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Aydemir GA, Kocabaş DO, Bilen A, Aydemir E, Bayat AH, Oren B, Kiziltoprak H. Evaluation of Retinal Layer Thicknesses in Patients with Keratoconus Using Retinal Layer Segmentation Analysis. Klin Monbl Augenheilkd 2023; 240:1199-1206. [PMID: 35320863 DOI: 10.1055/a-1743-3067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
OBJECTIVE To conduct an evaluation of the effects of irregular astigmatism on the retinal nerve fiber layer (RNFL) and the retinal layers observed using spectral-domain optical coherence tomography (SD-OCT) in patients who had keratoconus (KC). MATERIALS AND METHODS A total of 255 eyes from 255 individuals, comprising 72 eyes of KC patients, 70 eyes of patients with astigmia, and 113 eyes of healthy controls were included in the analysis. RNFL scan maps (comprising global, temporal, superotemporal, inferotemporal, nasal, inferonasal, and superonasal maps) and macular thickness (MT) maps of a standard from the Early Treatment Diabetic Retinopathy Study (ETDRS) grid were assessed. The measurements were segmented automatically using Spectralis software, and included the RNFL, inner and outer plexiform layers (IPL, OPL), inner and outer nuclear layers (INL, ONL), ganglion cell layer, retinal pigment epithelium (RPE) in the central 6-mm ETDRS subfield. RESULTS The RNFL thickness in the KC group was lower when compared with the other two groups; however, statistically significant differences were noted in the global, temporal, superotemporal, and inferotemporal sectors (p < 0.05 for all). All of the central MT parameters showed significant variation among the groups, while a statistically significant decrease was noted in the KC group, except in the inferior outer sector (p = 0.741). In the segmentation analysis, the KC group had the significantly lowest IPL, ONL, RPE, and outer retinal layer (ORL) thickness among the groups (p < 0.05 for each). The astigmatic group was similar to the control group with regard to these parameters (p > 0.05 for each). CONCLUSION The eyes in the KC group appeared to have a thinner RNFL and MT when compared to those in the astigmatic and control groups. The ORLs, especially the ONL and RPE, were the most affected component of the macula in the KC group.
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Affiliation(s)
- Gozde Aksoy Aydemir
- Ophthalmology, Adiyaman Universitesi Egitim ve Arastirma Hastanesi, Adiyaman, Turkey
| | | | - Abdurrahman Bilen
- Ophthalmology, Adiyaman Universitesi Egitim ve Arastirma Hastanesi, Adiyaman, Turkey
| | - Emre Aydemir
- Ophthalmology, Adiyaman Universitesi Egitim ve Arastirma Hastanesi, Adiyaman, Turkey
| | - Alper Halil Bayat
- Ophyhalmology, Istanbul Medipol University, Birlik Mahallesi Bahçeler Caddesi No:5, Esenler/Istanbul, Turkey
| | - Burak Oren
- Ophthalmology, Adiyaman Universitesi Egitim ve Arastirma Hastanesi, Adiyaman, Turkey
| | - Hasan Kiziltoprak
- Ophthalmology, Adiyaman Universitesi Egitim ve Arastirma Hastanesi, Adiyaman, Turkey
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Dogan B, Bozdogan YC, Gedik B, Erol MK, Bulut M, Duman F. Optic disc and retinal vessel densities assessment by optical coherence tomography angiography in patients with keratoconus. Photodiagnosis Photodyn Ther 2022; 41:103218. [PMID: 36462703 DOI: 10.1016/j.pdpdt.2022.103218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2022] [Revised: 11/13/2022] [Accepted: 11/29/2022] [Indexed: 12/03/2022]
Abstract
BACKGROUND This study aimed to evaluate retinal and optic disc vascular changes in patients with keratoconus (KC) using optical coherence tomography angiography (OCTA). METHODS Thirty-two eyes of 22 patients with KC and 24 eyes of 24 age- and sex-matched healthy controls were included in this study. Corneal topography and OCTA were performed. Quantitative vessel density of the macular superficial capillary plexus (SCP), macular deep capillary plexus (DCP), and radial peripapillary capillaries (RPC); choriocapillaris flow area; and choroidal thickness were compared between the KC and control groups. RESULTS SCP and DCP vessel densities showed a significant reduction in the KC group compared to that in the control group (p < 0.001 and p < 0.001 in the whole image and parafovea, respectively). Choriocapillaris flow area was significantly higher in patients with KC than in the control group (p = 0.003). The foveal avascular zone area did not significantly differ between the two groups (p = 0.949). RPC inside disc vessel density was significantly decreased in the KC group compared to that in the control group (p < 0.001). CONCLUSION This study revealed important macular, choroidal, and optic disc vessel densities changes in patients with KC. Macular whole vessel density and parafoveal vessel density of the SCP and DCP decreased, while choriocapillaris flow area increased in patients with KC.
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Affiliation(s)
- Berna Dogan
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey.
| | - Yigit Caglar Bozdogan
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey
| | - Birumut Gedik
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey
| | - Muhammet Kazim Erol
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey
| | - Mehmet Bulut
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey
| | - Fulya Duman
- Department of Ophthalmology, Antalya Education and Research Hospital, University of Health Sciences, Antalya, Turkey
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Hashemi H, Heirani M, Ambrósio R, Hafezi F, Naroo SA, Khorrami-Nejad M. The link between Keratoconus and posterior segment parameters: An updated, comprehensive review. Ocul Surf 2021; 23:116-122. [PMID: 34890805 DOI: 10.1016/j.jtos.2021.12.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 11/26/2021] [Accepted: 12/06/2021] [Indexed: 02/07/2023]
Abstract
Keratoconus (KCN) has been typically known as a disorder with effects limited to the cornea. Because of this viewpoint, less attention has been devoted to its effects on the posterior segment structures. We aimed to provide a comprehensive review of the literature to understand the potential link between KCN and posterior segment structures and their functions. It is clear from the extensive evidence in the literature that KCN can be associated with morphological and functional changes in different parts of the posterior segment. It is worth noting that anatomical changes have been not only noted in several layers of the retina but also in the optic nerve head and the choroid. Several mechanisms have been proposed to explain this observation, including incidents induced by oxidative stress in keratoconic corneas and retinal adaptions to the distorted image that lands on the retina. Consequently, when KCN has been diagnosed, it seems practical to consider assessing the retinal and choroidal profile using optical coherence tomography and potentially functional abnormalities through electrophysiology procedures.
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Affiliation(s)
- Hassan Hashemi
- Noor Ophthalmology Research Center, Noor Eye Hospital, Tehran, Iran
| | - Mohsen Heirani
- Translational Ophthalmology Research Center, Farabi Eye Hospital, Tehran University of Medical Sciences, Tehran, Iran.
| | - Renato Ambrósio
- Department of Ophthalmology, Federal University of the State of Rio de Janeiro, Brazil
| | - Farhad Hafezi
- ELZA Institute, Dietikon, Zurich, Switzerland; Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Shehzad A Naroo
- College of Health and Life Sciences, Aston University, Birmingham, B4 7ET, UK
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