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Xin C, Bian GB, Zhang H, Liu W, Dong Z. Optical coherence tomography-based deep learning algorithm for quantification of the location of the intraocular lens. ANNALS OF TRANSLATIONAL MEDICINE 2020; 8:872. [PMID: 32793716 DOI: 10.21037/atm-20-4706] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Background Cataract surgery has been recently developed from sight rehabilitating surgery to accurate refractive surgery. The precise concentration of intraocular lens (IOL) is crucial for postoperative high visual quanlity. The three-dimentional (3D) images of ocular anterior segment captured by optial coherence tomography (OCT) make it possible to evaluate the IOL position in 3D space, which provide insights into factors relavant to the visual quanlity and better design of new functional IOL. The deep learning algorithm potentially quantify the IOL position in an objective and efficient way. Methods The region-based fully convolutional network (R-FCN) was used to recogonize and delineate the IOL configuration in 3D OCT images. Scleral spur was identified automatically. Then the tilt angle of the IOL relative to the scleral spur plane along with its decentration with respect to the pupil were calculated. Repeatability and reliability of the method was evaluated by the intraclass correlation coefficient. Results After improvement, the R-FCN network recognition efficiency of IOL configuration reached 0.910. The ICC of reliability and repeatability of the method is 0.867 and 0.901. The average tilt angle of the IOL relative to scleral spur is located in 1.65±1.00 degrees. The offsets dx and dy occurring in the early X and Y directions of the IOL are 0.29±0.22 and 0.33±0.24 mm, respectively. The IOL offset distance is 0.44±0.33 mm. Conclusions We proposed a practical method to quantify the IOL postion in 3D space based on OCT images and assisted by an algorithm.
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Affiliation(s)
- Chen Xin
- Beijing Institution of Ophthalmology, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Gui-Bin Bian
- State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China
| | - Haojie Zhang
- College of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China
| | - Weipeng Liu
- College of Artificial Intelligence and Data Science, Hebei University of Technology, Tianjin, China
| | - Zhe Dong
- Beijing Tongren Eye Center, Beijing Key Laboratory of Ophthalmology and Visual Science, Beijing Tongren Hospital, Capital Medical University, Beijing, China
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Pinto NC, Chavantes MC, Zezell D, Deana A, Benetti C, Marcos RL, Lopes LA, Martins RABL, Aiello VD, Jatene FB, Pomerantzeff PMA. The use of a high-power laser on swine mitral valve chordae tendineae. Lasers Med Sci 2016; 31:1075-81. [PMID: 27184152 DOI: 10.1007/s10103-016-1949-0] [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: 02/27/2015] [Accepted: 04/25/2016] [Indexed: 11/28/2022]
Abstract
Worldwide, rheumatic fever remains a significant cause of mitral valve insufficiency. It is responsible for approximately 90 % of early childhood valvular surgeries in Brazil. Elongated or flail chordae are frequently responsible and require surgical correction. The purpose of this study was to analyze and compare the histological tissues of the mitral valve chordae and the mechanical resistance generated by the chordae, both with and without the application of a high-power laser. Twenty normal porcine mitral valve chordae were measured and divided randomly into the following two groups: control group (not subjected to a high-power laser) and laser group (subjected to photonic irradiation). Laser surgery was performed under controlled conditions, using following parameters: λ = 980-nm wavelength, power = 3 W, and energy = 60 J. A mechanical test machine was used in combination with a subsequent histological study to measure chordae tensile properties. A histological analysis demonstrated a typical collagen bundle arrangement in the control group; however, under a particular reached temperature range (48), the collagen bundles assumed different arrangements in the laser group. Significant reductions in the chordae tendineae lengths and changes in their resistance in the laser group were observed, as these chordae exhibited less rigid fibers. The chordae tendineae of normal porcine valves subjected to a high-power laser exhibited its length reduction and less stiffness compared to the control group. A histological analysis of the laser treatment specimens demonstrated differences in collagen bundle spatial organization, following slight changes into tissue temperature.
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Affiliation(s)
- Nathali Cordeiro Pinto
- Cardiovascular and Thoracic Surgery Department of The Heart Institute - General Hospital, Medical School, University of São Paulo, 44, Dr. Enéas de Carvalho Aguiar Avenue, 2nd floor, 05403-900, São Paulo, SP, Brazil. .,Valvar Surgery Department of Heart Institute - Clinical Hospital, Medical School, University of São Paulo, 44, Av.Dr. Eneas de Carvalho Aguiar, 2nd floor, 05403-900, São Paulo, SP, Brazil.
| | - M Cristina Chavantes
- Cardiovascular and Thoracic Surgery Department of The Heart Institute - General Hospital, Medical School, University of São Paulo, 44, Dr. Enéas de Carvalho Aguiar Avenue, 2nd floor, 05403-900, São Paulo, SP, Brazil.,Post Graduate Program in Biophotonics and Medicine, University Nove de Julho, 235, Vergueiro, 01504-001, São Paulo, SP, Brazil
| | - Denise Zezell
- Nuclear and Energy Research Institute/Center for Lasers and Applications-IPEN/CLA, University of São Paulo, 2242, Professor Lineu Prestes Avenue, 05508-900, São Paulo, SP, Brazil
| | - Alessandro Deana
- Post Graduate Program in Biophotonics and Medicine, University Nove de Julho, 235, Vergueiro, 01504-001, São Paulo, SP, Brazil
| | - Carolina Benetti
- Nuclear and Energy Research Institute/Center for Lasers and Applications-IPEN/CLA, University of São Paulo, 2242, Professor Lineu Prestes Avenue, 05508-900, São Paulo, SP, Brazil
| | - Rodrigo Labat Marcos
- Post Graduate Program in Biophotonics and Medicine, University Nove de Julho, 235, Vergueiro, 01504-001, São Paulo, SP, Brazil
| | - Luciana Almeida Lopes
- Research and Education Center for Phototherapy in Health Sciences, 831, Sebastião Moraes, 13562-030, São Carlos, SP, Brazil
| | - Rodrigo A B Lopes Martins
- Institute of Biomedical Sciences - ICB, University of São Paulo, 2415, Professor Lineu Prestes Avenue, Cidade Universitária, 05508-900, São Paulo, SP, Brazil
| | - Vera Demarchi Aiello
- Pathology Department of Heart Institute - Clinical Hospital, Medical School, University of São Paulo, 44, Dr. Enéas de Carvalho Aguiar Avenue, SS floor, 05403-900, São Paulo, SP, Brazil
| | - Fabio Biscegli Jatene
- Cardiovascular and Thoracic Surgery Department of The Heart Institute - General Hospital, Medical School, University of São Paulo, 44, Dr. Enéas de Carvalho Aguiar Avenue, 2nd floor, 05403-900, São Paulo, SP, Brazil
| | - Pablo M A Pomerantzeff
- Cardiovascular and Thoracic Surgery Department of The Heart Institute - General Hospital, Medical School, University of São Paulo, 44, Dr. Enéas de Carvalho Aguiar Avenue, 2nd floor, 05403-900, São Paulo, SP, Brazil.,Valvar Surgery Department of Heart Institute - Clinical Hospital, Medical School, University of São Paulo, 44, Av.Dr. Eneas de Carvalho Aguiar, 2nd floor, 05403-900, São Paulo, SP, Brazil
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Kanellopoulos AJ, Asimellis G. Hyperopic correction: clinical validation with epithelium-on and epithelium-off protocols, using variable fluence and topographically customized collagen corneal crosslinking. Clin Ophthalmol 2014; 8:2425-33. [PMID: 25506204 PMCID: PMC4259508 DOI: 10.2147/opth.s68222] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose To report novel application of topographically-customized collagen crosslinking aiming to achieve hyperopic refractive changes. Two approaches were evaluated, one based on epithelium-off and one based on epithelium-on (transepithelial). Methods A peripheral annular-shaped topographically customizable design was employed for high-fluence ultraviolet (UV)-A irradiation aiming to achieve hyperopic refractive changes. A total of ten eyes were involved in this study. In group-A (five eyes), a customizable ring pattern was employed to debride the epithelium by excimer laser ablation, while in group-B (also five eyes), the epithelium remained intact. In both groups, specially formulated riboflavin solutions were applied. Visual acuity, cornea clarity, keratometry, topography, and pachymetry with a multitude of modalities, as well as endothelial cell counts were evaluated. Results One year postoperatively, the following changes have been noted: in group-A, average uncorrected distance visual acuity changed from 20/63 to 20/40. A mean hyperopic refractive increase of +0.75 D was achieved. There was some mild reduction in the epithelial thickness. In group-B, average uncorrected distance visual acuity changed from 20/70 to 20/50. A mean hyperopic refractive increase of +0.85 D was achieved. Epithelial thickness returned to slightly reduced levels (compared to baseline) in group-A, whereas to slightly increased levels in group-B. Conclusion We introduce herein the novel application of a topographically-customizable collagen crosslinking to achieve a hyperopic refractive effect. This novel technique may be applied either with epithelial removal, offering a more stable result or with a non-ablative and non-incisional approach, offering a minimally invasive alternative.
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Affiliation(s)
- Anastasios John Kanellopoulos
- LaserViison.gr Clinical and Research Eye Institute, Athens, Greece ; Department of Ophthalmology, New York University Medical School, New York, NY, USA
| | - George Asimellis
- LaserViison.gr Clinical and Research Eye Institute, Athens, Greece
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Kanellopoulos AJ, Dupps WJ, Seven I, Asimellis G. Toric topographically customized transepithelial, pulsed, very high-fluence, higher energy and higher riboflavin concentration collagen cross-linking in keratoconus. Case Rep Ophthalmol 2014; 5:172-80. [PMID: 25076897 PMCID: PMC4105951 DOI: 10.1159/000363371] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Purpose To report a novel application of toric topographically customized transepithelial collagen cross-linking (CXL) aiming to achieve refractive astigmatic changes in a keratoconic cornea. Methods Specially formulated riboflavin transepithelial administration and delivery of high-fluence UVA in a topographically customized pattern was applied in an eye with progressive keratoconus. Visual acuity, cornea clarity, keratometry, topography, and pachymetry with a multitude of modalities, as well as endothelial cell counts were evaluated for >6 months. Results Uncorrected distance visual acuity changed from preoperative 20/40 to 20/25 at 6 months. A mean astigmatic reduction of 0.8 D, and significant cornea surface normalization was achieved 6 months postoperatively. There was some mild change in the epithelial distribution, with the treated area having a slight normalization in the average epithelial thickness. Conclusions We introduce herein the novel application of a topographically customizable transepithelial CXL in progressive keratoconus in order to achieve an astigmatic refractive effect and ectasia stabilization. This novel technique offers a nonablative and nonincisional approach to treat irregular astigmatism in ectatic cornea with rapid visual rehabilitation.
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Affiliation(s)
| | - William J Dupps
- Department of Ophthalmology, Cleveland State University, Cleveland, Ohio, USA ; Department of Biomedical Engineering, Cleveland Clinic, Cleveland State University, Cleveland, Ohio, USA
| | - Ibrahim Seven
- Department of Cole Eye Institute, Cleveland Clinic, Cleveland State University, Cleveland, Ohio, USA ; Department of Chemical and Biomedical Engineering, Cleveland State University, Cleveland, Ohio, USA
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Kanellopoulos AJ. Novel myopic refractive correction with transepithelial very high-fluence collagen cross-linking applied in a customized pattern: early clinical results of a feasibility study. Clin Ophthalmol 2014; 8:697-702. [PMID: 24741289 PMCID: PMC3984063 DOI: 10.2147/opth.s59934] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background The purpose of this study is to report the safety and efficacy of a new application of collagen cross-linking using a novel device to achieve predictable refractive myopic changes in virgin corneas. Methods Four cases were treated with a novel device employing very high-fluence collagen cross-linking applied in a myopic pattern. Prior to treatment, riboflavin solution was applied to the intact epithelium. The collagen cross-linking device was then engaged for a total of 12 J/cm2, to be applied transepithelially in a predetermined pattern. Cornea clarity, corneal keratometry, and corneal topography were evaluated by both Placido disc and Scheimpflug imaging, along with cornea anterior segment optical coherence tomography and endothelial cell counts. Results An average of 2.3 diopters was achieved in the first week in all four cases treated with the very high-fluence myopic collagen cross-linking intervention. There was a slight regression to 1.44 diopters at 1 month, which remained stable at 6-month follow-up. The mean keratometry change was from 44.90 diopters to 43.46 diopters. There was no significant change in endothelial cell counts or corneal clarity. There was some mild change in epithelial thickness distribution, with the treated area showing a slight but homogeneous reduction in mean thickness from 52 μm to 44 μm. Conclusion This report describes the novel application of very high-fluence collagen cross-linking with a predictable well defined myopic refractive (flattening) corneal effect. This technique has the advantages of essentially no postoperative morbidity, immediate visual rehabilitation, and the potential for tapering until the desired result is achieved.
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Wang X, Dong J, Wang X, Wu Q. IOL tilt and decentration estimation from 3 dimensional reconstruction of OCT image. PLoS One 2013; 8:e59109. [PMID: 23554982 PMCID: PMC3598664 DOI: 10.1371/journal.pone.0059109] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2012] [Accepted: 02/11/2013] [Indexed: 11/18/2022] Open
Abstract
Purpose To evaluate intraocular lens (IOL) tilt and decentration by anterior segment optical coherence tomography (AS-OCT) using 3-dimensional (3D) reconstruction method. Design Prospective observational case series. Participants Thirty-nine patients (39 eyes) were included. Methods The IOL positions of all eyes were examined by AS-OCT. Images were obtained in 4 axes (0–180 degrees, 45–225 degrees, 90–270 degrees, and 135–315 degrees) using the quadrant-scan model. The cross-sectional images were analyzed with MATLAB software. Main Outcome Measures The angle (θ) between the reference pupillary plane and the IOL plane, the distances between the center points of the pupil circle and the IOL on the x-axis (dx) and y-axis (dy) and the spatial distance (ds) were calculated after 3D-reconstruction. Results The mean angle (θ) between the pupillary plane and the IOL plane was 2.94±0.99 degrees. The mean IOL decentration of dx and dy was 0.32±0.26 mm and 0.40±0.27 mm, respectively. The ds of the IOL decentration was 0.56±0.31 mm. There was no significant correlation between the ocular residual astigmatism (ORA) and the tilted angle or the decentration distance. There was a significant correlation between the ORA and total astigmatism (r = 0.742, P<0.001). There was no significant correlation between the postoperative best corrected visual acuity (BCVA) and the ORA (r = 0.156; P = 0.344), total astigmatism (r = 0.012; P = 0.942), tilted angle (θ; r = 0.172; P = 0.295) or decentration distance (dx: r = 0.191, P = 0.244; dy: r = 0.253, P = 0.121; ds: r = 0.298, P = 0.065). Conclusions AS-OCT can be used as an alternative for the analysis of IOL tilt and decentration using 3D-reconstruction.
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Affiliation(s)
- Xiaogang Wang
- Affiliated Sixth People's Hospital, Shanghai Jiao Tong University, Shanghai, P. R. China
| | - Jing Dong
- The First Hospital of Shanxi Medical University, Shanxi, P. R. China
| | - Xiaoliang Wang
- School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai, P. R. China
| | - Qiang Wu
- Affiliated Sixth People's Hospital, Shanghai Jiao Tong University, Shanghai, P. R. China
- * E-mail:
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