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Xu Q, Zhang Y, Wang L, Chen X, Sun X, Chen Y. The correlation of anterior segment structures in primary congenital glaucoma by ultrasound biomicroscopy with disease severity and surgical outcomes. Graefes Arch Clin Exp Ophthalmol 2024; 262:1245-1252. [PMID: 37938376 PMCID: PMC10994995 DOI: 10.1007/s00417-023-06308-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Revised: 10/07/2023] [Accepted: 10/22/2023] [Indexed: 11/09/2023] Open
Abstract
PURPOSE To evaluate the anterior segment structures using ultrasound biomicroscopy (UBM) in primary congenital glaucoma (PCG) and explore their correlation with disease severity and surgical outcomes. METHODS Clinical information of PCG patients who underwent UBM prior to their first glaucoma surgeries from September 2014 to March 2021 were reviewed. The study included 214 UBM images of 154 PCG eyes and 60 fellow unaffected eyes. Anterior segment characteristics were analyzed. UBM parameters, including the iris thickness (IT) at variant distances from the pupil edge and iris root, anterior chamber depth (ACD), and pupil diameter (PD), were compared between two groups and their relationship with clinical factors and surgical outcomes were analyzed in PCG eyes. RESULTS PCG eyes had unclear scleral spur, thin iris, wide anterior chamber angle, deep anterior chamber, rarefied ciliary body, elongated ciliary processes, and abnormal anterior iris insertion. ITs were thinner, ACD was deeper, and PD was larger in PCG eyes than fellow unaffected eyes (all P < 0.001). In PCG eyes, thinner ITs correlated with bilateral involvement and earlier age at presentation, and larger PD correlated with earlier age at presentation (P = 0.030) and higher intraocular pressure (P < 0.001). Thinner IT2 (P = 0.046) and larger PD (P = 0.049) were identified as risk factors for surgical failure. CONCLUSION UBM is a powerful technique to exam anterior segment structures in PCG. The anatomical features are associated with disease severity and surgical outcomes, providing essential clinical insights.
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Affiliation(s)
- Qingdan Xu
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China
| | - Youjia Zhang
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China
| | - Li Wang
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- NHC Key Laboratory of Myopia, Chinese Academy of Medical Sciences, and Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
| | - Xueli Chen
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China
- NHC Key Laboratory of Myopia, Chinese Academy of Medical Sciences, and Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China
| | - Xinghuai Sun
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China.
- NHC Key Laboratory of Myopia, Chinese Academy of Medical Sciences, and Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.
- State Key Laboratory of Medical Neurobiology, Institutes of Brain Science, Fudan University, Shanghai, China.
| | - Yuhong Chen
- Department of Ophthalmology, Eye Ear Nose and Throat Hospital, Fudan University, 83 Fenyang Road, Shanghai, 200031, China.
- NHC Key Laboratory of Myopia, Chinese Academy of Medical Sciences, and Shanghai Key Laboratory of Visual Impairment and Restoration, Fudan University, Shanghai, China.
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Sihota R, Mahalingam K, Maurya AK, Sharma A, Bukke AN, Dada T. Primary congenital glaucoma: An iridotrabeculodysgenesis? Indian J Ophthalmol 2024; 72:328-334. [PMID: 38099353 PMCID: PMC11001238 DOI: 10.4103/ijo.ijo_370_23] [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: 02/06/2023] [Revised: 06/24/2023] [Accepted: 08/11/2023] [Indexed: 12/19/2023] Open
Abstract
PURPOSE To analyze primary congenital glaucoma (PCG) anterior chamber and angle anomalies over 360° as possible biomarkers of severity and prognosis. METHODS A cross-sectional observational study was conducted analyzing anterior segment anomalies of PCG patients over 4 years of age who underwent trabeculectomy combined with trabeculotomy and age-matched controls using anterior segment optical coherence tomography (ASOCT), CASIA-2. Anterior iridotrabecular adhesions or anterior iris insertion was identified and quantified from the scleral spur using the iridotrabecular contact (ITC) index parameter as a surrogate. RESULTS There was a variable but significantly increased anterior iridotrabecular adhesion on ITC index, ITC area, corneal volume, anterior chamber volume, iris volume, anterior chamber depth, and small/absent trabecular meshwork in PCG eyes compared to control eyes. In PCG eyes, anterior iridotrabecular adhesion had a positive correlation with pre-operative central corneal thickness (CCT) (r = 0.53, P = 0.02), review iris thickness (r = 0.4, P = 0.04), and ITC area (r = 0.85, P < 0.001). Review iris thickness had a negative correlation with pre-operative vertical cup-disc ratio (r = -0.51, P = 0.008). Iris hypoplasia with fewer or absent folds, collarette, pupillary ruff, and pupillary ruff to collarette distance was significantly different from controls. CONCLUSION ASOCT in PCG eyes has shown that they have variable anterior iridotrabecular tissue adhesions, anomalous tissue/membranes in the angle, and iris hypoplasia correlating with pre-operative cup-disc ratio. These features could be used as gonioscopic and clinical biomarkers to assess the severity and prognosis of the disease. The presence of abnormal iris morphology and iridotrabecular tissue anomalies in PCG suggests that it is more than just isolated trabeculodysgenesis and is probably best considered as part of the anterior segment dysgenesis spectrum.
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Affiliation(s)
- Ramanjit Sihota
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Karthikeyan Mahalingam
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Ashok Kumar Maurya
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Ajay Sharma
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Anand Naik Bukke
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Tanuj Dada
- Department of Ophthalmology, Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
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Chacon-Camacho OF, Arce-Gonzalez R, Sanchez-de la Rosa F, Urióstegui-Rojas A, Hofmann-Blancas ME, Mata-Flores F, Zenteno JC. Genetic Aspects of Glaucoma: An Updated Review. Curr Mol Med 2024; 24:1231-1249. [PMID: 37272463 DOI: 10.2174/1566524023666230602143617] [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: 12/01/2022] [Revised: 04/17/2023] [Accepted: 04/20/2023] [Indexed: 06/06/2023]
Abstract
Glaucoma is a group of diverse diseases characterized by cupping of the optic nerve head due to the loss of retinal ganglion cells. It is the most common cause of irreversible blindness throughout the world; therefore, its timely diagnosis and early detection through an ophthalmological examination are very important. We, herein, present the information on the epidemiology, pathophysiology, clinical diagnosis, and treatment of glaucoma. We also emphasize the investigations of the last decades that have allowed identifying numerous genes and susceptibility genetic factors. We have also described in detail the genes whose mutations cause or contribute to the development of the disease.
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Affiliation(s)
- Oscar Francisco Chacon-Camacho
- Department of Genetics, Institute of Ophthalmology "Conde de Valenciana", Mexico City, Mexico
- Laboratorio 5 Edificio A-4, Carrera de Médico Cirujano, Facultad de Estudios Superiores Iztacala, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Rocio Arce-Gonzalez
- Department of Genetics, Institute of Ophthalmology "Conde de Valenciana", Mexico City, Mexico
| | | | - Andrés Urióstegui-Rojas
- Department of Integral Ophthalmology, Institute of Ophthalmology "Conde de Valenciana", Mexico City, Mexico
| | | | - Felipe Mata-Flores
- Department of Glaucoma, Institute of Ophthalmology "Conde de Valenciana", Mexico City, Mexico
| | - Juan Carlos Zenteno
- Department of Genetics, Institute of Ophthalmology "Conde de Valenciana", Mexico City, Mexico
- Biochemistry Department, Faculty of Medicine, National Autonomous University of Mexico, Mexico City, Mexico
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Evaluation of the Anterior Chamber Angle Structures in Perinatal Infants Using a Wide-Field Digital Fundus Camera. Curr Med Sci 2022; 42:1305-1309. [PMID: 36544034 DOI: 10.1007/s11596-022-2646-9] [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: 08/09/2021] [Accepted: 02/28/2022] [Indexed: 12/24/2022]
Abstract
OBJECTIVE This study aimed to evaluate the ability of a digital fundus camera to observe the development of the anterior chamber angle (ACA) in premature infants. METHODS Forty-eight eyes of preterm infants (n=48) were examined by a digital fundus camera to observe the development of the ACA. ACA grading was performed based on the visualization of the anterior chamber structures according to the Scheie Angle Depth Evaluating System. RESULTS ACA images from all 48 infants were successfully acquired using RetCam3. The corrected gestational age ranged from 30 weeks to 49 weeks, which covered the period from 2 months preterm to >2 months post-term. As the corrected gestational age increased, the corrected gestational age grading was significantly decreased. The mean corrected gestational ages of the infants corresponding to the ACA classification from grade IV to grade 0 were 32.75±1.89, 37.20±1.30, 39.75±2.38, 40.56±2.24, and 44.23±2.14 weeks, respectively, which were all significantly different (P<0.05). The regression analysis showed a linear correlation between the grading of the ACA and the corrected gestational age (R2=0.724, P=0.0001). CONCLUSION The ACA of a full-term newborn can be fully detected and evaluated by a digital fundus camera. For premature infants, part of the ACA is not visible physiologically; however, it should not be misdiagnosed as angle closure or a narrow angle.
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Minhaz AT, Sevgi DD, Kwak S, Kim A, Wu H, Helms RW, Bayat M, Wilson DL, Orge FH. Deep Learning Segmentation, Visualization, and Automated 3D Assessment of Ciliary Body in 3D Ultrasound Biomicroscopy Images. Transl Vis Sci Technol 2022; 11:3. [PMID: 36180029 PMCID: PMC9547360 DOI: 10.1167/tvst.11.10.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Purpose This study aimed to develop a fully automated deep learning ciliary body segmentation and assessment approach in three-dimensional ultrasound biomicroscopy (3D-UBM) images. Methods Each 3D-UBM eye volume was aligned to the optic axis via multiplanar reformatting. Ciliary muscle and processes were manually annotated, and Deeplab-v3+ models with different loss functions were trained to segment the ciliary body (ciliary muscle and processes) in both en face and radial images. Results We trained and tested the models on 4320 radial and 3864 en face images from 12 cadaver eye volumes. Deep learning models trained on radial images with Dice loss achieved the highest mean F1-score (0.89) for ciliary body segmentation. For three-class segmentation (ciliary muscle, processes, and background), radial images with Dice loss achieved the highest mean F1-score (0.75 for the ciliary process and 0.82 for the ciliary muscle). Part of the ciliary muscle (10.9%) was misclassified as the ciliary process and vice versa, which occurred owing to the difficulty in differentiating the ciliary muscle–processes border, even by experts. Deep learning segmentation made further editing by experts at least seven times faster than a fully manual approach. In eight cadaver eyes, the average ciliary muscle, process, and body volumes were 56 ± 9, 43 ± 13, and 99 ± 18 mm3, respectively. The average surface area of the ciliary muscle, process, and body were 346 ± 45, 363 ± 83, and 709 ± 80 mm2, respectively. We performed transscleral cyclophotocoagulation in cadaver eyes to shrink the ciliary processes. Both manual and automated measurements from deep learning segmentation show a decrease in volume, surface area, and 360° cross-sectional area measurements. Conclusions The proposed deep learning segmentation of the ciliary body and 3D measurements showed transscleral cyclophotocoagulation-related changes in the ciliary body. Translational Relevance Automated ciliary body assessment using 3D-UBM has the translational potential for ophthalmic treatment planning and monitoring.
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Affiliation(s)
- Ahmed Tahseen Minhaz
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | | | - Sunwoo Kwak
- Department of Bioengineering, University of Pennsylvania, Philadelphia, PA USA
| | - Alvin Kim
- Department of Mechanical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Hao Wu
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA
| | - Richard W Helms
- UH CMC Division of Pediatric Ophthalmology and Adult Strabismus, Rainbow Babies and Children's Hospital, Cleveland, OH, USA
| | - Mahdi Bayat
- Department of Electrical Engineering and Computer Science, Case Western Reserve University, Cleveland, OH, USA
| | - David L Wilson
- Department of Biomedical Engineering, Case Western Reserve University, Cleveland, OH, USA.,Department of Radiology, Case Western Reserve University, Cleveland, OH, USA
| | - Faruk H Orge
- UH CMC Division of Pediatric Ophthalmology and Adult Strabismus, Rainbow Babies and Children's Hospital, Cleveland, OH, USA
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Yu X, Kline B, Han Y, Gao Y, Fan Z, Shi Y. Weill-Marchesani syndrome 4 caused by compound heterozygosity of a maternal submicroscopic deletion and a paternal nonsense variant in the ADAMTS17 gene: A case report. Am J Ophthalmol Case Rep 2022; 26:101541. [PMID: 35496767 PMCID: PMC9046107 DOI: 10.1016/j.ajoc.2022.101541] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 03/26/2022] [Accepted: 04/11/2022] [Indexed: 11/20/2022] Open
Abstract
Purpose To retrospectively report a case of Weill-Marchesani syndrome 4 (WMS4) with compound heterozygous variants of ADAMTS17 gene. Observations The patient was a 7-year-old boy with progressively worsening eyesight and intermittent elevated intraocular pressure (IOP) for two years. His IOPs were temporarily controlled using anti-glaucoma drugs. At presentation he had a shallow anterior chamber, lens subluxation, spherophakia and extensive synechial angle closure with high myopia in both eyes. Ultrasound biomicroscopy (UBM) identified thickened zonule fibers and anteriorly rotated, flat and slender ciliary processes, both of which worsened and were accompanied by obvious iris bombe after miosis. Gene testing showed compound heterozygosity of a maternal submicroscopic deletion on chromosome 15q26.3 (0.774 Mb) affecting the sequences of ADAMTS17, LYSMD4 and CERS3 as well as a paternal nonsense variant (c.1051_1053delAAGinsTAA, P.K351X) in the ADAMTS17 gene in the proband. The diagnosis of WMS4 was confirmed by genetic testing. Phacoemulsification (Phaco), intraocular lens (IOL) implantation, and irido-zonulo-hyaloid-vitrectomy (IZHV) combined with Ahmed Glaucoma Valve (AGV) implantation as a staged or one-stage surgery effectively lowered IOP, deepened ACD, improved visual acuity, and resolved the configuration of the ciliary processes in both eyes. Conclusion and Importance Recessive ADAMTS17 variants are associated with WMS4. We report here compound heterozygous variants in ADAMTS17 causing WMS4, and anatomically highlighted the possible pathophysiology for its clinical phenotype. A modified surgical approach with Phaco, IOL implantation, and IZHV combined with AGV implantation could be used to treat these complicated cases.
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Eleiwa TK, Elhusseiny AM, ElSheikh RH, Ali SF. An Update on Pediatric Corneal Imaging Techniques. Int Ophthalmol Clin 2022; 62:59-71. [PMID: 34965226 DOI: 10.1097/iio.0000000000000397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
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8
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Janssens R, van Rijn LJ, Eggink CA, Jansonius NM, Janssen SF. Ultrasound biomicroscopy of the anterior segment in patients with primary congenital glaucoma: a review of the literature. Acta Ophthalmol 2021; 100:605-613. [PMID: 34939345 DOI: 10.1111/aos.15082] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 12/07/2021] [Indexed: 01/25/2023]
Abstract
PURPOSE Primary congenital glaucoma (PCG) is a form of childhood glaucoma caused by maldevelopment of the anterior chamber. Disease severity differs greatly amongst patients. Ultrasound biomicroscopy (UBM) is a non-invasive technique that can visualize the anterior segment in infants in vivo. The purpose of this narrative review is to make an overview of the UBM data in PCG and study the applicability of UBM in characterizing the disease. METHODS An online search was performed on PubMed in December 2020. After a critical appraisal of the included articles, study and patient characteristics were summarized. The UBM measurements of the anterior segment in PCG of the different studies were analysed. RESULTS Six studies were included in this review. All were cross-sectional prospective studies. A total of 221 PCG eyes were examined. PCG eyes showed a larger trabecular iris angle, decreased iris thickness, narrower or absent Schlemm's canal and an increased zonular length compared to controls. Abnormal tissue membrane covering the trabecular meshwork and abnormal insertion of the iris and ciliary process were frequently found. The success rate of glaucoma surgery depended on the severity of anterior segment malformations found with UBM. CONCLUSION Malformations of the anterior segment in PCG can be demonstrated by UBM in vivo. This imaging can help to characterize disease severity and might support surgical treatment decisions.
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Affiliation(s)
- Robin Janssens
- Department of Ophthalmology Amsterdam University Medical Center location VUmc Amsterdam The Netherlands
| | - Laurentius J. van Rijn
- Department of Ophthalmology Amsterdam University Medical Center location VUmc Amsterdam The Netherlands
- Department of Ophthalmology OLVG Hospital Amsterdam The Netherlands
| | - Cathrien A. Eggink
- Department of Ophthalmology Radboud University Medical Center Nijmegen The Netherlands
| | - Nomdo M. Jansonius
- Department of Ophthalmology University Medical Center Groningen Groningen The Netherlands
| | - Sarah F. Janssen
- Department of Ophthalmology Amsterdam University Medical Center location VUmc Amsterdam The Netherlands
- Department of Ophthalmology Dijklander Hospital Hoorn The Netherlands
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Li J, Drechsler J, Lin A, Widlus M, Qureshi A, Stoleru G, Saeedi O, Levin MR, Kaleem M, Jaafar M, Madigan WP, Alexander JL. Repeatability and Reliability of Quantified Ultrasound Biomicroscopy Image Analysis of the Ciliary Body at the Pars Plicata. ULTRASOUND IN MEDICINE & BIOLOGY 2021; 47:1949-1956. [PMID: 33858721 PMCID: PMC8169634 DOI: 10.1016/j.ultrasmedbio.2021.03.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 03/03/2021] [Accepted: 03/06/2021] [Indexed: 06/12/2023]
Abstract
Most of the ciliary body and ciliary processes of the eye cannot be directly visualized in vivo because of the posterior location of the pars plicata to the posterior chamber and iris. However, ciliary anatomy can be effectively imaged using ultrasound biomicroscopy (UBM) by placing the probe close to the limbus, perpendicular to this structure. Previous studies measuring ciliary body parameters in meridian UBM images found that these parameters were measured with poor reliability and repeatability. This study evaluates the intra-observer reliability and inter-observer agreement of a standardized protocol for measuring six ciliary parameters in transverse or quadrant UBM images that capture an entire row of ciliary processes. All six ciliary parameters have high intra-observer reliability, with ciliary body thickness, ciliary process length and ciliary process density measurements being the most consistent for each observer. The coefficient of variation for each observer ranged from 1.4%-15%. Inter-observer agreement was also high for all six parameters, with an intra-class correlation coefficient >0.8. Utilizing transverse UBM images of the pars plicata allows for consistent quantitative analysis in control subjects.
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Affiliation(s)
- Joy Li
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Jennifer Drechsler
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Anna Lin
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Matthew Widlus
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Azam Qureshi
- Department of Dermatology, George Washington School of Medicine & Health Sciences, Washington, DC, USA
| | - Gianna Stoleru
- Department of Medicine, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Osamah Saeedi
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - M Roni Levin
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Mona Kaleem
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Mohamad Jaafar
- Department of Ophthalmology, Children's National Hospital, Washington, DC, USA
| | - William P Madigan
- Department of Ophthalmology, Children's National Hospital, Washington, DC, USA
| | - Janet Leath Alexander
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA.
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Alexander JL, Wei L, Palmer J, Darras A, Levin MR, Berry JL, Ludeman E. A systematic review of ultrasound biomicroscopy use in pediatric ophthalmology. Eye (Lond) 2021; 35:265-276. [PMID: 32963311 PMCID: PMC7853121 DOI: 10.1038/s41433-020-01184-4] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Revised: 08/27/2020] [Accepted: 09/07/2020] [Indexed: 12/13/2022] Open
Abstract
Ultrasound biomicroscopy (UBM) is the only available option for noninvasive, high-resolution imaging of the intricate iridociliary complex, and for anterior segment imaging with corneal haze or opacity. While these unique features render UBM essential for specific types of trauma, congenital anomalies, and anterior segment tumors, UBM imaging has found clinical utility in a broad spectrum of diseases for structural assessments not limited to the anterior intraocular anatomy, but also for eyelid and orbit anatomy. This imaging tool has a very specific niche in the pediatric population where anterior segment disease can be accompanied by corneal opacity or clouding, and anomalies posterior to the iris may be present. Pediatric patients present additional diagnostic challenges. They are often unable to offer detailed histories or fully cooperate with examination, thus amplifying the need for high-resolution imaging. This purpose of this systematic review is to identify and synthesize the body of literature involving use of UBM to describe, evaluate, diagnose, or optimize treatment of pediatric ocular disease. The collated peer-reviewed research details the utility of this imaging modality, clarifies the structures and diseases most relevant for this tool, and describes quantitative and qualitative features of UBM imaging among pediatric subjects. This summary will include information about the specific applications available to enhance clinical care for pediatric eye disease.
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Affiliation(s)
- Janet L Alexander
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, 419 West Redwood Street, Suite 479, Baltimore, MD, 21201, USA.
| | - Libby Wei
- University of Maryland School of Medicine, 419 West Redwood Street, Suite 479, Baltimore, MD, 21201, USA
| | - Jamie Palmer
- University of Maryland School of Medicine, 419 West Redwood Street, Suite 479, Baltimore, MD, 21201, USA
| | - Alex Darras
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, 419 West Redwood Street, Suite 479, Baltimore, MD, 21201, USA
| | - Moran R Levin
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, 419 West Redwood Street, Suite 479, Baltimore, MD, 21201, USA
| | - Jesse L Berry
- Children's Hospital Los Angeles & The USC Roski Eye Institute, USC Keck School of Medicine, 4650 Sunset Blvd., Mailstop #88, Los Angeles, CA, 90027, USA
| | - Emilie Ludeman
- Health Sciences and Human Services Library, University of Maryland, 601W Lombard Street, Baltimore, MD, 21201-1512, USA
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11
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Le C, Baroni M, Vinnett A, Levin MR, Martinez C, Jaafar M, Madigan WP, Alexander JL. Deep Learning Model for Accurate Automatic Determination of Phakic Status in Pediatric and Adult Ultrasound Biomicroscopy Images. Transl Vis Sci Technol 2020; 9:63. [PMID: 33409005 PMCID: PMC7779873 DOI: 10.1167/tvst.9.2.63] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 11/06/2020] [Indexed: 12/31/2022] Open
Abstract
Purpose Ultrasound biomicroscopy (UBM) is a noninvasive method for assessing anterior segment anatomy. Previous studies were prone to intergrader variability, lacked assessment of the lens-iris diaphragm, and excluded pediatric subjects. Lens status classification is an objective task applicable in pediatric and adult populations. We developed and validated a neural network to classify lens status from UBM images. Methods Two hundred eighty-five UBM images were collected in the Pediatric Anterior Segment Imaging Innovation Study (PASIIS) from 80 eyes of 51 pediatric and adult subjects (median age = 4.6 years, range = 3 weeks to 90 years) with lens status phakic, aphakic, or pseudophakic (n = 33, 7, and 21 subjects, respectively). Following transfer learning, a pretrained Densenet-121 model was fine-tuned on these images. Metrics were calculated for testing dataset results aggregated from fivefold cross-validation. For each fold, 20% of total subjects were partitioned for testing and the remaining subjects were used for training and validation (80:20 split). Results Our neural network trained across 60 epochs achieved recall 96.15%, precision 96.14%, F1-score 96.14%, false positive rate 3.74%, and area under the curve (AUC) 0.992. Feature saliency heatmaps consistently involved the lens. Algorithm performance was compared using 2 image sets, 1 from subjects of all ages, and the second from only subjects under age 10 years, with similar performance under both circumstances. Conclusions A neural network trained on a relatively small UBM image set classified lens status with satisfactory recall and precision. Adult and pediatric image sets offered roughly equivalent performance. Future studies will explore automated UBM image classification for complex anterior segment pathology. Translational Relevance Deep learning models can evaluate lens status from UBM images in adult and pediatric subjects using a limited image set.
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Affiliation(s)
- Christopher Le
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Mariana Baroni
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Alfred Vinnett
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Moran R Levin
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Camilo Martinez
- Department of Ophthalmology, Children's National Medical System, Washington, DC, USA
| | - Mohamad Jaafar
- Department of Ophthalmology, Children's National Medical System, Washington, DC, USA
| | - William P Madigan
- Department of Ophthalmology, Children's National Medical System, Washington, DC, USA
| | - Janet L Alexander
- Department of Ophthalmology and Visual Sciences, University of Maryland School of Medicine, Baltimore, MD, USA
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