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ARVO Imaging in the Eye Conference Abstract July 2020

Bruch’s membrane opening detection in healthy and glaucoma eyes with and without high myopia in an American and Korean population

Jasmin Rezapour; James Proudfoot; Christopher Bowd; Mark Christopher; Akram Belghith; Suzanne M. Vega; Keri Dirkes; Min Hee Suh; Robert N Weinreb; Linda Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(9):PB00117. doi:

ARVO Annual Meeting Abstract June 2020

Optic disc characteristics of glaucoma eyes with and without high myopia

Jasmin Rezapour; James Alexander Proudfoot; Jade Dohleman; Mark Christopher; Akram Belghith; Leslie Hyman; Jost Jonas; Christopher Bowd; Ruti Sella; Natalie A Afshari; Huiyuan Hou; Sasan Moghimi; Rafaella Penteado; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):3932. doi:

ARVO Annual Meeting Abstract June 2020

Glance: A Visual Analytics Approach for Opening the Black Box to Explain Deep Learning Predictions of Glaucomatous Visual Field Damage from Optical Coherence Tomography Scans

Astrid van den Brandt; Mark Christopher; Jasmin Rezapour; Derek S. Welsbie; Andrew S. Camp; Sally L. Baxter; Jiun Do; Sasan Moghimi; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Robert N Weinreb; Michel A. Westenberg; Chris CP Snijders; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4527. doi:

ARVO Annual Meeting Abstract June 2020

Individualized deep learning auto-encoder (DL-AE)-based OCT deviation maps for improved glaucoma progression detection

Christopher Bowd; Akram Belghith; Mark Christopher; Michael Henry Goldbaum; Massimo Antonio Fazio; Christopher A Girkin; Jeffrey M Liebmann; C Gustavo De Moraes; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):4536. doi:

ARVO Annual Meeting Abstract June 2020

Deep Learning Models Based on Unsegmented OCT RNFL Circle Scans Provide Accurate Detection of Glaucoma and High Resolution Prediction of Visual Field Damage

Mark Christopher; James Alexander Proudfoot; Christopher Bowd; Akram Belghith; Michael Henry Goldbaum; Jasmin Rezapour; Sasan Moghimi; Robert N Weinreb; Massimo Antonio Fazio; Christopher A Girkin; Carlos Gustavo De Moraes; Jeffrey M Liebmann; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):1439. doi:

ARVO Annual Meeting Abstract June 2020

Deep Learning Models Predict Age, Sex and Race from OCT Optic Nerve Head Circle Scans

LeAnn Mendoza; Mark Christopher; Akram Belghith; Christopher Bowd; Jasmin Rezapour; Massimo A Fazio; Michael Henry Goldbaum; Robert Weinreb; Christopher A Girkin; Jeffrey M Liebmann; C Gustavo De Moraes; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2020; 61(7):2012. doi:

Special Issue April 2020

Effects of Study Population, Labeling and Training on Glaucoma Detection Using Deep Learning Algorithms

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Mark Christopher; Kenichi Nakahara; Christopher Bowd; James A. Proudfoot; Akram Belghith; Michael H. Goldbaum; Jasmin Rezapour; Robert N. Weinreb; Massimo A. Fazio; Christopher A. Girkin; Jeffrey M. Liebmann; Gustavo De Moraes; Hiroshi Murata; Kana Tokumo; Naoto Shibata; Yuri Fujino; Masato Matsuura; Yoshiaki Kiuchi; Masaki Tanito; Ryo Asaoka; Linda M. Zangwill
TAGS: datasets, deep learning, glaucoma, training, study population
Trans. Vis. Sci. Tech.. 2020; 9(2):27. doi: https://doi.org/10.1167/tvst.9.2.27

Includes: Supplemental Content

ARVO Annual Meeting Abstract July 2019

Mixed Effects Models Indicate Several SNPs within the CNTNAP2 Gene Increase Rate of Glaucoma Related Visual Field Loss

Argus Athanas-Crannell; Mark Christopher; Yongwook Choi; Agnes Chan; Linda M Zangwill; Jeffrey M Liebmann; Christopher A Girkin; Robert M Feldman; Kent D Taylor; Jerome I Rotter; Harvey DuBiner; Radha Ayyagari; Nicholas Schork; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):1620. doi:

ARVO Annual Meeting Abstract July 2019

Reduced Retinal Microvasculature with Increasing Axial Length and Older Age in Healthy Myopic and Non-Myopic Eyes

Jason Han Lee; Rohith Voora; Robert N Weinreb; Mohamad Moghadam; Christopher Bowd; James Proudfoot; Sasan Moghimi; Rafaella Penteado; Huiyuan Hou; Elham Ghahari; Patricia Isabel C Manalastas; Mark Christopher; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):4529. doi:

ARVO Annual Meeting Abstract July 2019

Beta and Gamma Parapapillary Atrophy (PPA) Zone Areas in Myopic Eyes With and Without Glaucoma

Rohith Voora; Mohamad Moghadam; Jason Han Lee; Christopher Bowd; James Proudfoot; Sasan Moghimi; Patricia Isabel C Manalastas; Mark Christopher; Jeffrey M Liebmann; Christopher A Girkin; Robert N Weinreb; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):5550. doi:

ARVO Annual Meeting Abstract July 2019

Age-Related Optic Nerve Head and Retinal Microvasculature Dropout Varies by Race

Mohamad Moghadam; Jason Han Lee; Robert N Weinreb; Rohith Voora; Christopher Bowd; James Alexander Proudfoot; Sasan Moghimi; Rafaella Penteado; Huiyuan Hou; Elham Ghahari; Patricia Manalastas; Mark Christopher; Akram Belghith; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):3066. doi:

ARVO Annual Meeting Abstract July 2019

Deep Learning Models Predict Visual Function from Macula Thickness Map

Mark Christopher; Akram Belghith; Christopher Bowd; Massimo Antonio Fazio; Michael Henry Goldbaum; Robert N Weinreb; Christopher A Girkin; Jeffrey M Liebmann; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):5600. doi:

ARVO Annual Meeting Abstract July 2019

Diagnostic accuracy of OCTA vessel density and OCT tissue thickness measurements using machine learning

Christopher Bowd; Akram Belghith; Linda M Zangwill; Michael Henry Goldbaum; Mark Christopher; Elham Ghahari; Huiyuan Hou; Sasan Moghimi; Rafaella Penteado; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2019; 60(9):3044. doi:

ARVO Annual Meeting Abstract July 2018

Gene-Based Analysis Leveraging Whole Genome Sequencing (WGS) Data on Individuals with Multiple Longitudinal Glaucoma Related Phenotypes Shows Evidence for Genetic Factors in Open Angle Glaucoma Progression

Argus J Athanas-Crannell; Mark Christopher; Yongwook Choi; Agnes Chan; Linda M Zangwill; Jerome I Rotter; Jeffrey M Liebmann; Christopher A Girkin; Robert M Feldman; Harvey Dubiner; Yii-Der Ida Chen; Kent Taylor; Xiuqing Guo; Radha Ayyagari; Robert N Weinreb; Nicholas Schork

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):1182. doi:

ARVO Annual Meeting Abstract July 2018

Deep Learning Approaches Can Detect Glaucomatous Functional Loss better than standard SD-OCT Retinal Nerve Fiber Layer Thickness

Mark Christopher; Akram Belghith; Christopher Bowd; Michael Henry Goldbaum; Robert N Weinreb; Linda M Zangwill

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):2090. doi:

ARVO Annual Meeting Abstract July 2018

Macular and Optic Nerve Head Vessel Density and Progressive Retinal Nerve Fiber Layer Loss in Glaucoma

Sasan Moghimi; Linda M Zangwill; Rafaella Penteado; Kyle Hasenstab; Elham Ghahari; Huiyuan Hou; Mark Christopher; Patricia Isabel C Manalastas; Christopher Bowd; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):3498. doi:

ARVO Annual Meeting Abstract July 2018

Comparison of Superficial versus Deep Macula Vessel Density Measurements in Normal, Glaucoma Suspect, and Glaucoma Eyes

Patricia Isabel C Manalastas; Sasan Moghimi; Linda M Zangwill; Mark Christopher; Kyle Hasenstab; Rafaella Penteado; Huiyuan Hou; Takuhei Shoji; Elham Ghahari; Andrew J Li; Khoa Nguyen; George Villatoro; Adeleh Yarmohammadi; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):4476. doi:

ARVO Annual Meeting Abstract July 2018

Progression of Primary Open Angle Glaucoma in Diabetic and Non-diabetic Patients

Huiyuan Hou; Takuhei Shoji; Linda M Zangwill; Sasan Moghimi; Luke Saunders; Kyle Hasenstab; Elham Ghahari; Patricia Isabel C Manalastas; Tadamichi Akagi; Mark Christopher; Rafaella Penteado; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2018; 59(9):2735. doi:

Glaucoma June 2018

Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression

PDF

Mark Christopher; Akram Belghith; Robert N. Weinreb; Christopher Bowd; Michael H. Goldbaum; Luke J. Saunders; Felipe A. Medeiros; Linda M. Zangwill
TAGS: glaucoma, retinal nerve fiber layer, optical coherence tomography, unsupervised machine learning
Invest. Ophthalmol. Vis. Sci.. 2018; 59(7):2748-2756. doi: https://doi.org/10.1167/iovs.17-23387

ARVO Annual Meeting Abstract June 2017

Relationship Between Optical Coherence Tomography Angiography Macular Vascular Density Measurements and Central Visual Field Damage

Rafaella Cleto Penteado; Linda M Zangwill; Fabio Bernardi Daga; Mark Christopher; Adeleh Yarmohammadi; Patricia Isabel C Manalastas; Tadamichi Akagi; Takuhei Shoji; Felipe Medeiros; Robert N Weinreb

Invest. Ophthalmol. Vis. Sci.. 2017; 58(8):4262. doi:

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Bruch’s membrane opening detection in healthy and glaucoma eyes with and without high myopia in an American and Korean population

Optic disc characteristics of glaucoma eyes with and without high myopia

Glance: A Visual Analytics Approach for Opening the Black Box to Explain Deep Learning Predictions of Glaucomatous Visual Field Damage from Optical Coherence Tomography Scans

Individualized deep learning auto-encoder (DL-AE)-based OCT deviation maps for improved glaucoma progression detection

Deep Learning Models Based on Unsegmented OCT RNFL Circle Scans Provide Accurate Detection of Glaucoma and High Resolution Prediction of Visual Field Damage

Deep Learning Models Predict Age, Sex and Race from OCT Optic Nerve Head Circle Scans

Effects of Study Population, Labeling and Training on Glaucoma Detection Using Deep Learning Algorithms

Mixed Effects Models Indicate Several SNPs within the CNTNAP2 Gene Increase Rate of Glaucoma Related Visual Field Loss

Reduced Retinal Microvasculature with Increasing Axial Length and Older Age in Healthy Myopic and Non-Myopic Eyes

Beta and Gamma Parapapillary Atrophy (PPA) Zone Areas in Myopic Eyes With and Without Glaucoma

Age-Related Optic Nerve Head and Retinal Microvasculature Dropout Varies by Race

Deep Learning Models Predict Visual Function from Macula Thickness Map

Diagnostic accuracy of OCTA vessel density and OCT tissue thickness measurements using machine learning

Gene-Based Analysis Leveraging Whole Genome Sequencing (WGS) Data on Individuals with Multiple Longitudinal Glaucoma Related Phenotypes Shows Evidence for Genetic Factors in Open Angle Glaucoma Progression

Deep Learning Approaches Can Detect Glaucomatous Functional Loss better than standard SD-OCT Retinal Nerve Fiber Layer Thickness

Macular and Optic Nerve Head Vessel Density and Progressive Retinal Nerve Fiber Layer Loss in Glaucoma

Comparison of Superficial versus Deep Macula Vessel Density Measurements in Normal, Glaucoma Suspect, and Glaucoma Eyes

Progression of Primary Open Angle Glaucoma in Diabetic and Non-diabetic Patients

Retinal Nerve Fiber Layer Features Identified by Unsupervised Machine Learning on Optical Coherence Tomography Scans Predict Glaucoma Progression

Relationship Between Optical Coherence Tomography Angiography Macular Vascular Density Measurements and Central Visual Field Damage

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