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Automated Assessment of the Optic Nerve Head on Stereo Disc Photographs
To develop automated software for optic nerve head (ONH) quantitative assessment from stereoscopic disc photographs and to evaluate its performance in comparison with human expert assessment. A fully automated system, including three-dimensional ONH modeling, disc margin detection, cup margin detect...
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Published in: | Investigative ophthalmology & visual science 2008-06, Vol.49 (6), p.2512-2517 |
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container_title | Investigative ophthalmology & visual science |
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creator | Xu, Juan Ishikawa, Hiroshi Wollstein, Gadi Bilonick, Richard A Sung, Kyung R Kagemann, Larry Townsend, Kelly A Schuman, Joel S |
description | To develop automated software for optic nerve head (ONH) quantitative assessment from stereoscopic disc photographs and to evaluate its performance in comparison with human expert assessment.
A fully automated system, including three-dimensional ONH modeling, disc margin detection, cup margin detection, and calculation of stereometric ONH parameters, was developed and tested. One eye each from 54 subjects (23 healthy, 17 suspected glaucoma, and 14 glaucoma) was enrolled. The majority opinion of three experts defined disc and cup margins on the disc photographs was used for comparison. Seven ONH parameters, disc area, rim area, rim volume, cup area, cup volume, cup-to-disc (C/D) area ratio, and vertical C/D ratio, were computed based on both machine- and expert-defined margins and compared between the methods.
All automated ONH measurements showed good correlation with the expert defined margins (Pearson r = 0.90, disc area; 0.56, rim area; 0.78, rim volume; 0.88, cup area; 0.93, cup volume; 0.69, C/D area ratio; and 0.67, vertical C/D ratio; all P or= 0.21). The mean or median of automatically defined disc and cup areas was significantly higher than the subjective assessment (disc area P = 0.0001, t-test; cup area P = 0.036, Wilcoxon signed ranks test), although they had high correlation coefficients. The software failed to detect the disc margin for all the disc photographs with peripapillary atrophy.
The automated ONH analysis method provides an objective and quantitative ONH evaluation using widely available stereo disc photographs. |
doi_str_mv | 10.1167/iovs.07-1229 |
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A fully automated system, including three-dimensional ONH modeling, disc margin detection, cup margin detection, and calculation of stereometric ONH parameters, was developed and tested. One eye each from 54 subjects (23 healthy, 17 suspected glaucoma, and 14 glaucoma) was enrolled. The majority opinion of three experts defined disc and cup margins on the disc photographs was used for comparison. Seven ONH parameters, disc area, rim area, rim volume, cup area, cup volume, cup-to-disc (C/D) area ratio, and vertical C/D ratio, were computed based on both machine- and expert-defined margins and compared between the methods.
All automated ONH measurements showed good correlation with the expert defined margins (Pearson r = 0.90, disc area; 0.56, rim area; 0.78, rim volume; 0.88, cup area; 0.93, cup volume; 0.69, C/D area ratio; and 0.67, vertical C/D ratio; all P <or= 0.0001). No statistically significant difference was found in the glaucoma-discriminating ability of all seven ONH parameters (P >or= 0.21). The mean or median of automatically defined disc and cup areas was significantly higher than the subjective assessment (disc area P = 0.0001, t-test; cup area P = 0.036, Wilcoxon signed ranks test), although they had high correlation coefficients. The software failed to detect the disc margin for all the disc photographs with peripapillary atrophy.
The automated ONH analysis method provides an objective and quantitative ONH evaluation using widely available stereo disc photographs.</description><identifier>ISSN: 0146-0404</identifier><identifier>ISSN: 1552-5783</identifier><identifier>EISSN: 1552-5783</identifier><identifier>DOI: 10.1167/iovs.07-1229</identifier><identifier>PMID: 18326698</identifier><identifier>CODEN: IOVSDA</identifier><language>eng</language><publisher>Rockville, MD: ARVO</publisher><subject>Algorithms ; Biological and medical sciences ; Diagnostic Techniques, Ophthalmological ; Eye and associated structures. Visual pathways and centers. Vision ; Female ; Fundamental and applied biological sciences. Psychology ; Glaucoma, Open-Angle - diagnosis ; Humans ; Image Processing, Computer-Assisted - methods ; Imaging, Three-Dimensional ; Intraocular Pressure ; Male ; Medical sciences ; Middle Aged ; Ocular Hypertension - diagnosis ; Ophthalmology ; Optic Disk - pathology ; Optic Nerve Diseases - diagnosis ; Photography - methods ; Vertebrates: nervous system and sense organs</subject><ispartof>Investigative ophthalmology & visual science, 2008-06, Vol.49 (6), p.2512-2517</ispartof><rights>2008 INIST-CNRS</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c443t-941f64f6eca1239171c7543c8d15c3dd27ba6e9656bf5857a1313b787a2b024f3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2923578/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC2923578/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttp://pascal-francis.inist.fr/vibad/index.php?action=getRecordDetail&idt=20406070$$DView record in Pascal Francis$$Hfree_for_read</backlink><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/18326698$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Xu, Juan</creatorcontrib><creatorcontrib>Ishikawa, Hiroshi</creatorcontrib><creatorcontrib>Wollstein, Gadi</creatorcontrib><creatorcontrib>Bilonick, Richard A</creatorcontrib><creatorcontrib>Sung, Kyung R</creatorcontrib><creatorcontrib>Kagemann, Larry</creatorcontrib><creatorcontrib>Townsend, Kelly A</creatorcontrib><creatorcontrib>Schuman, Joel S</creatorcontrib><title>Automated Assessment of the Optic Nerve Head on Stereo Disc Photographs</title><title>Investigative ophthalmology & visual science</title><addtitle>Invest Ophthalmol Vis Sci</addtitle><description>To develop automated software for optic nerve head (ONH) quantitative assessment from stereoscopic disc photographs and to evaluate its performance in comparison with human expert assessment.
A fully automated system, including three-dimensional ONH modeling, disc margin detection, cup margin detection, and calculation of stereometric ONH parameters, was developed and tested. One eye each from 54 subjects (23 healthy, 17 suspected glaucoma, and 14 glaucoma) was enrolled. The majority opinion of three experts defined disc and cup margins on the disc photographs was used for comparison. Seven ONH parameters, disc area, rim area, rim volume, cup area, cup volume, cup-to-disc (C/D) area ratio, and vertical C/D ratio, were computed based on both machine- and expert-defined margins and compared between the methods.
All automated ONH measurements showed good correlation with the expert defined margins (Pearson r = 0.90, disc area; 0.56, rim area; 0.78, rim volume; 0.88, cup area; 0.93, cup volume; 0.69, C/D area ratio; and 0.67, vertical C/D ratio; all P <or= 0.0001). No statistically significant difference was found in the glaucoma-discriminating ability of all seven ONH parameters (P >or= 0.21). The mean or median of automatically defined disc and cup areas was significantly higher than the subjective assessment (disc area P = 0.0001, t-test; cup area P = 0.036, Wilcoxon signed ranks test), although they had high correlation coefficients. The software failed to detect the disc margin for all the disc photographs with peripapillary atrophy.
The automated ONH analysis method provides an objective and quantitative ONH evaluation using widely available stereo disc photographs.</description><subject>Algorithms</subject><subject>Biological and medical sciences</subject><subject>Diagnostic Techniques, Ophthalmological</subject><subject>Eye and associated structures. Visual pathways and centers. Vision</subject><subject>Female</subject><subject>Fundamental and applied biological sciences. Psychology</subject><subject>Glaucoma, Open-Angle - diagnosis</subject><subject>Humans</subject><subject>Image Processing, Computer-Assisted - methods</subject><subject>Imaging, Three-Dimensional</subject><subject>Intraocular Pressure</subject><subject>Male</subject><subject>Medical sciences</subject><subject>Middle Aged</subject><subject>Ocular Hypertension - diagnosis</subject><subject>Ophthalmology</subject><subject>Optic Disk - pathology</subject><subject>Optic Nerve Diseases - diagnosis</subject><subject>Photography - methods</subject><subject>Vertebrates: nervous system and sense organs</subject><issn>0146-0404</issn><issn>1552-5783</issn><issn>1552-5783</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><recordid>eNpVkU1v1DAQhi0EotuFG2fkCz01xWM7dnJBWhX6IVUUCThbjjPZGCXxYnt3xb8nq676cZqDH71-5xlCPgC7AFD6sw-7dMF0AZzXr8gCypIXpa7Ea7JgIFXBJJMn5DSlP4xxAM7ekhOoBFeqrhbkerXNYbQZW7pKCVMacco0dDT3SO832Tv6HeMO6Q3aloaJ_swYMdCvPjn6ow85rKPd9OkdedPZIeH741yS31fffl3eFHf317eXq7vCSSlyUUvolOwUOgtc1KDB6VIKV7VQOtG2XDdWYa1K1XRlVWoLAkSjK215w7jsxJJ8ecjdbJsRWze3jXYwm-hHG_-ZYL15-TL53qzDzvCai4OWJTk7BsTwd4spm3FeBYfBThi2yWhQoCtQM3j-ALoYUorYPX4CzBzMm4N5w7Q5mJ_xj8-LPcFH1TPw6QjY5OzQRTs5nx45Pt9JMc2eCvZ-3e99RJNGOwxzLJj9fi9rowwvZ3v_AeTLmZ8</recordid><startdate>20080601</startdate><enddate>20080601</enddate><creator>Xu, Juan</creator><creator>Ishikawa, Hiroshi</creator><creator>Wollstein, Gadi</creator><creator>Bilonick, Richard A</creator><creator>Sung, Kyung R</creator><creator>Kagemann, Larry</creator><creator>Townsend, Kelly A</creator><creator>Schuman, Joel S</creator><general>ARVO</general><general>Association for Research in Vision and Ophtalmology</general><scope>IQODW</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20080601</creationdate><title>Automated Assessment of the Optic Nerve Head on Stereo Disc Photographs</title><author>Xu, Juan ; Ishikawa, Hiroshi ; Wollstein, Gadi ; Bilonick, Richard A ; Sung, Kyung R ; Kagemann, Larry ; Townsend, Kelly A ; Schuman, Joel S</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c443t-941f64f6eca1239171c7543c8d15c3dd27ba6e9656bf5857a1313b787a2b024f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Algorithms</topic><topic>Biological and medical sciences</topic><topic>Diagnostic Techniques, Ophthalmological</topic><topic>Eye and associated structures. Visual pathways and centers. Vision</topic><topic>Female</topic><topic>Fundamental and applied biological sciences. Psychology</topic><topic>Glaucoma, Open-Angle - diagnosis</topic><topic>Humans</topic><topic>Image Processing, Computer-Assisted - methods</topic><topic>Imaging, Three-Dimensional</topic><topic>Intraocular Pressure</topic><topic>Male</topic><topic>Medical sciences</topic><topic>Middle Aged</topic><topic>Ocular Hypertension - diagnosis</topic><topic>Ophthalmology</topic><topic>Optic Disk - pathology</topic><topic>Optic Nerve Diseases - diagnosis</topic><topic>Photography - methods</topic><topic>Vertebrates: nervous system and sense organs</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xu, Juan</creatorcontrib><creatorcontrib>Ishikawa, Hiroshi</creatorcontrib><creatorcontrib>Wollstein, Gadi</creatorcontrib><creatorcontrib>Bilonick, Richard A</creatorcontrib><creatorcontrib>Sung, Kyung R</creatorcontrib><creatorcontrib>Kagemann, Larry</creatorcontrib><creatorcontrib>Townsend, Kelly A</creatorcontrib><creatorcontrib>Schuman, Joel S</creatorcontrib><collection>Pascal-Francis</collection><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Investigative ophthalmology & visual science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Xu, Juan</au><au>Ishikawa, Hiroshi</au><au>Wollstein, Gadi</au><au>Bilonick, Richard A</au><au>Sung, Kyung R</au><au>Kagemann, Larry</au><au>Townsend, Kelly A</au><au>Schuman, Joel S</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Automated Assessment of the Optic Nerve Head on Stereo Disc Photographs</atitle><jtitle>Investigative ophthalmology & visual science</jtitle><addtitle>Invest Ophthalmol Vis Sci</addtitle><date>2008-06-01</date><risdate>2008</risdate><volume>49</volume><issue>6</issue><spage>2512</spage><epage>2517</epage><pages>2512-2517</pages><issn>0146-0404</issn><issn>1552-5783</issn><eissn>1552-5783</eissn><coden>IOVSDA</coden><abstract>To develop automated software for optic nerve head (ONH) quantitative assessment from stereoscopic disc photographs and to evaluate its performance in comparison with human expert assessment.
A fully automated system, including three-dimensional ONH modeling, disc margin detection, cup margin detection, and calculation of stereometric ONH parameters, was developed and tested. One eye each from 54 subjects (23 healthy, 17 suspected glaucoma, and 14 glaucoma) was enrolled. The majority opinion of three experts defined disc and cup margins on the disc photographs was used for comparison. Seven ONH parameters, disc area, rim area, rim volume, cup area, cup volume, cup-to-disc (C/D) area ratio, and vertical C/D ratio, were computed based on both machine- and expert-defined margins and compared between the methods.
All automated ONH measurements showed good correlation with the expert defined margins (Pearson r = 0.90, disc area; 0.56, rim area; 0.78, rim volume; 0.88, cup area; 0.93, cup volume; 0.69, C/D area ratio; and 0.67, vertical C/D ratio; all P <or= 0.0001). No statistically significant difference was found in the glaucoma-discriminating ability of all seven ONH parameters (P >or= 0.21). The mean or median of automatically defined disc and cup areas was significantly higher than the subjective assessment (disc area P = 0.0001, t-test; cup area P = 0.036, Wilcoxon signed ranks test), although they had high correlation coefficients. The software failed to detect the disc margin for all the disc photographs with peripapillary atrophy.
The automated ONH analysis method provides an objective and quantitative ONH evaluation using widely available stereo disc photographs.</abstract><cop>Rockville, MD</cop><pub>ARVO</pub><pmid>18326698</pmid><doi>10.1167/iovs.07-1229</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Algorithms Biological and medical sciences Diagnostic Techniques, Ophthalmological Eye and associated structures. Visual pathways and centers. Vision Female Fundamental and applied biological sciences. Psychology Glaucoma, Open-Angle - diagnosis Humans Image Processing, Computer-Assisted - methods Imaging, Three-Dimensional Intraocular Pressure Male Medical sciences Middle Aged Ocular Hypertension - diagnosis Ophthalmology Optic Disk - pathology Optic Nerve Diseases - diagnosis Photography - methods Vertebrates: nervous system and sense organs |
title | Automated Assessment of the Optic Nerve Head on Stereo Disc Photographs |
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