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Relationships of retinal structure and humphrey 24-2 visual field thresholds in patients with glaucoma
To determine relationships between spectral-domain optical coherence tomography (SD-OCT) derived regional damage to the retinal ganglion cell-axonal complex (RGC-AC) and visual thresholds for each location of the Humphrey 24-2 visual field, in all stages of open-angle glaucoma. Patients with early,...
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Published in: | Investigative ophthalmology & visual science 2014-12, Vol.56 (1), p.259-271 |
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creator | Bogunović, Hrvoje Kwon, Young H Rashid, Adnan Lee, Kyungmoo Critser, Douglas B Garvin, Mona K Sonka, Milan Abràmoff, Michael D |
description | To determine relationships between spectral-domain optical coherence tomography (SD-OCT) derived regional damage to the retinal ganglion cell-axonal complex (RGC-AC) and visual thresholds for each location of the Humphrey 24-2 visual field, in all stages of open-angle glaucoma.
Patients with early, moderate, and advanced glaucoma were recruited from a tertiary glaucoma clinic. Humphrey 24-2 and 9-field Spectralis SD-OCT were acquired for each subject. Individual OCT volumes were aligned, nerve fiber layer (NFL), ganglion cell and inner plexiform layers (GCL+IPL) cosegmented. These layers were then partitioned into 54 sectors corresponding to the 24-2 grid. A Support Vector Machine was trained independently for each sector to predict the sector threshold, using these structural properties.
One hundred twenty-two consecutive subjects, 43 early, 39 moderate, and 40 advanced, glaucoma were included (122 eyes). Average correlation coefficient (R) was 0.68 (0.47-0.82), and average root mean square error (RMSE) was 6.92 dB (3.93-8.68 dB). Prediction performance averaged over the entire field, superior hemifield, and inferior hemifield had R (RMSE) values of 0.77 (3.76), 0.80 (5.05), and 0.84 (3.80) dB, respectively.
Predicting individual 24-2 visual field thresholds from structural information derived from nine-field SD-OCT local NFL and GCL+IPL thicknesses using the RGC-AC concept is feasible, showing the potential for the predictive ability of SD-OCT structural information for visual function. Ultimately, it may be feasible to complement and reduce the burden of subjective visual field testing in glaucoma patients with predicted function derived objectively from OCT. |
doi_str_mv | 10.1167/iovs.14-15885 |
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Patients with early, moderate, and advanced glaucoma were recruited from a tertiary glaucoma clinic. Humphrey 24-2 and 9-field Spectralis SD-OCT were acquired for each subject. Individual OCT volumes were aligned, nerve fiber layer (NFL), ganglion cell and inner plexiform layers (GCL+IPL) cosegmented. These layers were then partitioned into 54 sectors corresponding to the 24-2 grid. A Support Vector Machine was trained independently for each sector to predict the sector threshold, using these structural properties.
One hundred twenty-two consecutive subjects, 43 early, 39 moderate, and 40 advanced, glaucoma were included (122 eyes). Average correlation coefficient (R) was 0.68 (0.47-0.82), and average root mean square error (RMSE) was 6.92 dB (3.93-8.68 dB). Prediction performance averaged over the entire field, superior hemifield, and inferior hemifield had R (RMSE) values of 0.77 (3.76), 0.80 (5.05), and 0.84 (3.80) dB, respectively.
Predicting individual 24-2 visual field thresholds from structural information derived from nine-field SD-OCT local NFL and GCL+IPL thicknesses using the RGC-AC concept is feasible, showing the potential for the predictive ability of SD-OCT structural information for visual function. Ultimately, it may be feasible to complement and reduce the burden of subjective visual field testing in glaucoma patients with predicted function derived objectively from OCT.</description><identifier>ISSN: 0146-0404</identifier><identifier>EISSN: 1552-5783</identifier><identifier>DOI: 10.1167/iovs.14-15885</identifier><identifier>PMID: 25491294</identifier><language>eng</language><publisher>United States: The Association for Research in Vision and Ophthalmology</publisher><subject>Adolescent ; Adult ; Aged ; Aged, 80 and over ; Female ; Glaucoma, Open-Angle - diagnosis ; Glaucoma, Open-Angle - physiopathology ; Humans ; Male ; Middle Aged ; Prospective Studies ; Retinal Ganglion Cells - pathology ; Tomography, Optical Coherence ; Visual Field Tests - methods ; Visual Fields - physiology ; Young Adult</subject><ispartof>Investigative ophthalmology & visual science, 2014-12, Vol.56 (1), p.259-271</ispartof><rights>Copyright 2015 The Association for Research in Vision and Ophthalmology, Inc.</rights><rights>Copyright 2015 The Association for Research in Vision and Ophthalmology, Inc. 2015</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c387t-a03ac12fdb3b4c644a24346dc29cafe30308b4b2e030e2dc090093a07279605d3</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/PMC4294288/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC4294288/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,723,776,780,881,27901,27902,53766,53768</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/25491294$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Bogunović, Hrvoje</creatorcontrib><creatorcontrib>Kwon, Young H</creatorcontrib><creatorcontrib>Rashid, Adnan</creatorcontrib><creatorcontrib>Lee, Kyungmoo</creatorcontrib><creatorcontrib>Critser, Douglas B</creatorcontrib><creatorcontrib>Garvin, Mona K</creatorcontrib><creatorcontrib>Sonka, Milan</creatorcontrib><creatorcontrib>Abràmoff, Michael D</creatorcontrib><title>Relationships of retinal structure and humphrey 24-2 visual field thresholds in patients with glaucoma</title><title>Investigative ophthalmology & visual science</title><addtitle>Invest Ophthalmol Vis Sci</addtitle><description>To determine relationships between spectral-domain optical coherence tomography (SD-OCT) derived regional damage to the retinal ganglion cell-axonal complex (RGC-AC) and visual thresholds for each location of the Humphrey 24-2 visual field, in all stages of open-angle glaucoma.
Patients with early, moderate, and advanced glaucoma were recruited from a tertiary glaucoma clinic. Humphrey 24-2 and 9-field Spectralis SD-OCT were acquired for each subject. Individual OCT volumes were aligned, nerve fiber layer (NFL), ganglion cell and inner plexiform layers (GCL+IPL) cosegmented. These layers were then partitioned into 54 sectors corresponding to the 24-2 grid. A Support Vector Machine was trained independently for each sector to predict the sector threshold, using these structural properties.
One hundred twenty-two consecutive subjects, 43 early, 39 moderate, and 40 advanced, glaucoma were included (122 eyes). Average correlation coefficient (R) was 0.68 (0.47-0.82), and average root mean square error (RMSE) was 6.92 dB (3.93-8.68 dB). Prediction performance averaged over the entire field, superior hemifield, and inferior hemifield had R (RMSE) values of 0.77 (3.76), 0.80 (5.05), and 0.84 (3.80) dB, respectively.
Predicting individual 24-2 visual field thresholds from structural information derived from nine-field SD-OCT local NFL and GCL+IPL thicknesses using the RGC-AC concept is feasible, showing the potential for the predictive ability of SD-OCT structural information for visual function. Ultimately, it may be feasible to complement and reduce the burden of subjective visual field testing in glaucoma patients with predicted function derived objectively from OCT.</description><subject>Adolescent</subject><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Female</subject><subject>Glaucoma, Open-Angle - diagnosis</subject><subject>Glaucoma, Open-Angle - physiopathology</subject><subject>Humans</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Prospective Studies</subject><subject>Retinal Ganglion Cells - pathology</subject><subject>Tomography, Optical Coherence</subject><subject>Visual Field Tests - methods</subject><subject>Visual Fields - physiology</subject><subject>Young Adult</subject><issn>0146-0404</issn><issn>1552-5783</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2014</creationdate><recordtype>article</recordtype><recordid>eNpVkctLAzEQxoMotlaPXiVHL1vz2tdFkOILCoLoOWSz2W4ku1mTbKX_vamtRU8zzPz45mM-AC4xmmOc5Tfarv0cswSnRZEegSlOU5KkeUGPwRRhliWIITYBZ95_IEQwJugUTEjKSkxKNgXNqzIiaNv7Vg8e2gY6FXQvDPTBjTKMTkHR17Adu6F1agMJSwhcaz9GpNHK1DDEuW-tqT3UPRyimuqDh186tHBlxChtJ87BSSOMVxf7OgPvD_dvi6dk-fL4vLhbJpIWeUgEokJi0tQVrZjMGBOEUZbVkpRSNIoiioqKVUTFRpFaohKhkgqUk7zMUFrTGbjd6Q5j1alaRidOGD443Qm34VZo_n_T65av7Jqz-A1SFFHgei_g7OeofOCd9lIZI3plR89xlhIaP12WEU12qHTWe6eawxmM-DYbvs2GY8Z_son81V9vB_o3DPoNZ1qNQw</recordid><startdate>20141209</startdate><enddate>20141209</enddate><creator>Bogunović, Hrvoje</creator><creator>Kwon, Young H</creator><creator>Rashid, Adnan</creator><creator>Lee, Kyungmoo</creator><creator>Critser, Douglas B</creator><creator>Garvin, Mona K</creator><creator>Sonka, Milan</creator><creator>Abràmoff, Michael D</creator><general>The Association for Research in Vision and Ophthalmology</general><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>20141209</creationdate><title>Relationships of retinal structure and humphrey 24-2 visual field thresholds in patients with glaucoma</title><author>Bogunović, Hrvoje ; Kwon, Young H ; Rashid, Adnan ; Lee, Kyungmoo ; Critser, Douglas B ; Garvin, Mona K ; Sonka, Milan ; Abràmoff, Michael D</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c387t-a03ac12fdb3b4c644a24346dc29cafe30308b4b2e030e2dc090093a07279605d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2014</creationdate><topic>Adolescent</topic><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Female</topic><topic>Glaucoma, Open-Angle - diagnosis</topic><topic>Glaucoma, Open-Angle - physiopathology</topic><topic>Humans</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Prospective Studies</topic><topic>Retinal Ganglion Cells - pathology</topic><topic>Tomography, Optical Coherence</topic><topic>Visual Field Tests - methods</topic><topic>Visual Fields - physiology</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Bogunović, Hrvoje</creatorcontrib><creatorcontrib>Kwon, Young H</creatorcontrib><creatorcontrib>Rashid, Adnan</creatorcontrib><creatorcontrib>Lee, Kyungmoo</creatorcontrib><creatorcontrib>Critser, Douglas B</creatorcontrib><creatorcontrib>Garvin, Mona K</creatorcontrib><creatorcontrib>Sonka, Milan</creatorcontrib><creatorcontrib>Abràmoff, Michael D</creatorcontrib><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>Bogunović, Hrvoje</au><au>Kwon, Young H</au><au>Rashid, Adnan</au><au>Lee, Kyungmoo</au><au>Critser, Douglas B</au><au>Garvin, Mona K</au><au>Sonka, Milan</au><au>Abràmoff, Michael D</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Relationships of retinal structure and humphrey 24-2 visual field thresholds in patients with glaucoma</atitle><jtitle>Investigative ophthalmology & visual science</jtitle><addtitle>Invest Ophthalmol Vis Sci</addtitle><date>2014-12-09</date><risdate>2014</risdate><volume>56</volume><issue>1</issue><spage>259</spage><epage>271</epage><pages>259-271</pages><issn>0146-0404</issn><eissn>1552-5783</eissn><abstract>To determine relationships between spectral-domain optical coherence tomography (SD-OCT) derived regional damage to the retinal ganglion cell-axonal complex (RGC-AC) and visual thresholds for each location of the Humphrey 24-2 visual field, in all stages of open-angle glaucoma.
Patients with early, moderate, and advanced glaucoma were recruited from a tertiary glaucoma clinic. Humphrey 24-2 and 9-field Spectralis SD-OCT were acquired for each subject. Individual OCT volumes were aligned, nerve fiber layer (NFL), ganglion cell and inner plexiform layers (GCL+IPL) cosegmented. These layers were then partitioned into 54 sectors corresponding to the 24-2 grid. A Support Vector Machine was trained independently for each sector to predict the sector threshold, using these structural properties.
One hundred twenty-two consecutive subjects, 43 early, 39 moderate, and 40 advanced, glaucoma were included (122 eyes). Average correlation coefficient (R) was 0.68 (0.47-0.82), and average root mean square error (RMSE) was 6.92 dB (3.93-8.68 dB). Prediction performance averaged over the entire field, superior hemifield, and inferior hemifield had R (RMSE) values of 0.77 (3.76), 0.80 (5.05), and 0.84 (3.80) dB, respectively.
Predicting individual 24-2 visual field thresholds from structural information derived from nine-field SD-OCT local NFL and GCL+IPL thicknesses using the RGC-AC concept is feasible, showing the potential for the predictive ability of SD-OCT structural information for visual function. Ultimately, it may be feasible to complement and reduce the burden of subjective visual field testing in glaucoma patients with predicted function derived objectively from OCT.</abstract><cop>United States</cop><pub>The Association for Research in Vision and Ophthalmology</pub><pmid>25491294</pmid><doi>10.1167/iovs.14-15885</doi><tpages>13</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adolescent Adult Aged Aged, 80 and over Female Glaucoma, Open-Angle - diagnosis Glaucoma, Open-Angle - physiopathology Humans Male Middle Aged Prospective Studies Retinal Ganglion Cells - pathology Tomography, Optical Coherence Visual Field Tests - methods Visual Fields - physiology Young Adult |
title | Relationships of retinal structure and humphrey 24-2 visual field thresholds in patients with glaucoma |
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