Multifocal electroretinograms predict onset of diabetic retinopathy in adult patients with diabetes
The authors' previous models predicted local formation of diabetic retinopathy (DR) in adults with diabetes and existing retinopathy. Here they derived a multivariate model for local prediction of DR onset in patients with no previous retinopathy. Seventy-eight eyes from 41 diabetes patients we...
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Veröffentlicht in: | Investigative ophthalmology & visual science 2011-02, Vol.52 (2), p.772-777 |
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creator | Harrison, Wendy W Bearse, Jr, Marcus A Ng, Jason S Jewell, Nicholas P Barez, Shirin Burger, Dennis Schneck, Marilyn E Adams, Anthony J |
description | The authors' previous models predicted local formation of diabetic retinopathy (DR) in adults with diabetes and existing retinopathy. Here they derived a multivariate model for local prediction of DR onset in patients with no previous retinopathy.
Seventy-eight eyes from 41 diabetes patients were tested annually for several years. The presence or absence of DR at the last study visit was the outcome measure, and measurements of risk factors from the previous visit were used for prediction. Logistic regression was used to assess the relationship between DR development and 7 factors: multifocal ERG (mfERG) implicit time (IT) Z-score, sex, diabetes duration, blood glucose, HbA1c, age, and diabetes type. Thirty-five retinal zones, spanning 45°, were constructed from the mfERG stimulus elements. The maximum IT Z-score for each zone was calculated based on data from 50 control subjects. ROC curve analysis, using fivefold cross-validation, was used to determine the model's predictive properties.
Mild DR developed in 80 of 2730 retinal zones (3%) in 29 of 78 eyes (37%). Multivariate analysis showed mfERG IT to be predictive for DR development in a zone after adjusting for diabetes type. The multivariate model has a sensitivity of 80% and a specificity of 74%.
mfERG IT is a good predictor of DR onset, 1 year later, in patients with diabetes without DR. It can be used to assess the risk for DR development in these patients and may be a valuable outcome measure in evaluation of novel prophylactic therapeutics directed at impeding DR. |
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Seventy-eight eyes from 41 diabetes patients were tested annually for several years. The presence or absence of DR at the last study visit was the outcome measure, and measurements of risk factors from the previous visit were used for prediction. Logistic regression was used to assess the relationship between DR development and 7 factors: multifocal ERG (mfERG) implicit time (IT) Z-score, sex, diabetes duration, blood glucose, HbA1c, age, and diabetes type. Thirty-five retinal zones, spanning 45°, were constructed from the mfERG stimulus elements. The maximum IT Z-score for each zone was calculated based on data from 50 control subjects. ROC curve analysis, using fivefold cross-validation, was used to determine the model's predictive properties.
Mild DR developed in 80 of 2730 retinal zones (3%) in 29 of 78 eyes (37%). Multivariate analysis showed mfERG IT to be predictive for DR development in a zone after adjusting for diabetes type. The multivariate model has a sensitivity of 80% and a specificity of 74%.
mfERG IT is a good predictor of DR onset, 1 year later, in patients with diabetes without DR. It can be used to assess the risk for DR development in these patients and may be a valuable outcome measure in evaluation of novel prophylactic therapeutics directed at impeding DR.</description><identifier>ISSN: 1552-5783</identifier><identifier>ISSN: 0146-0404</identifier><identifier>EISSN: 1552-5783</identifier><identifier>DOI: 10.1167/iovs.10-5931</identifier><identifier>PMID: 20926810</identifier><language>eng</language><publisher>United States: Association for Research in Vision and Ophthalmology, Inc</publisher><subject>Adult ; Aged ; Blood Glucose - analysis ; Diabetes Mellitus, Type 1 - complications ; Diabetes Mellitus, Type 2 - complications ; Diabetic Retinopathy - diagnosis ; Diabetic Retinopathy - etiology ; Diabetic Retinopathy - physiopathology ; Electroretinography ; Female ; Glycated Hemoglobin A ; Humans ; Male ; Middle Aged ; Models, Statistical ; Predictive Value of Tests ; Retina - physiopathology ; Risk Factors ; ROC Curve ; Sensitivity and Specificity ; Young Adult</subject><ispartof>Investigative ophthalmology & visual science, 2011-02, Vol.52 (2), p.772-777</ispartof><rights>Copyright © Association for Research in Vision and Ophthalmology</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c383t-3260dfc244e66a78c868d9793cc35293b3588a5d6b0482805e47dd971c8c4af83</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/PMC3053106/pdf/$$EPDF$$P50$$Gpubmedcentral$$H</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC3053106/$$EHTML$$P50$$Gpubmedcentral$$H</linktohtml><link.rule.ids>230,314,727,780,784,885,27924,27925,53791,53793</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/20926810$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Harrison, Wendy W</creatorcontrib><creatorcontrib>Bearse, Jr, Marcus A</creatorcontrib><creatorcontrib>Ng, Jason S</creatorcontrib><creatorcontrib>Jewell, Nicholas P</creatorcontrib><creatorcontrib>Barez, Shirin</creatorcontrib><creatorcontrib>Burger, Dennis</creatorcontrib><creatorcontrib>Schneck, Marilyn E</creatorcontrib><creatorcontrib>Adams, Anthony J</creatorcontrib><title>Multifocal electroretinograms predict onset of diabetic retinopathy in adult patients with diabetes</title><title>Investigative ophthalmology & visual science</title><addtitle>Invest Ophthalmol Vis Sci</addtitle><description>The authors' previous models predicted local formation of diabetic retinopathy (DR) in adults with diabetes and existing retinopathy. Here they derived a multivariate model for local prediction of DR onset in patients with no previous retinopathy.
Seventy-eight eyes from 41 diabetes patients were tested annually for several years. The presence or absence of DR at the last study visit was the outcome measure, and measurements of risk factors from the previous visit were used for prediction. Logistic regression was used to assess the relationship between DR development and 7 factors: multifocal ERG (mfERG) implicit time (IT) Z-score, sex, diabetes duration, blood glucose, HbA1c, age, and diabetes type. Thirty-five retinal zones, spanning 45°, were constructed from the mfERG stimulus elements. The maximum IT Z-score for each zone was calculated based on data from 50 control subjects. ROC curve analysis, using fivefold cross-validation, was used to determine the model's predictive properties.
Mild DR developed in 80 of 2730 retinal zones (3%) in 29 of 78 eyes (37%). Multivariate analysis showed mfERG IT to be predictive for DR development in a zone after adjusting for diabetes type. The multivariate model has a sensitivity of 80% and a specificity of 74%.
mfERG IT is a good predictor of DR onset, 1 year later, in patients with diabetes without DR. It can be used to assess the risk for DR development in these patients and may be a valuable outcome measure in evaluation of novel prophylactic therapeutics directed at impeding DR.</description><subject>Adult</subject><subject>Aged</subject><subject>Blood Glucose - analysis</subject><subject>Diabetes Mellitus, Type 1 - complications</subject><subject>Diabetes Mellitus, Type 2 - complications</subject><subject>Diabetic Retinopathy - diagnosis</subject><subject>Diabetic Retinopathy - etiology</subject><subject>Diabetic Retinopathy - physiopathology</subject><subject>Electroretinography</subject><subject>Female</subject><subject>Glycated Hemoglobin A</subject><subject>Humans</subject><subject>Male</subject><subject>Middle Aged</subject><subject>Models, Statistical</subject><subject>Predictive Value of Tests</subject><subject>Retina - physiopathology</subject><subject>Risk Factors</subject><subject>ROC Curve</subject><subject>Sensitivity and Specificity</subject><subject>Young Adult</subject><issn>1552-5783</issn><issn>0146-0404</issn><issn>1552-5783</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2011</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpVkb1PwzAQxS0EoqWwMSNvLKT4I3acBQlVfElFLDBbjuO0RkkcbKeo_z2JWipY7u7pfnp30gPgEqM5xjy7tW4T5hglLKf4CEwxYyRhmaDHf-YJOAvhEyGCMUGnYEJQTrjAaAr0a19HWzmtamhqo6N33kTbupVXTYCdN6XVEbo2mKFWsLSqGPYa7qhOxfUW2haqcvCBg7SmjQF-27jesyacg5NK1cFc7PsMfDw-vC-ek-Xb08vifploKmhMKOGorDRJU8O5yoQWXJR5llOtKSM5LSgTQrGSFygVRCBm0qwcAKyFTlUl6Azc7Xy7vmhMqYdPvKpl522j_FY6ZeX_TWvXcuU2kiJGMeKDwfXewLuv3oQoGxu0qWvVGtcHKRhOM8bpSN7sSO1dCN5UhysYyTEWOcYyijGWAb_6-9kB_s2B_gAp54wt</recordid><startdate>20110201</startdate><enddate>20110201</enddate><creator>Harrison, Wendy W</creator><creator>Bearse, Jr, Marcus A</creator><creator>Ng, Jason S</creator><creator>Jewell, Nicholas P</creator><creator>Barez, Shirin</creator><creator>Burger, Dennis</creator><creator>Schneck, Marilyn E</creator><creator>Adams, Anthony J</creator><general>Association for Research in Vision and Ophthalmology, Inc</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>20110201</creationdate><title>Multifocal electroretinograms predict onset of diabetic retinopathy in adult patients with diabetes</title><author>Harrison, Wendy W ; Bearse, Jr, Marcus A ; Ng, Jason S ; Jewell, Nicholas P ; Barez, Shirin ; Burger, Dennis ; Schneck, Marilyn E ; Adams, Anthony J</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c383t-3260dfc244e66a78c868d9793cc35293b3588a5d6b0482805e47dd971c8c4af83</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2011</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Blood Glucose - analysis</topic><topic>Diabetes Mellitus, Type 1 - complications</topic><topic>Diabetes Mellitus, Type 2 - complications</topic><topic>Diabetic Retinopathy - diagnosis</topic><topic>Diabetic Retinopathy - etiology</topic><topic>Diabetic Retinopathy - physiopathology</topic><topic>Electroretinography</topic><topic>Female</topic><topic>Glycated Hemoglobin A</topic><topic>Humans</topic><topic>Male</topic><topic>Middle Aged</topic><topic>Models, Statistical</topic><topic>Predictive Value of Tests</topic><topic>Retina - physiopathology</topic><topic>Risk Factors</topic><topic>ROC Curve</topic><topic>Sensitivity and Specificity</topic><topic>Young Adult</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Harrison, Wendy W</creatorcontrib><creatorcontrib>Bearse, Jr, Marcus A</creatorcontrib><creatorcontrib>Ng, Jason S</creatorcontrib><creatorcontrib>Jewell, Nicholas P</creatorcontrib><creatorcontrib>Barez, Shirin</creatorcontrib><creatorcontrib>Burger, Dennis</creatorcontrib><creatorcontrib>Schneck, Marilyn E</creatorcontrib><creatorcontrib>Adams, Anthony J</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>Harrison, Wendy W</au><au>Bearse, Jr, Marcus A</au><au>Ng, Jason S</au><au>Jewell, Nicholas P</au><au>Barez, Shirin</au><au>Burger, Dennis</au><au>Schneck, Marilyn E</au><au>Adams, Anthony J</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Multifocal electroretinograms predict onset of diabetic retinopathy in adult patients with diabetes</atitle><jtitle>Investigative ophthalmology & visual science</jtitle><addtitle>Invest Ophthalmol Vis Sci</addtitle><date>2011-02-01</date><risdate>2011</risdate><volume>52</volume><issue>2</issue><spage>772</spage><epage>777</epage><pages>772-777</pages><issn>1552-5783</issn><issn>0146-0404</issn><eissn>1552-5783</eissn><abstract>The authors' previous models predicted local formation of diabetic retinopathy (DR) in adults with diabetes and existing retinopathy. Here they derived a multivariate model for local prediction of DR onset in patients with no previous retinopathy.
Seventy-eight eyes from 41 diabetes patients were tested annually for several years. The presence or absence of DR at the last study visit was the outcome measure, and measurements of risk factors from the previous visit were used for prediction. Logistic regression was used to assess the relationship between DR development and 7 factors: multifocal ERG (mfERG) implicit time (IT) Z-score, sex, diabetes duration, blood glucose, HbA1c, age, and diabetes type. Thirty-five retinal zones, spanning 45°, were constructed from the mfERG stimulus elements. The maximum IT Z-score for each zone was calculated based on data from 50 control subjects. ROC curve analysis, using fivefold cross-validation, was used to determine the model's predictive properties.
Mild DR developed in 80 of 2730 retinal zones (3%) in 29 of 78 eyes (37%). Multivariate analysis showed mfERG IT to be predictive for DR development in a zone after adjusting for diabetes type. The multivariate model has a sensitivity of 80% and a specificity of 74%.
mfERG IT is a good predictor of DR onset, 1 year later, in patients with diabetes without DR. It can be used to assess the risk for DR development in these patients and may be a valuable outcome measure in evaluation of novel prophylactic therapeutics directed at impeding DR.</abstract><cop>United States</cop><pub>Association for Research in Vision and Ophthalmology, Inc</pub><pmid>20926810</pmid><doi>10.1167/iovs.10-5931</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Adult Aged Blood Glucose - analysis Diabetes Mellitus, Type 1 - complications Diabetes Mellitus, Type 2 - complications Diabetic Retinopathy - diagnosis Diabetic Retinopathy - etiology Diabetic Retinopathy - physiopathology Electroretinography Female Glycated Hemoglobin A Humans Male Middle Aged Models, Statistical Predictive Value of Tests Retina - physiopathology Risk Factors ROC Curve Sensitivity and Specificity Young Adult |
title | Multifocal electroretinograms predict onset of diabetic retinopathy in adult patients with diabetes |
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