Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals
IMPORTANCE: Retinal biomarkers reflecting in vivo brain Alzheimer disease (AD) pathologic abnormalities could be a useful tool for screening cognitively normal (CN) individuals at the preclinical stage of AD. OBJECTIVES: To investigate the association of both functional and structural alterations of...
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Veröffentlicht in: | Archives of ophthalmology (1960) 2021-05, Vol.139 (5), p.548-556 |
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creator | Byun, Min Soo Park, Sung Wook Lee, Jun Ho Yi, Dahyun Jeon, So Yeon Choi, Hyo Jung Joung, Haejung Ghim, Un Hyung Park, Un Chul Kim, Yu Kyeong Shin, Seong A Yu, Hyeong Gon Lee, Dong Young |
description | IMPORTANCE: Retinal biomarkers reflecting in vivo brain Alzheimer disease (AD) pathologic abnormalities could be a useful tool for screening cognitively normal (CN) individuals at the preclinical stage of AD. OBJECTIVES: To investigate the association of both functional and structural alterations of the retina with in vivo AD pathologic abnormalities in CN older adults and model a screening tool for detection of preclinical AD. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study included a total of 49 CN individuals, and all assessment was done at the Seoul National University Hospital, Seoul, South Korea. All participants underwent complete ophthalmic examination, including swept-source optical coherence tomography (SS-OCT) and multifocal electroretinogram as well as amyloid-β (Aβ) positron emission tomography and magnetic resonance imaging. Data were collected from January 1, 2016, through October 31, 2017, and analyzed from February 1, 2018, through June 30, 2020. MAIN OUTCOMES AND MEASURES: For structural parameters of the retina, the thickness of the macula and layer-specific thicknesses, including peripapillary retinal nerve fiber layer and ganglion cell-inner plexiform layer measured by SS-OCT, were used for analysis. For functional parameters of the retina, implicit time and amplitude of rings 1 to 6 measured by multifocal electroretinogram were used. RESULTS: Of the 49 participants, 25 were women (51.0%); mean (SD) age was 70.6 (9.4) years. Compared with 33 CN individuals without Aβ deposition (Aβ−CN), the 16 participants with Aβ (Aβ+CN) showed reduced inner nasal macular thickness (mean [SD], 308.9 [18.4] vs 286.1 [22.5] μm; P = .007) and retinal nerve fiber layer thickness, particularly in the inferior quadrant (133.8 [17.9] vs 103.8 [43.5] μm; P = .003). In addition, the Aβ+CN group showed prolonged implicit time compared with the Aβ−CN group, particularly in ring 5 (41.3 [4.0] vs 38.2 [1.3] milliseconds; P = .002). AD-related neurodegeneration was correlated with the thickness of the ganglion cell-inner plexiform layer only (r = 0.41, P = .005). The model to differentiate the Aβ+CN vs Aβ−CN groups derived from the results showed 90% accuracy. CONCLUSIONS AND RELEVANCE: The findings of this study showing both functional as well as structural changes of retina measured by multifocal electroretinogram and SS-OCT in preclinical AD suggest the potential use of retinal biomarkers as a tool for early detection of in vivo AD pathologic abnor |
doi_str_mv | 10.1001/jamaophthalmol.2021.0320 |
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fullrecord | <record><control><sourceid>proquest_pubme</sourceid><recordid>TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7995126</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ama_id>2777826</ama_id><sourcerecordid>2536546528</sourcerecordid><originalsourceid>FETCH-LOGICAL-a467t-ba76642fa8bc11b7619dfc5b975a0279efb1f940863cba4885253338df7ae88e3</originalsourceid><addsrcrecordid>eNpdkU1rFEEQhgdRTIj5Ax6kwYuXXftj-mMuwrrRJBAiiOKxqZmp2el1pnvtnlmIv95eNi7GulRBPfVSVW9REEaXjFL2fgsjhF0_9TCMYVhyytmSCk6fFeecKbNQTIvnp1rJs-IypS3NYSgthXxZnAmhVVlSdV6EVUqhcTC54EnoyFecnIeBrHvwG0zkh5t6shp-9-hGjOTKJYSE5B7nGNwIG-c35KMLI8SfGBNxnqzDxrvJ7XF4IPchjlns1rdu79oZhvSqeNHlhJeP-aL4_vnTt_XN4u7L9e16dbeAUulpUYNWquQdmLphrNaKVW3XyLrSEijXFXY166qSGiWaGkpjJJdCCNN2GtAYFBfFh6Pubq5HbBv0U4TB7mJeOj7YAM4-7XjX203YW11VknGVBd49CsTwa8Y02dGlBocBPIY5WS6pFKqsKp7Rt_-h2zDH_MUDJZQsleQmU-ZINTGkFLE7LcOoPRhrnxprD8bag7F59M2_x5wG_9qYgddHICuculxrbfIlfwATIa4S</addsrcrecordid><sourcetype>Open Access Repository</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2536546528</pqid></control><display><type>article</type><title>Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals</title><source>MEDLINE</source><source>American Medical Association Journals</source><source>Alma/SFX Local Collection</source><creator>Byun, Min Soo ; Park, Sung Wook ; Lee, Jun Ho ; Yi, Dahyun ; Jeon, So Yeon ; Choi, Hyo Jung ; Joung, Haejung ; Ghim, Un Hyung ; Park, Un Chul ; Kim, Yu Kyeong ; Shin, Seong A ; Yu, Hyeong Gon ; Lee, Dong Young</creator><creatorcontrib>Byun, Min Soo ; Park, Sung Wook ; Lee, Jun Ho ; Yi, Dahyun ; Jeon, So Yeon ; Choi, Hyo Jung ; Joung, Haejung ; Ghim, Un Hyung ; Park, Un Chul ; Kim, Yu Kyeong ; Shin, Seong A ; Yu, Hyeong Gon ; Lee, Dong Young ; KBASE Research Group</creatorcontrib><description>IMPORTANCE: Retinal biomarkers reflecting in vivo brain Alzheimer disease (AD) pathologic abnormalities could be a useful tool for screening cognitively normal (CN) individuals at the preclinical stage of AD. OBJECTIVES: To investigate the association of both functional and structural alterations of the retina with in vivo AD pathologic abnormalities in CN older adults and model a screening tool for detection of preclinical AD. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study included a total of 49 CN individuals, and all assessment was done at the Seoul National University Hospital, Seoul, South Korea. All participants underwent complete ophthalmic examination, including swept-source optical coherence tomography (SS-OCT) and multifocal electroretinogram as well as amyloid-β (Aβ) positron emission tomography and magnetic resonance imaging. Data were collected from January 1, 2016, through October 31, 2017, and analyzed from February 1, 2018, through June 30, 2020. MAIN OUTCOMES AND MEASURES: For structural parameters of the retina, the thickness of the macula and layer-specific thicknesses, including peripapillary retinal nerve fiber layer and ganglion cell-inner plexiform layer measured by SS-OCT, were used for analysis. For functional parameters of the retina, implicit time and amplitude of rings 1 to 6 measured by multifocal electroretinogram were used. RESULTS: Of the 49 participants, 25 were women (51.0%); mean (SD) age was 70.6 (9.4) years. Compared with 33 CN individuals without Aβ deposition (Aβ−CN), the 16 participants with Aβ (Aβ+CN) showed reduced inner nasal macular thickness (mean [SD], 308.9 [18.4] vs 286.1 [22.5] μm; P = .007) and retinal nerve fiber layer thickness, particularly in the inferior quadrant (133.8 [17.9] vs 103.8 [43.5] μm; P = .003). In addition, the Aβ+CN group showed prolonged implicit time compared with the Aβ−CN group, particularly in ring 5 (41.3 [4.0] vs 38.2 [1.3] milliseconds; P = .002). AD-related neurodegeneration was correlated with the thickness of the ganglion cell-inner plexiform layer only (r = 0.41, P = .005). The model to differentiate the Aβ+CN vs Aβ−CN groups derived from the results showed 90% accuracy. CONCLUSIONS AND RELEVANCE: The findings of this study showing both functional as well as structural changes of retina measured by multifocal electroretinogram and SS-OCT in preclinical AD suggest the potential use of retinal biomarkers as a tool for early detection of in vivo AD pathologic abnormalities in CN older adults.</description><identifier>ISSN: 2168-6165</identifier><identifier>EISSN: 2168-6173</identifier><identifier>DOI: 10.1001/jamaophthalmol.2021.0320</identifier><identifier>PMID: 33764406</identifier><language>eng</language><publisher>United States: American Medical Association</publisher><subject>Aged ; Alzheimer Disease - diagnosis ; Alzheimer's disease ; Amyloid ; Amyloid beta-Peptides ; Biomarkers ; Comments ; Cross-Sectional Studies ; Female ; Humans ; Magnetic resonance imaging ; Male ; Neurodegeneration ; Neurodegenerative diseases ; Neuroimaging ; Older people ; Online First ; Original Investigation ; Positron emission tomography ; Retina ; Structure-function relationships ; Tomography ; Tomography, Optical Coherence - methods</subject><ispartof>Archives of ophthalmology (1960), 2021-05, Vol.139 (5), p.548-556</ispartof><rights>Copyright American Medical Association May 2021</rights><rights>Copyright 2021 American Medical Association. All Rights Reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a467t-ba76642fa8bc11b7619dfc5b975a0279efb1f940863cba4885253338df7ae88e3</citedby><cites>FETCH-LOGICAL-a467t-ba76642fa8bc11b7619dfc5b975a0279efb1f940863cba4885253338df7ae88e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://jamanetwork.com/journals/jamaophthalmology/articlepdf/10.1001/jamaophthalmol.2021.0320$$EPDF$$P50$$Gama$$H</linktopdf><linktohtml>$$Uhttps://jamanetwork.com/journals/jamaophthalmology/fullarticle/10.1001/jamaophthalmol.2021.0320$$EHTML$$P50$$Gama$$H</linktohtml><link.rule.ids>64,230,314,780,784,885,3340,27924,27925,76489,76492</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33764406$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Byun, Min Soo</creatorcontrib><creatorcontrib>Park, Sung Wook</creatorcontrib><creatorcontrib>Lee, Jun Ho</creatorcontrib><creatorcontrib>Yi, Dahyun</creatorcontrib><creatorcontrib>Jeon, So Yeon</creatorcontrib><creatorcontrib>Choi, Hyo Jung</creatorcontrib><creatorcontrib>Joung, Haejung</creatorcontrib><creatorcontrib>Ghim, Un Hyung</creatorcontrib><creatorcontrib>Park, Un Chul</creatorcontrib><creatorcontrib>Kim, Yu Kyeong</creatorcontrib><creatorcontrib>Shin, Seong A</creatorcontrib><creatorcontrib>Yu, Hyeong Gon</creatorcontrib><creatorcontrib>Lee, Dong Young</creatorcontrib><creatorcontrib>KBASE Research Group</creatorcontrib><title>Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals</title><title>Archives of ophthalmology (1960)</title><addtitle>JAMA Ophthalmol</addtitle><description>IMPORTANCE: Retinal biomarkers reflecting in vivo brain Alzheimer disease (AD) pathologic abnormalities could be a useful tool for screening cognitively normal (CN) individuals at the preclinical stage of AD. OBJECTIVES: To investigate the association of both functional and structural alterations of the retina with in vivo AD pathologic abnormalities in CN older adults and model a screening tool for detection of preclinical AD. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study included a total of 49 CN individuals, and all assessment was done at the Seoul National University Hospital, Seoul, South Korea. All participants underwent complete ophthalmic examination, including swept-source optical coherence tomography (SS-OCT) and multifocal electroretinogram as well as amyloid-β (Aβ) positron emission tomography and magnetic resonance imaging. Data were collected from January 1, 2016, through October 31, 2017, and analyzed from February 1, 2018, through June 30, 2020. MAIN OUTCOMES AND MEASURES: For structural parameters of the retina, the thickness of the macula and layer-specific thicknesses, including peripapillary retinal nerve fiber layer and ganglion cell-inner plexiform layer measured by SS-OCT, were used for analysis. For functional parameters of the retina, implicit time and amplitude of rings 1 to 6 measured by multifocal electroretinogram were used. RESULTS: Of the 49 participants, 25 were women (51.0%); mean (SD) age was 70.6 (9.4) years. Compared with 33 CN individuals without Aβ deposition (Aβ−CN), the 16 participants with Aβ (Aβ+CN) showed reduced inner nasal macular thickness (mean [SD], 308.9 [18.4] vs 286.1 [22.5] μm; P = .007) and retinal nerve fiber layer thickness, particularly in the inferior quadrant (133.8 [17.9] vs 103.8 [43.5] μm; P = .003). In addition, the Aβ+CN group showed prolonged implicit time compared with the Aβ−CN group, particularly in ring 5 (41.3 [4.0] vs 38.2 [1.3] milliseconds; P = .002). AD-related neurodegeneration was correlated with the thickness of the ganglion cell-inner plexiform layer only (r = 0.41, P = .005). The model to differentiate the Aβ+CN vs Aβ−CN groups derived from the results showed 90% accuracy. CONCLUSIONS AND RELEVANCE: The findings of this study showing both functional as well as structural changes of retina measured by multifocal electroretinogram and SS-OCT in preclinical AD suggest the potential use of retinal biomarkers as a tool for early detection of in vivo AD pathologic abnormalities in CN older adults.</description><subject>Aged</subject><subject>Alzheimer Disease - diagnosis</subject><subject>Alzheimer's disease</subject><subject>Amyloid</subject><subject>Amyloid beta-Peptides</subject><subject>Biomarkers</subject><subject>Comments</subject><subject>Cross-Sectional Studies</subject><subject>Female</subject><subject>Humans</subject><subject>Magnetic resonance imaging</subject><subject>Male</subject><subject>Neurodegeneration</subject><subject>Neurodegenerative diseases</subject><subject>Neuroimaging</subject><subject>Older people</subject><subject>Online First</subject><subject>Original Investigation</subject><subject>Positron emission tomography</subject><subject>Retina</subject><subject>Structure-function relationships</subject><subject>Tomography</subject><subject>Tomography, Optical Coherence - methods</subject><issn>2168-6165</issn><issn>2168-6173</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNpdkU1rFEEQhgdRTIj5Ax6kwYuXXftj-mMuwrrRJBAiiOKxqZmp2el1pnvtnlmIv95eNi7GulRBPfVSVW9REEaXjFL2fgsjhF0_9TCMYVhyytmSCk6fFeecKbNQTIvnp1rJs-IypS3NYSgthXxZnAmhVVlSdV6EVUqhcTC54EnoyFecnIeBrHvwG0zkh5t6shp-9-hGjOTKJYSE5B7nGNwIG-c35KMLI8SfGBNxnqzDxrvJ7XF4IPchjlns1rdu79oZhvSqeNHlhJeP-aL4_vnTt_XN4u7L9e16dbeAUulpUYNWquQdmLphrNaKVW3XyLrSEijXFXY166qSGiWaGkpjJJdCCNN2GtAYFBfFh6Pubq5HbBv0U4TB7mJeOj7YAM4-7XjX203YW11VknGVBd49CsTwa8Y02dGlBocBPIY5WS6pFKqsKp7Rt_-h2zDH_MUDJZQsleQmU-ZINTGkFLE7LcOoPRhrnxprD8bag7F59M2_x5wG_9qYgddHICuculxrbfIlfwATIa4S</recordid><startdate>20210501</startdate><enddate>20210501</enddate><creator>Byun, Min Soo</creator><creator>Park, Sung Wook</creator><creator>Lee, Jun Ho</creator><creator>Yi, Dahyun</creator><creator>Jeon, So Yeon</creator><creator>Choi, Hyo Jung</creator><creator>Joung, Haejung</creator><creator>Ghim, Un Hyung</creator><creator>Park, Un Chul</creator><creator>Kim, Yu Kyeong</creator><creator>Shin, Seong A</creator><creator>Yu, Hyeong Gon</creator><creator>Lee, Dong Young</creator><general>American Medical Association</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>7TK</scope><scope>K9.</scope><scope>NAPCQ</scope><scope>7X8</scope><scope>5PM</scope></search><sort><creationdate>20210501</creationdate><title>Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals</title><author>Byun, Min Soo ; Park, Sung Wook ; Lee, Jun Ho ; Yi, Dahyun ; Jeon, So Yeon ; Choi, Hyo Jung ; Joung, Haejung ; Ghim, Un Hyung ; Park, Un Chul ; Kim, Yu Kyeong ; Shin, Seong A ; Yu, Hyeong Gon ; Lee, Dong Young</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a467t-ba76642fa8bc11b7619dfc5b975a0279efb1f940863cba4885253338df7ae88e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Aged</topic><topic>Alzheimer Disease - diagnosis</topic><topic>Alzheimer's disease</topic><topic>Amyloid</topic><topic>Amyloid beta-Peptides</topic><topic>Biomarkers</topic><topic>Comments</topic><topic>Cross-Sectional Studies</topic><topic>Female</topic><topic>Humans</topic><topic>Magnetic resonance imaging</topic><topic>Male</topic><topic>Neurodegeneration</topic><topic>Neurodegenerative diseases</topic><topic>Neuroimaging</topic><topic>Older people</topic><topic>Online First</topic><topic>Original Investigation</topic><topic>Positron emission tomography</topic><topic>Retina</topic><topic>Structure-function relationships</topic><topic>Tomography</topic><topic>Tomography, Optical Coherence - methods</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Byun, Min Soo</creatorcontrib><creatorcontrib>Park, Sung Wook</creatorcontrib><creatorcontrib>Lee, Jun Ho</creatorcontrib><creatorcontrib>Yi, Dahyun</creatorcontrib><creatorcontrib>Jeon, So Yeon</creatorcontrib><creatorcontrib>Choi, Hyo Jung</creatorcontrib><creatorcontrib>Joung, Haejung</creatorcontrib><creatorcontrib>Ghim, Un Hyung</creatorcontrib><creatorcontrib>Park, Un Chul</creatorcontrib><creatorcontrib>Kim, Yu Kyeong</creatorcontrib><creatorcontrib>Shin, Seong A</creatorcontrib><creatorcontrib>Yu, Hyeong Gon</creatorcontrib><creatorcontrib>Lee, Dong Young</creatorcontrib><creatorcontrib>KBASE Research Group</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Neurosciences Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Nursing & Allied Health Premium</collection><collection>MEDLINE - Academic</collection><collection>PubMed Central (Full Participant titles)</collection><jtitle>Archives of ophthalmology (1960)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Byun, Min Soo</au><au>Park, Sung Wook</au><au>Lee, Jun Ho</au><au>Yi, Dahyun</au><au>Jeon, So Yeon</au><au>Choi, Hyo Jung</au><au>Joung, Haejung</au><au>Ghim, Un Hyung</au><au>Park, Un Chul</au><au>Kim, Yu Kyeong</au><au>Shin, Seong A</au><au>Yu, Hyeong Gon</au><au>Lee, Dong Young</au><aucorp>KBASE Research Group</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals</atitle><jtitle>Archives of ophthalmology (1960)</jtitle><addtitle>JAMA Ophthalmol</addtitle><date>2021-05-01</date><risdate>2021</risdate><volume>139</volume><issue>5</issue><spage>548</spage><epage>556</epage><pages>548-556</pages><issn>2168-6165</issn><eissn>2168-6173</eissn><abstract>IMPORTANCE: Retinal biomarkers reflecting in vivo brain Alzheimer disease (AD) pathologic abnormalities could be a useful tool for screening cognitively normal (CN) individuals at the preclinical stage of AD. OBJECTIVES: To investigate the association of both functional and structural alterations of the retina with in vivo AD pathologic abnormalities in CN older adults and model a screening tool for detection of preclinical AD. DESIGN, SETTING, AND PARTICIPANTS: This cross-sectional study included a total of 49 CN individuals, and all assessment was done at the Seoul National University Hospital, Seoul, South Korea. All participants underwent complete ophthalmic examination, including swept-source optical coherence tomography (SS-OCT) and multifocal electroretinogram as well as amyloid-β (Aβ) positron emission tomography and magnetic resonance imaging. Data were collected from January 1, 2016, through October 31, 2017, and analyzed from February 1, 2018, through June 30, 2020. MAIN OUTCOMES AND MEASURES: For structural parameters of the retina, the thickness of the macula and layer-specific thicknesses, including peripapillary retinal nerve fiber layer and ganglion cell-inner plexiform layer measured by SS-OCT, were used for analysis. For functional parameters of the retina, implicit time and amplitude of rings 1 to 6 measured by multifocal electroretinogram were used. RESULTS: Of the 49 participants, 25 were women (51.0%); mean (SD) age was 70.6 (9.4) years. Compared with 33 CN individuals without Aβ deposition (Aβ−CN), the 16 participants with Aβ (Aβ+CN) showed reduced inner nasal macular thickness (mean [SD], 308.9 [18.4] vs 286.1 [22.5] μm; P = .007) and retinal nerve fiber layer thickness, particularly in the inferior quadrant (133.8 [17.9] vs 103.8 [43.5] μm; P = .003). In addition, the Aβ+CN group showed prolonged implicit time compared with the Aβ−CN group, particularly in ring 5 (41.3 [4.0] vs 38.2 [1.3] milliseconds; P = .002). AD-related neurodegeneration was correlated with the thickness of the ganglion cell-inner plexiform layer only (r = 0.41, P = .005). The model to differentiate the Aβ+CN vs Aβ−CN groups derived from the results showed 90% accuracy. CONCLUSIONS AND RELEVANCE: The findings of this study showing both functional as well as structural changes of retina measured by multifocal electroretinogram and SS-OCT in preclinical AD suggest the potential use of retinal biomarkers as a tool for early detection of in vivo AD pathologic abnormalities in CN older adults.</abstract><cop>United States</cop><pub>American Medical Association</pub><pmid>33764406</pmid><doi>10.1001/jamaophthalmol.2021.0320</doi><tpages>9</tpages><oa>free_for_read</oa></addata></record> |
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subjects | Aged Alzheimer Disease - diagnosis Alzheimer's disease Amyloid Amyloid beta-Peptides Biomarkers Comments Cross-Sectional Studies Female Humans Magnetic resonance imaging Male Neurodegeneration Neurodegenerative diseases Neuroimaging Older people Online First Original Investigation Positron emission tomography Retina Structure-function relationships Tomography Tomography, Optical Coherence - methods |
title | Association of Retinal Changes With Alzheimer Disease Neuroimaging Biomarkers in Cognitively Normal Individuals |
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