Loading…

Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis

Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothes...

Full description

Saved in:
Bibliographic Details
Published in:Parkinsonism & related disorders 2018-05, Vol.50, p.3-9
Main Authors: Uribe, Carme, Segura, Barbara, Baggio, Hugo Cesar, Abos, Alexandra, Garcia-Diaz, Anna Isabel, Campabadal, Anna, Marti, Maria Jose, Valldeoriola, Francesc, Compta, Yaroslau, Tolosa, Eduard, Junque, Carme
Format: Article
Language:English
Subjects:
Citations: Items that this one cites
Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893
cites cdi_FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893
container_end_page 9
container_issue
container_start_page 3
container_title Parkinsonism & related disorders
container_volume 50
creator Uribe, Carme
Segura, Barbara
Baggio, Hugo Cesar
Abos, Alexandra
Garcia-Diaz, Anna Isabel
Campabadal, Anna
Marti, Maria Jose
Valldeoriola, Francesc
Compta, Yaroslau
Tolosa, Eduard
Junque, Carme
description Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothesis-free data-driven approach. Seventy-seven de novo PD patients and 50 controls from the Parkinson's Progression Marker Initiative database with T1-weighted images in a 3-tesla Siemens scanner were included in this study. Mean cortical thickness was extracted from 360 cortical areas defined by the Human Connectome Project Multi-Modal Parcellation version 1.0, and a hierarchical cluster analysis was performed using Ward's linkage method. A general linear model with cortical thickness data was then used to compare clustering groups using FreeSurfer software. We identified two patterns of cortical atrophy. Compared with controls, patients grouped in pattern 1 (n = 33) were characterized by cortical thinning in bilateral orbitofrontal, anterior cingulate, and lateral and medial anterior temporal gyri. Patients in pattern 2 (n = 44) showed cortical thinning in bilateral occipital gyrus, cuneus, superior parietal gyrus, and left postcentral gyrus, and they showed neuropsychological impairment in memory and other cognitive domains. Even in the early stages of PD, there is evidence of cortical brain atrophy. Neuroimaging clustering analysis is able to detect two subgroups of cortical thinning, one with mainly anterior atrophy, and the other with posterior predominance and worse cognitive performance. •PD de novo patients can be classified according cortical thickness.•Cortical thinning is present in PD even in early stages of the disease.•Two subgroups of patients were identified based on objective MRI data.•Patients with posterior involvement had worse cognitive performance.
doi_str_mv 10.1016/j.parkreldis.2018.02.006
format article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2003038583</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><els_id>S1353802018300427</els_id><sourcerecordid>2003038583</sourcerecordid><originalsourceid>FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893</originalsourceid><addsrcrecordid>eNqFkMtu2zAQRYkiRZ26_YWCu2QjdUjqQS0bI0kDBEgW7ZqgyVFNR5YUjlTAfx-6dpNlwAUJ4sy9mMMYF5ALENX3bT7a-BSx84FyCULnIHOA6gM7F7pWWSlkdZbeqlSZBgkL9ploCwB1CeoTW8imKJpEnjO3GuIUnO24neIwbvZ8tNOEsSceeo42dnv-mLpCT0N_QTwVoiU8UAH7ifhMof_DNwGjjW7zL8l1M6UIbnvb7SnQF_axtR3h19O9ZL9vrn-tfmb3D7d3qx_3mStkMWUV1E2D0rfWK21xDdKrCn3TikYqty7Sb42-qCvVitIXpbZSVsKtoU7H60Yt2eUxd4zD84w0mV0gh11nexxmMhJAgdKlVgnVR9TFgShia8YYdjbujQBzUGy25k2xOSg2IE1SnEa_nVrm9Q796-B_pwm4OgKYdv2bxBhyyZVDHyK6yfghvN_yAm5QlD8</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2003038583</pqid></control><display><type>article</type><title>Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis</title><source>Elsevier</source><creator>Uribe, Carme ; Segura, Barbara ; Baggio, Hugo Cesar ; Abos, Alexandra ; Garcia-Diaz, Anna Isabel ; Campabadal, Anna ; Marti, Maria Jose ; Valldeoriola, Francesc ; Compta, Yaroslau ; Tolosa, Eduard ; Junque, Carme</creator><creatorcontrib>Uribe, Carme ; Segura, Barbara ; Baggio, Hugo Cesar ; Abos, Alexandra ; Garcia-Diaz, Anna Isabel ; Campabadal, Anna ; Marti, Maria Jose ; Valldeoriola, Francesc ; Compta, Yaroslau ; Tolosa, Eduard ; Junque, Carme</creatorcontrib><description>Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothesis-free data-driven approach. Seventy-seven de novo PD patients and 50 controls from the Parkinson's Progression Marker Initiative database with T1-weighted images in a 3-tesla Siemens scanner were included in this study. Mean cortical thickness was extracted from 360 cortical areas defined by the Human Connectome Project Multi-Modal Parcellation version 1.0, and a hierarchical cluster analysis was performed using Ward's linkage method. A general linear model with cortical thickness data was then used to compare clustering groups using FreeSurfer software. We identified two patterns of cortical atrophy. Compared with controls, patients grouped in pattern 1 (n = 33) were characterized by cortical thinning in bilateral orbitofrontal, anterior cingulate, and lateral and medial anterior temporal gyri. Patients in pattern 2 (n = 44) showed cortical thinning in bilateral occipital gyrus, cuneus, superior parietal gyrus, and left postcentral gyrus, and they showed neuropsychological impairment in memory and other cognitive domains. Even in the early stages of PD, there is evidence of cortical brain atrophy. Neuroimaging clustering analysis is able to detect two subgroups of cortical thinning, one with mainly anterior atrophy, and the other with posterior predominance and worse cognitive performance. •PD de novo patients can be classified according cortical thickness.•Cortical thinning is present in PD even in early stages of the disease.•Two subgroups of patients were identified based on objective MRI data.•Patients with posterior involvement had worse cognitive performance.</description><identifier>ISSN: 1353-8020</identifier><identifier>EISSN: 1873-5126</identifier><identifier>DOI: 10.1016/j.parkreldis.2018.02.006</identifier><identifier>PMID: 29449187</identifier><language>eng</language><publisher>England: Elsevier Ltd</publisher><subject>Cluster analysis ; Cortical atrophy ; Early parkinson disease ; Magnetic resonance imaging ; PPMI</subject><ispartof>Parkinsonism &amp; related disorders, 2018-05, Vol.50, p.3-9</ispartof><rights>2018 Elsevier Ltd</rights><rights>Copyright © 2018 Elsevier Ltd. All rights reserved.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893</citedby><cites>FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893</cites><orcidid>0000-0002-6381-3063</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/29449187$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Uribe, Carme</creatorcontrib><creatorcontrib>Segura, Barbara</creatorcontrib><creatorcontrib>Baggio, Hugo Cesar</creatorcontrib><creatorcontrib>Abos, Alexandra</creatorcontrib><creatorcontrib>Garcia-Diaz, Anna Isabel</creatorcontrib><creatorcontrib>Campabadal, Anna</creatorcontrib><creatorcontrib>Marti, Maria Jose</creatorcontrib><creatorcontrib>Valldeoriola, Francesc</creatorcontrib><creatorcontrib>Compta, Yaroslau</creatorcontrib><creatorcontrib>Tolosa, Eduard</creatorcontrib><creatorcontrib>Junque, Carme</creatorcontrib><title>Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis</title><title>Parkinsonism &amp; related disorders</title><addtitle>Parkinsonism Relat Disord</addtitle><description>Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothesis-free data-driven approach. Seventy-seven de novo PD patients and 50 controls from the Parkinson's Progression Marker Initiative database with T1-weighted images in a 3-tesla Siemens scanner were included in this study. Mean cortical thickness was extracted from 360 cortical areas defined by the Human Connectome Project Multi-Modal Parcellation version 1.0, and a hierarchical cluster analysis was performed using Ward's linkage method. A general linear model with cortical thickness data was then used to compare clustering groups using FreeSurfer software. We identified two patterns of cortical atrophy. Compared with controls, patients grouped in pattern 1 (n = 33) were characterized by cortical thinning in bilateral orbitofrontal, anterior cingulate, and lateral and medial anterior temporal gyri. Patients in pattern 2 (n = 44) showed cortical thinning in bilateral occipital gyrus, cuneus, superior parietal gyrus, and left postcentral gyrus, and they showed neuropsychological impairment in memory and other cognitive domains. Even in the early stages of PD, there is evidence of cortical brain atrophy. Neuroimaging clustering analysis is able to detect two subgroups of cortical thinning, one with mainly anterior atrophy, and the other with posterior predominance and worse cognitive performance. •PD de novo patients can be classified according cortical thickness.•Cortical thinning is present in PD even in early stages of the disease.•Two subgroups of patients were identified based on objective MRI data.•Patients with posterior involvement had worse cognitive performance.</description><subject>Cluster analysis</subject><subject>Cortical atrophy</subject><subject>Early parkinson disease</subject><subject>Magnetic resonance imaging</subject><subject>PPMI</subject><issn>1353-8020</issn><issn>1873-5126</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><recordid>eNqFkMtu2zAQRYkiRZ26_YWCu2QjdUjqQS0bI0kDBEgW7ZqgyVFNR5YUjlTAfx-6dpNlwAUJ4sy9mMMYF5ALENX3bT7a-BSx84FyCULnIHOA6gM7F7pWWSlkdZbeqlSZBgkL9ploCwB1CeoTW8imKJpEnjO3GuIUnO24neIwbvZ8tNOEsSceeo42dnv-mLpCT0N_QTwVoiU8UAH7ifhMof_DNwGjjW7zL8l1M6UIbnvb7SnQF_axtR3h19O9ZL9vrn-tfmb3D7d3qx_3mStkMWUV1E2D0rfWK21xDdKrCn3TikYqty7Sb42-qCvVitIXpbZSVsKtoU7H60Yt2eUxd4zD84w0mV0gh11nexxmMhJAgdKlVgnVR9TFgShia8YYdjbujQBzUGy25k2xOSg2IE1SnEa_nVrm9Q796-B_pwm4OgKYdv2bxBhyyZVDHyK6yfghvN_yAm5QlD8</recordid><startdate>201805</startdate><enddate>201805</enddate><creator>Uribe, Carme</creator><creator>Segura, Barbara</creator><creator>Baggio, Hugo Cesar</creator><creator>Abos, Alexandra</creator><creator>Garcia-Diaz, Anna Isabel</creator><creator>Campabadal, Anna</creator><creator>Marti, Maria Jose</creator><creator>Valldeoriola, Francesc</creator><creator>Compta, Yaroslau</creator><creator>Tolosa, Eduard</creator><creator>Junque, Carme</creator><general>Elsevier Ltd</general><scope>6I.</scope><scope>AAFTH</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-6381-3063</orcidid></search><sort><creationdate>201805</creationdate><title>Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis</title><author>Uribe, Carme ; Segura, Barbara ; Baggio, Hugo Cesar ; Abos, Alexandra ; Garcia-Diaz, Anna Isabel ; Campabadal, Anna ; Marti, Maria Jose ; Valldeoriola, Francesc ; Compta, Yaroslau ; Tolosa, Eduard ; Junque, Carme</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Cluster analysis</topic><topic>Cortical atrophy</topic><topic>Early parkinson disease</topic><topic>Magnetic resonance imaging</topic><topic>PPMI</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Uribe, Carme</creatorcontrib><creatorcontrib>Segura, Barbara</creatorcontrib><creatorcontrib>Baggio, Hugo Cesar</creatorcontrib><creatorcontrib>Abos, Alexandra</creatorcontrib><creatorcontrib>Garcia-Diaz, Anna Isabel</creatorcontrib><creatorcontrib>Campabadal, Anna</creatorcontrib><creatorcontrib>Marti, Maria Jose</creatorcontrib><creatorcontrib>Valldeoriola, Francesc</creatorcontrib><creatorcontrib>Compta, Yaroslau</creatorcontrib><creatorcontrib>Tolosa, Eduard</creatorcontrib><creatorcontrib>Junque, Carme</creatorcontrib><collection>ScienceDirect Open Access Titles</collection><collection>Elsevier:ScienceDirect:Open Access</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Parkinsonism &amp; related disorders</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Uribe, Carme</au><au>Segura, Barbara</au><au>Baggio, Hugo Cesar</au><au>Abos, Alexandra</au><au>Garcia-Diaz, Anna Isabel</au><au>Campabadal, Anna</au><au>Marti, Maria Jose</au><au>Valldeoriola, Francesc</au><au>Compta, Yaroslau</au><au>Tolosa, Eduard</au><au>Junque, Carme</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis</atitle><jtitle>Parkinsonism &amp; related disorders</jtitle><addtitle>Parkinsonism Relat Disord</addtitle><date>2018-05</date><risdate>2018</risdate><volume>50</volume><spage>3</spage><epage>9</epage><pages>3-9</pages><issn>1353-8020</issn><eissn>1873-5126</eissn><abstract>Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothesis-free data-driven approach. Seventy-seven de novo PD patients and 50 controls from the Parkinson's Progression Marker Initiative database with T1-weighted images in a 3-tesla Siemens scanner were included in this study. Mean cortical thickness was extracted from 360 cortical areas defined by the Human Connectome Project Multi-Modal Parcellation version 1.0, and a hierarchical cluster analysis was performed using Ward's linkage method. A general linear model with cortical thickness data was then used to compare clustering groups using FreeSurfer software. We identified two patterns of cortical atrophy. Compared with controls, patients grouped in pattern 1 (n = 33) were characterized by cortical thinning in bilateral orbitofrontal, anterior cingulate, and lateral and medial anterior temporal gyri. Patients in pattern 2 (n = 44) showed cortical thinning in bilateral occipital gyrus, cuneus, superior parietal gyrus, and left postcentral gyrus, and they showed neuropsychological impairment in memory and other cognitive domains. Even in the early stages of PD, there is evidence of cortical brain atrophy. Neuroimaging clustering analysis is able to detect two subgroups of cortical thinning, one with mainly anterior atrophy, and the other with posterior predominance and worse cognitive performance. •PD de novo patients can be classified according cortical thickness.•Cortical thinning is present in PD even in early stages of the disease.•Two subgroups of patients were identified based on objective MRI data.•Patients with posterior involvement had worse cognitive performance.</abstract><cop>England</cop><pub>Elsevier Ltd</pub><pmid>29449187</pmid><doi>10.1016/j.parkreldis.2018.02.006</doi><tpages>7</tpages><orcidid>https://orcid.org/0000-0002-6381-3063</orcidid><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier ISSN: 1353-8020
ispartof Parkinsonism & related disorders, 2018-05, Vol.50, p.3-9
issn 1353-8020
1873-5126
language eng
recordid cdi_proquest_miscellaneous_2003038583
source Elsevier
subjects Cluster analysis
Cortical atrophy
Early parkinson disease
Magnetic resonance imaging
PPMI
title Cortical atrophy patterns in early Parkinson's disease patients using hierarchical cluster analysis
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-29T00%3A31%3A19IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Cortical%20atrophy%20patterns%20in%20early%20Parkinson's%20disease%20patients%20using%20hierarchical%20cluster%20analysis&rft.jtitle=Parkinsonism%20&%20related%20disorders&rft.au=Uribe,%20Carme&rft.date=2018-05&rft.volume=50&rft.spage=3&rft.epage=9&rft.pages=3-9&rft.issn=1353-8020&rft.eissn=1873-5126&rft_id=info:doi/10.1016/j.parkreldis.2018.02.006&rft_dat=%3Cproquest_cross%3E2003038583%3C/proquest_cross%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c424t-60799e2dfad38aeb02d36ed9f1923cb4d387ed4763f15d458a2261cb07070d893%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_pqid=2003038583&rft_id=info:pmid/29449187&rfr_iscdi=true