Magnetic resonance support vector machine discriminates between Parkinson disease and progressive supranuclear palsy.
Identifieur interne : 000662 ( PubMed/Corpus ); précédent : 000661; suivant : 000663Magnetic resonance support vector machine discriminates between Parkinson disease and progressive supranuclear palsy.
Auteurs : Andrea Cherubini ; Maurizio Morelli ; Rita Nistic ; Maria Salsone ; Gennarina Arabia ; Roberta Vasta ; Antonio Augimeri ; Maria Eugenia Caligiuri ; Aldo QuattroneSource :
- Movement disorders : official journal of the Movement Disorder Society [ 1531-8257 ] ; 2014.
English descriptors
- KwdEn :
- MESH :
- diagnosis : Parkinson Disease, Supranuclear Palsy, Progressive.
- methods : Magnetic Resonance Imaging.
- Aged, Algorithms, Female, Humans, Male, Middle Aged, Support Vector Machines.
Abstract
The aim of the current study was to distinguish patients with Parkinson disease (PD) from those with progressive supranuclear palsy (PSP) at the individual level using pattern recognition of magnetic resonance imaging data.
DOI: 10.1002/mds.25737
PubMed: 24323617
Links to Exploration step
pubmed:24323617Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Magnetic resonance support vector machine discriminates between Parkinson disease and progressive supranuclear palsy.</title>
<author><name sortKey="Cherubini, Andrea" sort="Cherubini, Andrea" uniqKey="Cherubini A" first="Andrea" last="Cherubini">Andrea Cherubini</name>
<affiliation><nlm:affiliation>Neuroimaging Research Unit, Institute of Neurological Sciences-National Research Council, Catanzaro, Italy.</nlm:affiliation>
</affiliation>
</author>
<author><name sortKey="Morelli, Maurizio" sort="Morelli, Maurizio" uniqKey="Morelli M" first="Maurizio" last="Morelli">Maurizio Morelli</name>
</author>
<author><name sortKey="Nistic, Rita" sort="Nistic, Rita" uniqKey="Nistic R" first="Rita" last="Nistic">Rita Nistic</name>
</author>
<author><name sortKey="Salsone, Maria" sort="Salsone, Maria" uniqKey="Salsone M" first="Maria" last="Salsone">Maria Salsone</name>
</author>
<author><name sortKey="Arabia, Gennarina" sort="Arabia, Gennarina" uniqKey="Arabia G" first="Gennarina" last="Arabia">Gennarina Arabia</name>
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<author><name sortKey="Vasta, Roberta" sort="Vasta, Roberta" uniqKey="Vasta R" first="Roberta" last="Vasta">Roberta Vasta</name>
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<author><name sortKey="Augimeri, Antonio" sort="Augimeri, Antonio" uniqKey="Augimeri A" first="Antonio" last="Augimeri">Antonio Augimeri</name>
</author>
<author><name sortKey="Caligiuri, Maria Eugenia" sort="Caligiuri, Maria Eugenia" uniqKey="Caligiuri M" first="Maria Eugenia" last="Caligiuri">Maria Eugenia Caligiuri</name>
</author>
<author><name sortKey="Quattrone, Aldo" sort="Quattrone, Aldo" uniqKey="Quattrone A" first="Aldo" last="Quattrone">Aldo Quattrone</name>
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<sourceDesc><biblStruct><analytic><title xml:lang="en">Magnetic resonance support vector machine discriminates between Parkinson disease and progressive supranuclear palsy.</title>
<author><name sortKey="Cherubini, Andrea" sort="Cherubini, Andrea" uniqKey="Cherubini A" first="Andrea" last="Cherubini">Andrea Cherubini</name>
<affiliation><nlm:affiliation>Neuroimaging Research Unit, Institute of Neurological Sciences-National Research Council, Catanzaro, Italy.</nlm:affiliation>
</affiliation>
</author>
<author><name sortKey="Morelli, Maurizio" sort="Morelli, Maurizio" uniqKey="Morelli M" first="Maurizio" last="Morelli">Maurizio Morelli</name>
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<author><name sortKey="Nistic, Rita" sort="Nistic, Rita" uniqKey="Nistic R" first="Rita" last="Nistic">Rita Nistic</name>
</author>
<author><name sortKey="Salsone, Maria" sort="Salsone, Maria" uniqKey="Salsone M" first="Maria" last="Salsone">Maria Salsone</name>
</author>
<author><name sortKey="Arabia, Gennarina" sort="Arabia, Gennarina" uniqKey="Arabia G" first="Gennarina" last="Arabia">Gennarina Arabia</name>
</author>
<author><name sortKey="Vasta, Roberta" sort="Vasta, Roberta" uniqKey="Vasta R" first="Roberta" last="Vasta">Roberta Vasta</name>
</author>
<author><name sortKey="Augimeri, Antonio" sort="Augimeri, Antonio" uniqKey="Augimeri A" first="Antonio" last="Augimeri">Antonio Augimeri</name>
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<author><name sortKey="Caligiuri, Maria Eugenia" sort="Caligiuri, Maria Eugenia" uniqKey="Caligiuri M" first="Maria Eugenia" last="Caligiuri">Maria Eugenia Caligiuri</name>
</author>
<author><name sortKey="Quattrone, Aldo" sort="Quattrone, Aldo" uniqKey="Quattrone A" first="Aldo" last="Quattrone">Aldo Quattrone</name>
</author>
</analytic>
<series><title level="j">Movement disorders : official journal of the Movement Disorder Society</title>
<idno type="eISSN">1531-8257</idno>
<imprint><date when="2014" type="published">2014</date>
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<profileDesc><textClass><keywords scheme="KwdEn" xml:lang="en"><term>Aged</term>
<term>Algorithms</term>
<term>Female</term>
<term>Humans</term>
<term>Magnetic Resonance Imaging (methods)</term>
<term>Male</term>
<term>Middle Aged</term>
<term>Parkinson Disease (diagnosis)</term>
<term>Support Vector Machines</term>
<term>Supranuclear Palsy, Progressive (diagnosis)</term>
</keywords>
<keywords scheme="MESH" qualifier="diagnosis" xml:lang="en"><term>Parkinson Disease</term>
<term>Supranuclear Palsy, Progressive</term>
</keywords>
<keywords scheme="MESH" qualifier="methods" xml:lang="en"><term>Magnetic Resonance Imaging</term>
</keywords>
<keywords scheme="MESH" xml:lang="en"><term>Aged</term>
<term>Algorithms</term>
<term>Female</term>
<term>Humans</term>
<term>Male</term>
<term>Middle Aged</term>
<term>Support Vector Machines</term>
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<front><div type="abstract" xml:lang="en">The aim of the current study was to distinguish patients with Parkinson disease (PD) from those with progressive supranuclear palsy (PSP) at the individual level using pattern recognition of magnetic resonance imaging data.</div>
</front>
</TEI>
<pubmed><MedlineCitation Owner="NLM" Status="MEDLINE"><PMID Version="1">24323617</PMID>
<DateCreated><Year>2014</Year>
<Month>03</Month>
<Day>04</Day>
</DateCreated>
<DateCompleted><Year>2014</Year>
<Month>10</Month>
<Day>29</Day>
</DateCompleted>
<Article PubModel="Print-Electronic"><Journal><ISSN IssnType="Electronic">1531-8257</ISSN>
<JournalIssue CitedMedium="Internet"><Volume>29</Volume>
<Issue>2</Issue>
<PubDate><Year>2014</Year>
<Month>Feb</Month>
</PubDate>
</JournalIssue>
<Title>Movement disorders : official journal of the Movement Disorder Society</Title>
<ISOAbbreviation>Mov. Disord.</ISOAbbreviation>
</Journal>
<ArticleTitle>Magnetic resonance support vector machine discriminates between Parkinson disease and progressive supranuclear palsy.</ArticleTitle>
<Pagination><MedlinePgn>266-9</MedlinePgn>
</Pagination>
<ELocationID EIdType="doi" ValidYN="Y">10.1002/mds.25737</ELocationID>
<Abstract><AbstractText Label="BACKGROUND" NlmCategory="BACKGROUND">The aim of the current study was to distinguish patients with Parkinson disease (PD) from those with progressive supranuclear palsy (PSP) at the individual level using pattern recognition of magnetic resonance imaging data.</AbstractText>
<AbstractText Label="METHODS" NlmCategory="METHODS">We combined diffusion tensor imaging and voxel-based morphometry in a support vector machine algorithm to evaluate 21 patients with PSP and 57 patients with PD.</AbstractText>
<AbstractText Label="RESULTS" NlmCategory="RESULTS">The automated algorithm correctly distinguished patients who had PD from those who had PSP with 100% accuracy. This accuracy value was obtained when white matter atrophy was considered. Diffusion parameters combined with gray matter atrophy exhibited 90% sensitivity and 96% specificity.</AbstractText>
<AbstractText Label="CONCLUSIONS" NlmCategory="CONCLUSIONS">Our findings demonstrate that automated pattern recognition can help distinguish patients with PSP from those with PD on an individual basis.</AbstractText>
<CopyrightInformation>© 2013 Movement Disorder Society.</CopyrightInformation>
</Abstract>
<AuthorList CompleteYN="Y"><Author ValidYN="Y"><LastName>Cherubini</LastName>
<ForeName>Andrea</ForeName>
<Initials>A</Initials>
<AffiliationInfo><Affiliation>Neuroimaging Research Unit, Institute of Neurological Sciences-National Research Council, Catanzaro, Italy.</Affiliation>
</AffiliationInfo>
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<Author ValidYN="Y"><LastName>Morelli</LastName>
<ForeName>Maurizio</ForeName>
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<Author ValidYN="Y"><LastName>Nisticó</LastName>
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<Author ValidYN="Y"><LastName>Salsone</LastName>
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<Author ValidYN="Y"><LastName>Arabia</LastName>
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<Author ValidYN="Y"><LastName>Vasta</LastName>
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<Author ValidYN="Y"><LastName>Augimeri</LastName>
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<Author ValidYN="Y"><LastName>Caligiuri</LastName>
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<Author ValidYN="Y"><LastName>Quattrone</LastName>
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<Language>eng</Language>
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<ArticleDate DateType="Electronic"><Year>2013</Year>
<Month>12</Month>
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<MedlineJournalInfo><Country>United States</Country>
<MedlineTA>Mov Disord</MedlineTA>
<NlmUniqueID>8610688</NlmUniqueID>
<ISSNLinking>0885-3185</ISSNLinking>
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<MeshHeading><DescriptorName MajorTopicYN="N" UI="D005260">Female</DescriptorName>
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<MeshHeading><DescriptorName MajorTopicYN="N" UI="D006801">Humans</DescriptorName>
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<MeshHeading><DescriptorName MajorTopicYN="Y" UI="D060388">Support Vector Machines</DescriptorName>
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<MeshHeading><DescriptorName MajorTopicYN="N" UI="D013494">Supranuclear Palsy, Progressive</DescriptorName>
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<KeywordList Owner="NOTNLM"><Keyword MajorTopicYN="N">computer-aided diagnosis</Keyword>
<Keyword MajorTopicYN="N">diffusion tensor imaging</Keyword>
<Keyword MajorTopicYN="N">progressive supranuclear palsy</Keyword>
<Keyword MajorTopicYN="N">support vector machines</Keyword>
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