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Automatic Brain Morphometry and Volumetry Using SPM on Cognitively Impaired Patients

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Automatic Brain Morphometry and Volumetry Using SPM on Cognitively Impaired Patients

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dc.contributor.author Cutanda Montaña, Vicente Paul es_ES
dc.contributor.author Moratal, David es_ES
dc.contributor.author Arana Fernandez de Moya, Estanislao es_ES
dc.date.accessioned 2018-04-21T04:15:23Z
dc.date.available 2018-04-21T04:15:23Z
dc.date.issued 2015 es_ES
dc.identifier.uri http://hdl.handle.net/10251/100788
dc.description.abstract [EN] Alzheimer disease (AD) is the most common type of dementia and mild cognitive impairment (MCI) is a syndrome with an increased risk of developing dementia. As neuroimaging is relevant in their diagnosis, the purpose of this paper is to develop an automatic classification methodology of AD, MCI and control patients. A total of 83 subjects provided by ADNI (Alzheimer's Disease Neuroimaging Initiative) were studied (26 controls, 24 MCI and 33 AD patients) to develop an automatic method. It allows voxel-based morphometry (VBM) optimized by Dartel coregistration and complemented with a volumetric quantification subalgorithm. The developed algorithm implements VBM automatically and segments the three main brain tissues accurately. Difference between controls and AD increased during follow-up (Anova, p = 0,001). Finally statistical parametric maps were created from output images, where morphometric and volumetric differences can be appreciated. This algorithm automates brain imaging volumetry in cognitive impaired patients and control subjects. Even with the described limitations, the developed methodology is fast and user independent and it improves the traditional voxel-based morphometry algorithm. es_ES
dc.language Portugués es_ES
dc.publisher Institute of Electrical and Electronics Engineers es_ES
dc.relation.ispartof IEEE Latin America Transactions es_ES
dc.rights Reserva de todos los derechos es_ES
dc.subject Voxel based morphometry es_ES
dc.subject Magnetic resonance imaging es_ES
dc.subject Volumetry es_ES
dc.subject Alzheimer disease es_ES
dc.subject Mild cognitive impairment es_ES
dc.subject Automatic algorithm es_ES
dc.subject Neuroimaging es_ES
dc.subject SPM es_ES
dc.subject.classification TECNOLOGIA ELECTRONICA es_ES
dc.title Automatic Brain Morphometry and Volumetry Using SPM on Cognitively Impaired Patients es_ES
dc.type Artículo es_ES
dc.identifier.doi 10.1109/TLA.2015.7106360 es_ES
dc.rights.accessRights Cerrado es_ES
dc.contributor.affiliation Universitat Politècnica de València. Instituto Universitario de Aplicaciones de las Tecnologías de la Información - Institut Universitari d'Aplicacions de les Tecnologies de la Informació es_ES
dc.contributor.affiliation Universitat Politècnica de València. Departamento de Ingeniería Electrónica - Departament d'Enginyeria Electrònica es_ES
dc.description.bibliographicCitation Cutanda Montaña, VP.; Moratal, D.; Arana Fernandez De Moya, E. (2015). Automatic Brain Morphometry and Volumetry Using SPM on Cognitively Impaired Patients. IEEE Latin America Transactions. 13(4):1077-1082. doi:10.1109/TLA.2015.7106360 es_ES
dc.description.accrualMethod S es_ES
dc.relation.publisherversion https://doi.org/10.1109/TLA.2015.7106360 es_ES
dc.description.upvformatpinicio 1077 es_ES
dc.description.upvformatpfin 1082 es_ES
dc.type.version info:eu-repo/semantics/publishedVersion es_ES
dc.description.volume 13 es_ES
dc.description.issue 4 es_ES
dc.identifier.eissn 1548-0992 es_ES
dc.relation.pasarela S\301360 es_ES


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