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Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database

This paper presents homogeneous clusters of patients, identified in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) data population of 317 females and 342 males, described by a total of 243 biological and clinical descriptors. Clustering was performed with a novel methodology, which supports...

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Detalles Bibliográficos
Autores principales: Gamberger, Dragan, Ženko, Bernard, Mitelpunkt, Alexis, Shachar, Netta, Lavrač, Nada
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4963443/
https://www.ncbi.nlm.nih.gov/pubmed/27525218
http://dx.doi.org/10.1007/s40708-016-0035-5
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author Gamberger, Dragan
Ženko, Bernard
Mitelpunkt, Alexis
Shachar, Netta
Lavrač, Nada
author_facet Gamberger, Dragan
Ženko, Bernard
Mitelpunkt, Alexis
Shachar, Netta
Lavrač, Nada
author_sort Gamberger, Dragan
collection PubMed
description This paper presents homogeneous clusters of patients, identified in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) data population of 317 females and 342 males, described by a total of 243 biological and clinical descriptors. Clustering was performed with a novel methodology, which supports identification of patient subpopulations that are homogeneous regarding both clinical and biological descriptors. Properties of the constructed clusters clearly demonstrate the differences between female and male Alzheimer’s disease patient groups. The major difference is the existence of two male subpopulations with unexpected values of intracerebral and whole brain volumes.
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spelling pubmed-49634432016-08-10 Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database Gamberger, Dragan Ženko, Bernard Mitelpunkt, Alexis Shachar, Netta Lavrač, Nada Brain Inform Article This paper presents homogeneous clusters of patients, identified in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) data population of 317 females and 342 males, described by a total of 243 biological and clinical descriptors. Clustering was performed with a novel methodology, which supports identification of patient subpopulations that are homogeneous regarding both clinical and biological descriptors. Properties of the constructed clusters clearly demonstrate the differences between female and male Alzheimer’s disease patient groups. The major difference is the existence of two male subpopulations with unexpected values of intracerebral and whole brain volumes. Springer Berlin Heidelberg 2016-03-30 /pmc/articles/PMC4963443/ /pubmed/27525218 http://dx.doi.org/10.1007/s40708-016-0035-5 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Gamberger, Dragan
Ženko, Bernard
Mitelpunkt, Alexis
Shachar, Netta
Lavrač, Nada
Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title_full Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title_fullStr Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title_full_unstemmed Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title_short Clusters of male and female Alzheimer’s disease patients in the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database
title_sort clusters of male and female alzheimer’s disease patients in the alzheimer’s disease neuroimaging initiative (adni) database
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4963443/
https://www.ncbi.nlm.nih.gov/pubmed/27525218
http://dx.doi.org/10.1007/s40708-016-0035-5
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