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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2016
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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. |
format | Online Article Text |
id | pubmed-4963443 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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