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

被引:16
|
作者
Gamberger D. [1 ]
Ženko B. [2 ,4 ]
Mitelpunkt A. [3 ]
Shachar N. [3 ]
Lavrač N. [2 ,4 ,5 ]
机构
[1] Ruđer Bošković Institute, Zagreb
[2] Jožef Stefan Institute, Ljubljana
[3] Tel Aviv University, Tel Aviv
[4] Jožef Stefan Institute, Ljubljana
[5] University of Nova Gorica, Nova Gorica
基金
美国国家卫生研究院;
关键词
Alzheimer’s disease; Clustering; Female and male subpopulations;
D O I
10.1007/s40708-016-0035-5
中图分类号
学科分类号
摘要
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. © 2016, The Author(s).
引用
收藏
页码:169 / 179
页数:10
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