A deep learning framework identifies dimensional representations of Alzheimer’s Disease from brain s...
A deep learning framework identifies dimensional representations of Alzheimer’s Disease from brain structure
About this item
Full title
Author / Creator
Yang, Zhijian , Nasrallah, Ilya M. , Shou, Haochang , Wen, Junhao , Doshi, Jimit , Habes, Mohamad , Erus, Guray , Abdulkadir, Ahmed , Resnick, Susan M. , Albert, Marilyn S. , Maruff, Paul , Fripp, Jurgen , Morris, John C. , Wolk, David A. , Davatzikos, Christos , Alzheimer’s Disease Neuroimaging Initiative (ADNI) , Baltimore Longitudinal Study of Aging (BLSA) and iSTAGING Consortium
Publisher
London: Nature Publishing Group UK
Journal title
Language
English
Formats
Publication information
Publisher
London: Nature Publishing Group UK
Subjects
More information
Scope and Contents
Contents
Heterogeneity of brain diseases is a challenge for precision diagnosis/prognosis. We describe and validate Smile-GAN (SeMI-supervised cLustEring-Generative Adversarial Network), a semi-supervised deep-clustering method, which examines neuroanatomical heterogeneity contrasted against normal brain structure, to identify disease subtypes through neuro...
Alternative Titles
Full title
A deep learning framework identifies dimensional representations of Alzheimer’s Disease from brain structure
Authors, Artists and Contributors
Author / Creator
Nasrallah, Ilya M.
Shou, Haochang
Wen, Junhao
Doshi, Jimit
Habes, Mohamad
Erus, Guray
Abdulkadir, Ahmed
Resnick, Susan M.
Albert, Marilyn S.
Maruff, Paul
Fripp, Jurgen
Morris, John C.
Wolk, David A.
Davatzikos, Christos
Alzheimer’s Disease Neuroimaging Initiative (ADNI)
Baltimore Longitudinal Study of Aging (BLSA)
iSTAGING Consortium
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_doaj_primary_oai_doaj_org_article_bc622eef4986462d950294c8155877a6
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_bc622eef4986462d950294c8155877a6
Other Identifiers
ISSN
2041-1723
E-ISSN
2041-1723
DOI
10.1038/s41467-021-26703-z
