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November 18, 2014; 83 (21) Article

Anatomical heterogeneity of Alzheimer disease

Based on cortical thickness on MRIs

Young Noh, Seun Jeon, Jong Min Lee, Sang Won Seo, Geon Ha Kim, Hanna Cho, Byoung Seok Ye, Cindy W. Yoon, Hee Jin Kim, Juhee Chin, Kee Hyung Park, Kenneth M. Heilman, Duk L. Na
First published October 24, 2014, DOI: https://doi.org/10.1212/WNL.0000000000001003
Young Noh
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Seun Jeon
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Jong Min Lee
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Sang Won Seo
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Geon Ha Kim
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Hanna Cho
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Byoung Seok Ye
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Cindy W. Yoon
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Hee Jin Kim
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Juhee Chin
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Kee Hyung Park
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Kenneth M. Heilman
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Duk L. Na
From the Department of Neurology (Y.N., K.H.P.), Gachon University Gil Medical Center, Incheon; Department of Biomedical Engineering (S.J., J.M.L.), Hanyang University, Seoul; Department of Neurology (S.W.S., H.J.K., J.C., D.L.N.), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul; Department of Neurology (G.H.K.), Ewha Womans University Mokdong Hospital, Ewha Womans University School of Medicine, Seoul; Department of Neurology (H.C.), Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul; Department of Neurology (B.S.Y.), Yonsei University College of Medicine, Seoul; Department of Neurology (C.W.Y.), Inha University Hospital, Inha University School of Medicine, Incheon, Korea; and Department of Neurology (K.M.H.), University of Florida and Veterans Affairs Medical Center, Gainesville.
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Full PDF
Citation
Anatomical heterogeneity of Alzheimer disease
Based on cortical thickness on MRIs
Young Noh, Seun Jeon, Jong Min Lee, Sang Won Seo, Geon Ha Kim, Hanna Cho, Byoung Seok Ye, Cindy W. Yoon, Hee Jin Kim, Juhee Chin, Kee Hyung Park, Kenneth M. Heilman, Duk L. Na
Neurology Nov 2014, 83 (21) 1936-1944; DOI: 10.1212/WNL.0000000000001003

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Abstract

Objective: Because the signs associated with dementia due to Alzheimer disease (AD) can be heterogeneous, the goal of this study was to use 3-dimensional MRI to examine the various patterns of cortical atrophy that can be associated with dementia of AD type, and to investigate whether AD dementia can be categorized into anatomical subtypes.

Methods: High-resolution T1-weighted volumetric MRIs were taken of 152 patients in their earlier stages of AD dementia. The images were processed to measure cortical thickness, and hierarchical agglomerative cluster analysis was performed using Ward's clustering linkage. The identified clusters of patients were compared with an age- and sex-matched control group using a general linear model.

Results: There were several distinct patterns of cortical atrophy and the number of patterns varied according to the level of cluster analyses. At the 3-cluster level, patients were divided into (1) bilateral medial temporal–dominant atrophy subtype (n = 52, ∼34.2%), (2) parietal-dominant subtype (n = 28, ∼18.4%) in which the bilateral parietal lobes, the precuneus, along with bilateral dorsolateral frontal lobes, were atrophic, and (3) diffuse atrophy subtype (n = 72, ∼47.4%) in which nearly all association cortices revealed atrophy. These 3 subtypes also differed in their demographic and clinical features.

Conclusions: This cluster analysis of cortical thickness of the entire brain showed that AD dementia in the earlier stages can be categorized into various anatomical subtypes, with distinct clinical features.

GLOSSARY

AD=
Alzheimer disease;
CDR=
Clinical Dementia Rating;
D=
diffuse atrophy subtype;
EOAD=
early-onset Alzheimer disease;
FP=
frontoparietal subtype;
FT=
frontotemporal subtype;
LP=
left parietal–dominant subtype;
MF=
medial frontal/temporal subtype;
MT=
medial temporal subtype;
NC=
normal cognition;
P=
parietal-dominant subtype;
RP=
right parietal–dominant subtype

Footnotes

  • ↵* These authors contributed equally to this work.

  • Go to Neurology.org for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.

  • Supplemental data at Neurology.org

  • Received February 17, 2014.
  • Accepted in final form August 18, 2014.
  • © 2014 American Academy of Neurology
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