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Research Article
December 15, 2023

Association of Glycemic Variability With Imaging Markers of Vascular Burden, β-Amyloid, Brain Atrophy, and Cognitive Impairment

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Abstract

Background and Objective

We aimed to investigate the association between glycemic variability (GV) and neuroimaging markers of white matter hyperintensities (WMH), beta-amyloid (Aβ), brain atrophy, and cognitive impairment.

Methods

This was a retrospective cohort study that included participants without dementia from a memory clinic. They all had Aβ PET, brain MRI, and standardized neuropsychological tests and had fasting glucose (FG) levels tested more than twice during the study period. We defined GV as the intraindividual visit-to-visit variability in FG levels. Multivariable linear regression and logistic regression were used to identify whether GV was associated with the presence of severe WMH and Aβ uptake with DM, mean FG levels, age, sex, hypertension, and presence of APOE4 allele as covariates. Mediation analyses were used to investigate the mediating effect of WMH and Aβ uptake on the relationship between GV and brain atrophy and cognition.

Results

Among the 688 participants, the mean age was 72.2 years, and the proportion of female participants was 51.9%. Increase in GV was predictive of the presence of severe WMH (coefficient [95% CI] 1.032 [1.012–1.054]; p = 0.002) and increased Aβ uptake (1.005 [1.001–1.008]; p = 0.007). Both WMH and increased Aβ uptake partially mediated the relationship between GV and frontal-executive dysfunction (GV → WMH → frontal-executive; direct effect, −0.319 [−0.557 to −0.080]; indirect effect, −0.050 [−0.091 to −0.008]) and memory dysfunction (GV → Aβ → memory; direct effect, −0.182 [−0.338 to −0.026]; indirect effect, −0.067 [−0.119 to −0.015]), respectively. In addition, increased Aβ uptake completely mediated the relationship between GV and hippocampal volume (indirect effect, −1.091 [−2.078 to −0.103]) and partially mediated the relationship between GV and parietal thickness (direct effect, −0.00101 [−0.00185 to −0.00016]; indirect effect, −0.00016 [−0.00032 to −0.000002]).

Discussion

Our findings suggest that increased GV is related to vascular and Alzheimer risk factors and neurodegenerative markers, which in turn leads to subsequent cognitive impairment. Furthermore, GV can be considered a potentially modifiable risk factor for dementia prevention.

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Information & Authors

Information

Published In

Neurology®
Volume 102Number 1January 9, 2024
PubMed: 38165363

Publication History

Received: May 22, 2023
Accepted: September 27, 2023
Published online: December 15, 2023
Published in issue: January 9, 2024

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Disclosure

The authors report no relevant disclosures. Go to Neurology.org/N for full disclosures.

Study Funding

This research was supported by a grant from the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI) funded by the Ministry of Health & Welfare and Ministry of Science and ICT, Republic of Korea (grant number: HU20C0111), and funded by the Ministry of HealthWelfare, Republic of Korea (grant number: HR21C0885). This research was supported by the “National Institute of Health” Research Project (2021-ER1006-021) and a National Research Foundation of Korea (NRF) grant funded by the Korean government (MSIT) (NRF-2020R1A2C1009778). This study was also supported by the Future Medicine 2030 Project of Samsung Medical Center [#SMX1210771]. This research was supported by the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI) and Korea Dementia Research Center (KDRC), funded by the Ministry of Health & Welfare and Ministry of Science and ICT, Republic of Korea (HU20C0414).

Authors

Affiliations & Disclosures

From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
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1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
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1.
NONE
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Sungjoo Lee, MS*
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
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Sungsik An, MD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
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1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
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1.
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Yuhyun Park, PhD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
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Soo-Jong Kim, MS
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
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Stock/stock Options, Medical Equipment & Materials:
1.
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Legal Proceedings:
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Bo Kyoung Cheon, PhD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Ji Hyun Kim, MS
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Duk L. Na, MD, PhD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Jun Pyo Kim, MD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Kyunga Kim, PhD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE
Sang Won Seo, MD, PhD
From the Alzheimer's Disease Convergence Research Center (H.J., S.A., Y.P., S.-J.K., B.K.C., J.H.K., H.J.K., D.L.N., J.P.K., S.W.S.), Samsung Medical Center; Department of Digital Health (H.J., S.L., K.K., S.W.S.), Samsung Advanced Institute for Health Sciences & Technology, Sungkyunkwan University; Department of Neurology (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center, Sungkyunkwan University School of Medicine; Neuroscience Center (H.J., H.J.K., J.P.K., S.W.S.), Samsung Medical Center; Happymind Clinic (D.L.N.); Biomedical Statistics Center (K.K.), Research Institute for Future Medicine, Samsung Medical Center; and Department of Data Convergence and Future Medicine (K.K.), Sungkyunkwan University School of Medicine, Seoul, Korea. Dr. Jang is currently at the Department of Neurology, Seoul National University Hospital, Korea.
Disclosure
Scientific Advisory Boards:
1.
NONE
Gifts:
1.
NONE
Funding for Travel or Speaker Honoraria:
1.
NONE
Editorial Boards:
1.
NONE
Patents:
1.
NONE
Publishing Royalties:
1.
NONE
Employment, Commercial Entity:
1.
NONE
Consultancies:
1.
NONE
Speakers' Bureaus:
1.
NONE
Other Activities:
1.
NONE
Clinical Procedures or Imaging Studies:
1.
NONE
Research Support, Commercial Entities:
1.
NONE
Research Support, Government Entities:
1.
NONE
Research Support, Academic Entities:
1.
NONE
Research Support, Foundations and Societies:
1.
NONE
Stock/stock Options/board of Directors Compensation:
1.
NONE
License Fee Payments, Technology or Inventions:
1.
NONE
Royalty Payments, Technology or Inventions:
1.
NONE
Stock/stock Options, Research Sponsor:
1.
NONE
Stock/stock Options, Medical Equipment & Materials:
1.
NONE
Legal Proceedings:
1.
NONE

Notes

Correspondence Dr. Kim [email protected] or Dr. Seo [email protected]
Go to Neurology.org/N for full disclosures. Funding information and disclosures deemed relevant by the authors, if any, are provided at the end of the article.
Submitted and externally peer reviewed. The handling editor was Associate Editor Linda Hershey, MD, PhD, FAAN.
*
These authors contributed equally to this work as cofirst authors.
These authors contributed equally to this work as cocorresponding authors.

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