Skip to main content
  • Neurology.org
  • Journals
    • Neurology
    • Clinical Practice
    • Education
    • Genetics
    • Neuroimmunology & Neuroinflammation
  • Online Sections
    • Neurology Video Journal Club
    • Diversity, Equity, & Inclusion (DEI)
    • Neurology: Clinical Practice Accelerator
    • Practice Buzz
    • Practice Current
    • Residents & Fellows
    • Without Borders
  • Collections
    • COVID-19
    • Disputes & Debates
    • Health Disparities
    • Infographics
    • Neurology Future Forecasting Series
    • Null Hypothesis
    • Patient Pages
    • Topics A-Z
    • Translations
    • UDDA Revision Series
  • Podcast
  • CME
  • About
    • About the Journals
    • Contact Us
    • Editorial Board
  • Authors
    • Submit New Manuscript
    • Submit Revised Manuscript
    • Author Center

Advanced Search

Main menu

  • Neurology.org
  • Journals
    • Neurology
    • Clinical Practice
    • Education
    • Genetics
    • Neuroimmunology & Neuroinflammation
  • Online Sections
    • Neurology Video Journal Club
    • Diversity, Equity, & Inclusion (DEI)
    • Neurology: Clinical Practice Accelerator
    • Practice Buzz
    • Practice Current
    • Residents & Fellows
    • Without Borders
  • Collections
    • COVID-19
    • Disputes & Debates
    • Health Disparities
    • Infographics
    • Neurology Future Forecasting Series
    • Null Hypothesis
    • Patient Pages
    • Topics A-Z
    • Translations
    • UDDA Revision Series
  • Podcast
  • CME
  • About
    • About the Journals
    • Contact Us
    • Editorial Board
  • Authors
    • Submit New Manuscript
    • Submit Revised Manuscript
    • Author Center
  • Home
  • Latest Articles
  • Current Issue
  • Past Issues
  • Neurology Video Journal Club
  • Residents & Fellows

User menu

  • Subscribe
  • My Alerts
  • Log in

Search

  • Advanced search
Neurology
Home
The most widely read and highly cited peer-reviewed neurology journal
  • Subscribe
  • My Alerts
  • Log in
Site Logo
  • Home
  • Latest Articles
  • Current Issue
  • Past Issues
  • Neurology Video Journal Club
  • Residents & Fellows

Share

May 31, 2016; 86 (22) Article

Multimorbidity and neuroimaging biomarkers among cognitively normal persons

Maria Vassilaki, Jeremiah A. Aakre, Michelle M. Mielke, Yonas E. Geda, Walter K. Kremers, Rabe E. Alhurani, Mary M. Machulda, David S. Knopman, Ronald C. Petersen, Val J. Lowe, Clifford R. Jack, Rosebud O. Roberts
First published April 13, 2016, DOI: https://doi.org/10.1212/WNL.0000000000002624
Maria Vassilaki
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD, MPH, PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Jeremiah A. Aakre
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MPH
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Michelle M. Mielke
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Yonas E. Geda
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD, MSc
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Walter K. Kremers
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Rabe E. Alhurani
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MBBS
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Mary M. Machulda
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
David S. Knopman
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Ronald C. Petersen
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD, PhD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Val J. Lowe
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Clifford R. Jack Jr
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MD
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Rosebud O. Roberts
From the Departments of Health Sciences Research (M.V., J.A.A., M.M. Mielke, Y.E.G., W.K.K., R.C.P., R.O.R.) and Neurology (M.M. Mielke, Y.E.G., R.E.A., D.S.K., R.C.P., R.O.R.), Mayo Clinic, Rochester, MN; Departments of Psychiatry and Psychology and Neurology (Y.E.G.), Mayo Clinic, Scottsdale, AZ; Mayo Clinic Graduate School of Medicine (R.E.A.), Rochester, MN; and Departments of Psychiatry and Psychology (M.M. Machulda) and Radiology (V.J.L., C.R.J.), Mayo Clinic, Rochester, MN.
MBChB, MS
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Full PDF
Citation
Multimorbidity and neuroimaging biomarkers among cognitively normal persons
Maria Vassilaki, Jeremiah A. Aakre, Michelle M. Mielke, Yonas E. Geda, Walter K. Kremers, Rabe E. Alhurani, Mary M. Machulda, David S. Knopman, Ronald C. Petersen, Val J. Lowe, Clifford R. Jack, Rosebud O. Roberts
Neurology May 2016, 86 (22) 2077-2084; DOI: 10.1212/WNL.0000000000002624

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Permissions

Make Comment

See Comments

Downloads
262

Share

  • Article
  • Figures & Data
  • Info & Disclosures
  • CME Course
Loading

This article requires a subscription to view the full text. If you have a subscription you may use the login form below to view the article. Access to this article can also be purchased.

Abstract

Objective: To assess the cross-sectional association between multimorbidity and imaging biomarkers of brain pathology in the population-based Mayo Clinic Study of Aging (MCSA).

Methods: The study consisted of 1,449 MCSA participants who were cognitively normal at the time of MRI. A subset of the participants also had 11C-Pittsburgh compound B (n = 689) and 18fluorodeoxyglucose (n = 688) PET scans available. Information on multimorbidity (defined as ≥2 chronic conditions) in the 5 years prior to the first imaging study was captured from the medical record using ICD-9 codes for chronic conditions and the Rochester Epidemiology Project medical records linkage system. The cross-sectional association of multimorbidity and imaging biomarkers was examined using logistic and linear regression models.

Results: Among 1,449 cognitively normal participants (mean age 79 years; 50.9% men), 85.4% had multimorbidity (≥2 chronic conditions). Multimorbidity and severe multimorbidity (≥4 chronic conditions) were associated with abnormal Alzheimer disease (AD) signature meta–region of interest (meta-ROI) 18F-FDG hypometabolism (odds ratio [OR] 2.03; 95% confidence interval [CI] 1.10–3.77 and OR 2.22; 95% CI 1.18–4.16, respectively), and with abnormal AD signature MRI cortical thickness (OR 1.53; 95% CI 1.09–2.16 and OR 1.76; 95% CI 1.24–2.51, respectively), but was not associated with amyloid accumulation.

Conclusions: Multimorbidity was associated with brain pathology through mechanisms independent of amyloid deposition and such neuronal injury and pathology was present before any symptomatic evidence of cognitive impairment. Longitudinal follow-up will provide insights into potential causal associations of multimorbidity with changes in brain pathology.

GLOSSARY

18F-FDG=
18fluorodeoxyglucose;
AD=
Alzheimer disease;
CI=
confidence interval;
GM=
gray matter;
HV=
hippocampal volume;
MCI=
mild cognitive impairment;
MCSA=
Mayo Clinic Study of Aging;
MPRAGE=
magnetization-prepared rapid-acquisition gradient echo;
ICD-9=
International Classification of Diseases–9;
OR=
odds ratio;
PiB=
Pittsburgh compound B;
REP=
Rochester Epidemiology Project;
ROI=
region of interest;
WM=
white matter

Footnotes

  • 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 August 31, 2015.
  • Accepted in final form February 24, 2016.
  • © 2016 American Academy of Neurology
View Full Text

AAN Members

We have changed the login procedure to improve access between AAN.com and the Neurology journals. If you are experiencing issues, please log out of AAN.com and clear history and cookies. (For instructions by browser, please click the instruction pages below). After clearing, choose preferred Journal and select login for AAN Members. You will be redirected to a login page where you can log in with your AAN ID number and password. When you are returned to the Journal, your name should appear at the top right of the page.

Google Safari Microsoft Edge Firefox

Click here to login

AAN Non-Member Subscribers

Click here to login

Purchase access

For assistance, please contact:
AAN Members (800) 879-1960 or (612) 928-6000 (International)
Non-AAN Member subscribers (800) 638-3030 or (301) 223-2300 option 3, select 1 (international)

Sign Up
Information on how to subscribe to Neurology and Neurology: Clinical Practice can be found here 

Purchase
Individual access to articles is available through the Add to Cart option on the article page.  Access for 1 day (from the computer you are currently using) is US$ 39.00.  Pay-per-view content is for the use of the payee only, and content may not be further distributed by print or electronic means.  The payee may view, download, and/or print the article for his/her personal, scholarly, research, and educational use.  Distributing copies (electronic or otherwise) of the article is not allowed.

Letters: Rapid online correspondence

No comments have been published for this article.
Comment

REQUIREMENTS

You must ensure that your Disclosures have been updated within the previous six months. Please go to our Submission Site to add or update your Disclosure information.

Your co-authors must send a completed Publishing Agreement Form to Neurology Staff (not necessary for the lead/corresponding author as the form below will suffice) before you upload your comment.

If you are responding to a comment that was written about an article you originally authored:
You (and co-authors) do not need to fill out forms or check disclosures as author forms are still valid
and apply to letter.

Submission specifications:

  • Submissions must be < 200 words with < 5 references. Reference 1 must be the article on which you are commenting.
  • Submissions should not have more than 5 authors. (Exception: original author replies can include all original authors of the article)
  • Submit only on articles published within 6 months of issue date.
  • Do not be redundant. Read any comments already posted on the article prior to submission.
  • Submitted comments are subject to editing and editor review prior to posting.

More guidelines and information on Disputes & Debates

Compose Comment

More information about text formats

Plain text

  • No HTML tags allowed.
  • Web page addresses and e-mail addresses turn into links automatically.
  • Lines and paragraphs break automatically.
Author Information
NOTE: The first author must also be the corresponding author of the comment.
First or given name, e.g. 'Peter'.
Your last, or family, name, e.g. 'MacMoody'.
Your email address, e.g. higgs-boson@gmail.com
Your role and/or occupation, e.g. 'Orthopedic Surgeon'.
Your organization or institution (if applicable), e.g. 'Royal Free Hospital'.
Publishing Agreement
NOTE: All authors, besides the first/corresponding author, must complete a separate Publishing Agreement Form and provide via email to the editorial office before comments can be posted.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.

Vertical Tabs

You May Also be Interested in

Back to top
  • Article
    • Abstract
    • GLOSSARY
    • METHODS
    • RESULTS
    • DISCUSSION
    • AUTHOR CONTRIBUTIONS
    • STUDY FUNDING
    • DISCLOSURE
    • ACKNOWLEDGMENT
    • Footnotes
    • REFERENCES
  • Figures & Data
  • Info & Disclosures
  • CME Course

More Online

CME Course

Direct Health Care Costs Associated With Multiple Sclerosis: A Population-Based Cohort Study in British Columbia, Canada, 2001-2020

Dr. Dennis Bourdette and Dr. Lindsey Wooliscroft

► Watch

Topics Discussed

  • MRI
  • Outcome research
  • Prevalence studies
  • PET

Alert Me

  • Alert me when eletters are published

Recommended articles

  • Article
    Weighting and standardization of frequencies to determine prevalence of AD imaging biomarkers
    Rosebud O. Roberts, David S. Knopman, Jeremy A. Syrjanen et al.
    Neurology, October 13, 2017
  • Articles
    APOE modifies the association between Aβ load and cognition in cognitively normal older adults
    K. Kantarci, V. Lowe, S.A. Przybelski et al.
    Neurology, December 21, 2011
  • Article
    MRI and MRS predictors of mild cognitive impairment in a population-based sample
    Kejal Kantarci, Stephen D. Weigand, Scott A. Przybelski et al.
    Neurology, June 12, 2013
  • Article
    CSF biomarkers in Olmsted County
    Evidence of 2 subclasses and associations with demographics
    Argonde C. Van Harten, Heather J. Wiste, Stephen D. Weigand et al.
    Neurology, June 26, 2020
Neurology: 101 (8)

Articles

  • Ahead of Print
  • Current Issue
  • Past Issues
  • Popular Articles
  • Translations

About

  • About the Journals
  • Ethics Policies
  • Editors & Editorial Board
  • Contact Us
  • Advertise

Submit

  • Author Center
  • Submit a Manuscript
  • Information for Reviewers
  • AAN Guidelines
  • Permissions

Subscribers

  • Subscribe
  • Activate a Subscription
  • Sign up for eAlerts
  • RSS Feed
Site Logo
  • Visit neurology Template on Facebook
  • Follow neurology Template on Twitter
  • Visit Neurology on YouTube
  • Neurology
  • Neurology: Clinical Practice
  • Neurology: Education
  • Neurology: Genetics
  • Neurology: Neuroimmunology & Neuroinflammation
  • AAN.com
  • AANnews
  • Continuum
  • Brain & Life
  • Neurology Today

Wolters Kluwer Logo

Neurology | Print ISSN:0028-3878
Online ISSN:1526-632X

© 2023 American Academy of Neurology

  • Privacy Policy
  • Feedback
  • Advertise