Inflammatory Biomarkers Aid in Diagnosis of Dementia

Dual pathology of Alzheimer's disease (AD) and vascular cognitive impairment and dementia (VCID) commonly are found together at autopsy, but mixed dementia (MX) is difficult to diagnose during life. Biological criteria to diagnose AD have been defined, but are not available for vascular disease...

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Main Authors: Erik B. Erhardt, John C. Adair, Janice E. Knoefel, Arvind Caprihan, Jillian Prestopnik, Jeffrey Thompson, Sasha Hobson, David Siegel, Gary A. Rosenberg
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Aging Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnagi.2021.717344/full
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spelling doaj-638f96ebe2924ec1909fb2251359274e2021-08-18T15:41:20ZengFrontiers Media S.A.Frontiers in Aging Neuroscience1663-43652021-08-011310.3389/fnagi.2021.717344717344Inflammatory Biomarkers Aid in Diagnosis of DementiaErik B. Erhardt0John C. Adair1John C. Adair2Janice E. Knoefel3Janice E. Knoefel4Arvind Caprihan5Jillian Prestopnik6Jeffrey Thompson7Sasha Hobson8David Siegel9Gary A. Rosenberg10Gary A. Rosenberg11Department of Mathematics and Statistics, University of New Mexico, Albuquerque, NM, United StatesDepartment of Neurology, University of New Mexico, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesDepartment of Neurology, University of New Mexico, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesThe Mind Research Network, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesDepartment of Anesthesiology, University of New Mexico, Albuquerque, NM, United StatesDepartment of Neurology, University of New Mexico, Albuquerque, NM, United StatesCenter for Memory and Aging, Albuquerque, NM, United StatesDual pathology of Alzheimer's disease (AD) and vascular cognitive impairment and dementia (VCID) commonly are found together at autopsy, but mixed dementia (MX) is difficult to diagnose during life. Biological criteria to diagnose AD have been defined, but are not available for vascular disease. We used the biological criteria for AD and white matter injury based on MRI to diagnose MX. Then we measured multiple biomarkers in CSF and blood with multiplex biomarker kits for proteases, angiogenic factors, and cytokines to explore pathophysiology in each group. Finally, we used machine learning with the Random forest algorithm to select the biomarkers of maximal importance; that analysis identified three proteases, matrix metalloproteinase-10 (MMP-10), MMP-3 and MMP-1; three angiogenic factors, VEGF-C, Tie-2 and PLGF, and three cytokines interleukin-2 (IL-2), IL-6, IL-13. To confirm the clinical importance of the variables, we showed that they correlated with results of neuropsychological testing.https://www.frontiersin.org/articles/10.3389/fnagi.2021.717344/fullAlzheimer's diseasevascular cognitive impairment and dementiainflammationdiffusion tensor imagingcerebrospinal fluidwhite matter disease
collection DOAJ
language English
format Article
sources DOAJ
author Erik B. Erhardt
John C. Adair
John C. Adair
Janice E. Knoefel
Janice E. Knoefel
Arvind Caprihan
Jillian Prestopnik
Jeffrey Thompson
Sasha Hobson
David Siegel
Gary A. Rosenberg
Gary A. Rosenberg
spellingShingle Erik B. Erhardt
John C. Adair
John C. Adair
Janice E. Knoefel
Janice E. Knoefel
Arvind Caprihan
Jillian Prestopnik
Jeffrey Thompson
Sasha Hobson
David Siegel
Gary A. Rosenberg
Gary A. Rosenberg
Inflammatory Biomarkers Aid in Diagnosis of Dementia
Frontiers in Aging Neuroscience
Alzheimer's disease
vascular cognitive impairment and dementia
inflammation
diffusion tensor imaging
cerebrospinal fluid
white matter disease
author_facet Erik B. Erhardt
John C. Adair
John C. Adair
Janice E. Knoefel
Janice E. Knoefel
Arvind Caprihan
Jillian Prestopnik
Jeffrey Thompson
Sasha Hobson
David Siegel
Gary A. Rosenberg
Gary A. Rosenberg
author_sort Erik B. Erhardt
title Inflammatory Biomarkers Aid in Diagnosis of Dementia
title_short Inflammatory Biomarkers Aid in Diagnosis of Dementia
title_full Inflammatory Biomarkers Aid in Diagnosis of Dementia
title_fullStr Inflammatory Biomarkers Aid in Diagnosis of Dementia
title_full_unstemmed Inflammatory Biomarkers Aid in Diagnosis of Dementia
title_sort inflammatory biomarkers aid in diagnosis of dementia
publisher Frontiers Media S.A.
series Frontiers in Aging Neuroscience
issn 1663-4365
publishDate 2021-08-01
description Dual pathology of Alzheimer's disease (AD) and vascular cognitive impairment and dementia (VCID) commonly are found together at autopsy, but mixed dementia (MX) is difficult to diagnose during life. Biological criteria to diagnose AD have been defined, but are not available for vascular disease. We used the biological criteria for AD and white matter injury based on MRI to diagnose MX. Then we measured multiple biomarkers in CSF and blood with multiplex biomarker kits for proteases, angiogenic factors, and cytokines to explore pathophysiology in each group. Finally, we used machine learning with the Random forest algorithm to select the biomarkers of maximal importance; that analysis identified three proteases, matrix metalloproteinase-10 (MMP-10), MMP-3 and MMP-1; three angiogenic factors, VEGF-C, Tie-2 and PLGF, and three cytokines interleukin-2 (IL-2), IL-6, IL-13. To confirm the clinical importance of the variables, we showed that they correlated with results of neuropsychological testing.
topic Alzheimer's disease
vascular cognitive impairment and dementia
inflammation
diffusion tensor imaging
cerebrospinal fluid
white matter disease
url https://www.frontiersin.org/articles/10.3389/fnagi.2021.717344/full
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