Inflammatory Biomarkers Aid in Diagnosis of Dementia

被引:22
作者
Erhardt, Erik B. [1 ]
Adair, John C. [2 ,3 ]
Knoefel, Janice E. [2 ,3 ]
Caprihan, Arvind [4 ]
Prestopnik, Jillian [3 ]
Thompson, Jeffrey [3 ]
Hobson, Sasha [3 ]
Siegel, David [5 ]
Rosenberg, Gary A. [2 ,3 ]
机构
[1] Univ New Mexico, Dept Math & Stat, Albuquerque, NM 87131 USA
[2] Univ New Mexico, Dept Neurol, Albuquerque, NM 87131 USA
[3] Ctr Memory & Aging, Albuquerque, NM 87109 USA
[4] Mind Res Network, Albuquerque, NM USA
[5] Univ New Mexico, Dept Anesthesiol, Albuquerque, NM 87131 USA
来源
FRONTIERS IN AGING NEUROSCIENCE | 2021年 / 13卷
关键词
Alzheimer's disease; vascular cognitive impairment and dementia; inflammation; diffusion tensor imaging; cerebrospinal fluid; white matter disease; machine learning; MATRIX METALLOPROTEINASES; ALZHEIMERS-DISEASE; NEUROINFLAMMATION; VEGF;
D O I
10.3389/fnagi.2021.717344
中图分类号
R592 [老年病学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 100203 ;
摘要
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.
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页数:11
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