An Alzheimer's Disease-Derived Biomarker Signature Identifies Parkinson's Disease Patients with Dementia

被引:25
作者
Berlyand, Yosef [1 ]
Weintraub, Daniel [2 ]
Xie, Sharon X. [3 ]
Mellis, Ian A. [1 ]
Doshi, Jimit [4 ]
Rick, Jacqueline [1 ]
McBride, Jennifer [5 ,6 ]
Davatzikos, Christos [4 ]
Shaw, Leslie M. [5 ]
Hurtig, Howard [1 ]
Trojanowski, John Q. [5 ,6 ]
Chen-Plotkin, Alice S. [1 ]
机构
[1] Univ Penn, Perelman Sch Med, Dept Neurol, Philadelphia, PA 19104 USA
[2] Univ Penn, Perelman Sch Med, Dept Psychiat, Philadelphia, PA 19104 USA
[3] Univ Penn, Perelman Sch Med, Dept Biostat & Epidemiol, Philadelphia, PA 19104 USA
[4] Univ Penn, Perelman Sch Med, Dept Radiol, Philadelphia, PA 19104 USA
[5] Univ Penn, Perelman Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USA
[6] Univ Penn, Perelman Sch Med, Ctr Neurodegenerat Dis Res, Philadelphia, PA 19104 USA
关键词
PREDICTS COGNITIVE DECLINE; ALPHA-SYNUCLEIN; CEREBROSPINAL-FLUID; LEWY BODY; BRAIN PATHOLOGY; TAU-SYNUCLEIN; RISK-FACTORS; BETA; IMPACT; HUNTINGTONS;
D O I
10.1371/journal.pone.0147319
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Biomarkers from multiple modalities have been shown to correlate with cognition in Parkinson's disease (PD) and in Alzheimer's disease (AD). However, the relationships of these markers with each other, and the use of multiple markers in concert to predict an outcome of interest, are areas that are much less explored. Our objectives in this study were (1) to evaluate relationships among 17 biomarkers previously reported to associate with cognition in PD or AD and (2) to test performance of a five-biomarker classifier trained to recognize AD in identifying PD with dementia (PDD). To do this, we evaluated a cross-sectional cohort of PD patients (n = 75) across a spectrum of cognitive abilities. All PD participants had 17 baseline biomarkers from clinical, genetic, biochemical, and imaging modalities measured, and correlations among biomarkers were assessed by Spearman's rho and by hierarchical clustering. We found that internal correlation among all 17 candidate biomarkers was modest, showing a maximum pairwise correlation coefficient of 0.51. However, a five-marker subset panel derived from AD (CSF total tau, CSF phosphorylated tau, CSF amyloid beta 42, APOE genotype, and SPARE-AD imaging score) discriminated cognitively normal PD patients vs. PDD patients with 80% accuracy, when employed in a classifier originally trained to recognize AD. Thus, an AD-derived biomarker signature may identify PDD patients with moderately high accuracy, suggesting mechanisms shared with AD in some PDD patients. Based on five measures readily obtained during life, this AD-derived signature may prove useful in identifying PDD patients most likely to respond to AD-based crossover therapies.
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页数:17
相关论文
共 65 条
[1]   Risk of dementia in Parkinson's disease - A community-based, prospective study [J].
Aarsland, D ;
Andersen, K ;
Larsen, JP ;
Lolk, A ;
Nielsen, H ;
Kragh-Sorensen, P .
NEUROLOGY, 2001, 56 (06) :730-736
[2]  
AstraZeneca, AN EFFICACY AND SAFE
[3]  
Braak H, 2006, J NEURAL TRANSM-SUPP, P89
[4]   Staging of brain pathology related to sporadic Parkinson's disease [J].
Braak, H ;
Del Tredici, K ;
Rüb, U ;
de Vos, RAI ;
Steur, ENHJ ;
Braak, E .
NEUROBIOLOGY OF AGING, 2003, 24 (02) :197-211
[5]  
Brandt J., 2001, Psychol Assess Resour
[6]   Dementia and survival in Parkinson disease - A 12-year population study [J].
Buter, T. C. ;
van den Hout, A. ;
Matthews, F. E. ;
Larsen, J. P. ;
Brayne, C. ;
Aarsland, D. .
NEUROLOGY, 2008, 70 (13) :1017-1022
[7]   Clinical and Biochemical Differences in Patients Having Parkinson Disease With vs Without GBA Mutations [J].
Chahine, Lama M. ;
Qiang, Judy ;
Ashbridge, Emily ;
Minger, James ;
Yearout, Dora ;
Horn, Stacy ;
Colcher, Amy ;
Hurtig, Howard I. ;
Lee, Virginia M-Y. ;
Van Deerlin, Vivianna M. ;
Leverenz, James B. ;
Siderowf, Andrew D. ;
Trojanowski, John Q. ;
Zabetian, Cyrus P. ;
Chen-Plotkin, Alice .
JAMA NEUROLOGY, 2013, 70 (07) :852-858
[8]   Unbiased Approaches to Biomarker Discovery in Neurodegenerative Diseases [J].
Chen-Plotkin, Alice S. .
NEURON, 2014, 84 (03) :594-607
[9]   Plasma Epidermal Growth Factor Levels Predict Cognitive Decline in Parkinson Disease [J].
Chen-Plotkin, Alice S. ;
Hu, William T. ;
Siderowf, Andrew ;
Weintraub, Daniel ;
Gross, Rachel Goldmann ;
Hurtig, Howard I. ;
Xie, Sharon X. ;
Arnold, Steven E. ;
Grossman, Murray ;
Clark, Christopher M. ;
Shaw, Leslie M. ;
McCluskey, Leo ;
Elman, Lauren ;
Van Deerlin, Vivianna M. ;
Lee, Virginia M. -Y. ;
Soares, Holly ;
Trojanowski, John Q. .
ANNALS OF NEUROLOGY, 2011, 69 (04) :655-663
[10]   Synergistic Interactions between Aβ, Tau, and α-Synuclein: Acceleration of Neuropathology and Cognitive Decline [J].
Clinton, Lani K. ;
Blurton-Jones, Mathew ;
Myczek, Kristoffer ;
Trojanowski, John Q. ;
LaFerla, Frank M. .
JOURNAL OF NEUROSCIENCE, 2010, 30 (21) :7281-7289