Multiplexed Immunoassay Panel Identifies Novel CSF Biomarkers for Alzheimer's Disease Diagnosis and Prognosis

被引:142
作者
Craig-Schapiro, Rebecca [1 ]
Kuhn, Max [7 ,8 ]
Xiong, Chengjie [2 ,3 ]
Pickering, Eve H. [7 ,8 ]
Liu, Jingxia [3 ]
Misko, Thomas P. [7 ,8 ]
Perrin, Richard J. [2 ,4 ,5 ]
Bales, Kelly R. [7 ,8 ]
Soares, Holly [7 ,8 ]
Fagan, Anne M. [1 ,2 ,6 ]
Holtzman, David M. [1 ,2 ,6 ]
机构
[1] Washington Univ, Sch Med, Dept Neurol, St Louis, MO 63110 USA
[2] Washington Univ, Sch Med, Knight Alzheimers Dis Res Ctr, St Louis, MO USA
[3] Washington Univ, Sch Med, Div Biostat, St Louis, MO 63110 USA
[4] Washington Univ, Sch Med, Div Neuropathol, St Louis, MO USA
[5] Washington Univ, Sch Med, Dept Pathol & Immunol, St Louis, MO USA
[6] Washington Univ, Sch Med, Hope Ctr Neurol Disorders, St Louis, MO USA
[7] Pfizer Global Res & Dev, Neurosci Res Unit, Groton, CT USA
[8] Pfizer Global Res & Dev, Neurosci Res Unit, St Louis, MO USA
来源
PLOS ONE | 2011年 / 6卷 / 04期
基金
美国国家卫生研究院;
关键词
MILD COGNITIVE IMPAIRMENT; CEREBROSPINAL-FLUID BIOMARKERS; PLASMINOGEN-ACTIVATOR ACTIVITY; MIGRATION INHIBITORY FACTOR; CYSTATIN-C; INCREASED RISK; PLASMA-CONCENTRATION; BRAIN-TISSUE; FAS LIGAND; TAU LEVELS;
D O I
10.1371/journal.pone.0018850
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
Background: Clinicopathological studies suggest that Alzheimer's disease (AD) pathology begins similar to 10-15 years before the resulting cognitive impairment draws medical attention. Biomarkers that can detect AD pathology in its early stages and predict dementia onset would, therefore, be invaluable for patient care and efficient clinical trial design. We utilized a targeted proteomics approach to discover novel cerebrospinal fluid (CSF) biomarkers that can augment the diagnostic and prognostic accuracy of current leading CSF biomarkers (A beta 42, tau, p-tau181). Methods and Findings: Using a multiplexed Luminex platform, 190 analytes were measured in 333 CSF samples from cognitively normal (Clinical Dementia Rating [CDR] 0), very mildly demented (CDR 0.5), and mildly demented (CDR 1) individuals. Mean levels of 37 analytes (12 after Bonferroni correction) were found to differ between CDR 0 and CDR > 0 groups. Receiver-operating characteristic curve analyses revealed that small combinations of a subset of these markers (cystatin C, VEGF, TRAIL-R3, PAI-1, PP, NT-proBNP, MMP-10, MIF, GRO-alpha, fibrinogen, FAS, eotaxin-3) enhanced the ability of the best-performing established CSF biomarker, the tau/A beta 42 ratio, to discriminate CDR > 0 from CDR 0 individuals. Multiple machine learning algorithms likewise showed that the novel biomarker panels improved the diagnostic performance of the current leading biomarkers. Importantly, most of the markers that best discriminated CDR 0 from CDR > 0 individuals in the more targeted ROC analyses were also identified as top predictors in the machine learning models, reconfirming their potential as biomarkers for early-stage AD. Cox proportional hazards models demonstrated that an optimal panel of markers for predicting risk of developing cognitive impairment (CDR 0 to CDR > 0 conversion) consisted of calbindin, A beta 42, and age. Conclusions/Significance: Using a targeted proteomic screen, we identified novel candidate biomarkers that complement the best current CSF biomarkers for distinguishing very mildly/mildly demented from cognitively normal individuals. Additionally, we identified a novel biomarker (calbindin) with significant prognostic potential.
引用
收藏
页数:15
相关论文
共 96 条
[1]  
Abdi F, 2006, J ALZHEIMERS DIS, V9, P293
[2]   Increasing CSF phospho-tau levels during cognitive decline and progression to dementia [J].
Andersson, Christin ;
Blennow, Kaj ;
Almkvist, Ove ;
Andreasen, Niels ;
Engfeldt, Peter ;
Johansson, Sven-Erik ;
Lindau, Maria ;
Eriksdotter-Jonhagen, Maria .
NEUROBIOLOGY OF AGING, 2008, 29 (10) :1466-1473
[3]   Cerebrospinal fluid β-amyloid(1-42) in Alzheimer disease -: Differences between early- and late-onset Alzheimer disease and stability during the course of disease [J].
Andreasen, N ;
Hesse, C ;
Davidsson, P ;
Minthon, L ;
Wallin, A ;
Winblad, B ;
Vanderstichele, H ;
Vanmechelen, E ;
Blennow, K .
ARCHIVES OF NEUROLOGY, 1999, 56 (06) :673-680
[4]   The Role of Macrophage Migration Inhibitory Factor in Alzheimer's Disease [J].
Bacher, Michael ;
Deuster, Oliver ;
Aljabari, Bayan ;
Egensperger, Rupert ;
Neff, Frauke ;
Jessen, Frank ;
Popp, Julius ;
Noelker, Carmen ;
Reese, Jens Peter ;
Al-Abed, Yousef ;
Dodel, Richard .
MOLECULAR MEDICINE, 2010, 16 (3-4) :116-121
[5]   Increased Plasma Urotensin-II and Carotid Atherosclerosis are Associated with Vascular Dementia [J].
Ban, Yoshiyuki ;
Watanabe, Takuya ;
Suguro, Toshiaki ;
Matsuyama, Taka-aki ;
Iso, Yoshitaka ;
Sakai, Tetsuo ;
Sato, Ryuji ;
Idei, Tsunenori ;
Nakano, Yasuko ;
Ota, Hidekazu ;
Miyazaki, Akira ;
Kato, Nobumasa ;
Hirano, Tsutomu ;
Ban, Yoshio ;
Kobayashi, Youichi .
JOURNAL OF ATHEROSCLEROSIS AND THROMBOSIS, 2009, 16 (03) :179-187
[6]   Measurement of thirteen biological markers in CSF of patients with Alzheimer's disease and other dementias [J].
Blasko, I ;
Lederer, W ;
Oberbauer, H ;
Walch, T ;
Kemmler, G ;
Hinterhuber, H ;
Marksteiner, J ;
Humpel, C .
DEMENTIA AND GERIATRIC COGNITIVE DISORDERS, 2006, 21 (01) :9-15
[7]   CSF markers for incipient Alzheimer's disease [J].
Blennow, K ;
Hampel, H .
LANCET NEUROLOGY, 2003, 2 (10) :605-613
[8]  
Boser B. E., 1992, Proceedings of the Fifth Annual ACM Workshop on Computational Learning Theory, P144, DOI 10.1145/130385.130401
[9]   Random forests [J].
Breiman, L .
MACHINE LEARNING, 2001, 45 (01) :5-32
[10]   Meningeal derived cerebrospinal fluid proteins in different forms of dementia: is a meningopathy involved in normal pressure hydrocephalus? [J].
Brettschneider, J ;
Riepe, MW ;
Petereit, HF ;
Ludolph, AC ;
Tumani, H .
JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2004, 75 (11) :1614-1616