Blood-based diagnosis of Alzheimer's disease using fingerprinting metabolomics based on hydrophilic interaction liquid chromatography with mass spectrometry and multivariate statistical analysis

被引:26
作者
Inoue, Koichi [1 ]
Tsuchiya, Hirofumi [1 ]
Takayama, Takahiro [1 ]
Akatsu, Hiroyasu [2 ]
Hashizume, Yoshio [3 ]
Yamamoto, Takayuki [3 ]
Matsukawa, Noriyuki [4 ]
Toyo'oka, Toshimasa [1 ]
机构
[1] Univ Shizuoka, Sch Pharmaceut Sci, Lab Analyt & Bioanalyt Chem, Shizuoka 4228526, Japan
[2] Nagoya City Univ, Grad Sch Med Sci, Dept Med Aging Pl Community Hlth Care Community B, Nagoya, Aichi, Japan
[3] Fukushimura Hosp, Choju Med Inst, Dept Neuropathol, Toyohashi, Aichi, Japan
[4] Univ Shizuoka, Grad Sch Med Sci, Dept Neurol, Shizuoka 4228526, Japan
来源
JOURNAL OF CHROMATOGRAPHY B-ANALYTICAL TECHNOLOGIES IN THE BIOMEDICAL AND LIFE SCIENCES | 2015年 / 974卷
关键词
HILIC/MS; Alzheimer's disease; Blood; Metabolomics; PREDICTIVE MODEL; BIOMARKERS; LC; IDENTIFICATION; DEMENTIA; MARKERS;
D O I
10.1016/j.jchromb.2014.10.022
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Early and definitive diagnosis of Alzheimer's disease (AD) can lead to a better and more-targeted treatment and/or prevention for patients. In the diagnostic biomarkers of AD, the blood sample represents a more non-invasive, inexpensive and acceptable sources for repeated measurements than the cerebrospinal fluid. In this study, the fingerprinting metabolomics was proposed for the challenge of the blood-based diagnosis of defined AD by hydrophilic interaction liquid chromatography mass spectrometry (HILIC/MS). These plasma samples were selected from postmortem specimens based on these pathological examinations. Firstly, we compared these HILIC columns for the non-targeted metabolic assay using pooled plasma. The principal component analysis plot of these seven columns was performed using the repeatability of these chromatograms, and can be used to visualize trends in data sets by three-dimensional dispersion, contributory standard deviation and the number of detections. Based on these results, TSK-Amide 80 and TSKgel-NH2 columns are used as a reliable HILIC/MS assay of blood-based AD metabolomics that showed metabolic profiling of the AD pathology in MS chromatograms that ranged from 1182 to 2284 compounds. A total of 54 peaks were evaluated in order to identify useful ion signal candidates using an orthogonal partial least-squares-discriminant analysis. These peaks were then specifically analyzed using the HILIC-tandem MS assay by a receiver operating characteristic curve and linear discriminant analysis for the diagnosis of the defined AD. The fingerprinting metabolomics can overcome the limitations of previous challenging blood-based diagnosis of AD, and directly evaluates the specific comparative statistical values from the raw data. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:24 / 34
页数:11
相关论文
共 27 条
[1]  
Akatsu Hiroyasu, 2010, Brain and Nerve (Tokyo), V62, P1043
[2]   Alzheimer's Disease Dementia Guidelines for Diagnostic Testing: A Systematic Review [J].
Arevalo-Rodriguez, Ingrid ;
Pedraza, Olga L. ;
Rodriguez, Andrea ;
Sanchez, Erick ;
Gich, Ignasi ;
Sola, Ivan ;
Bonfill, Xavier ;
Alonso-Coello, Pablo .
AMERICAN JOURNAL OF ALZHEIMERS DISEASE AND OTHER DEMENTIAS, 2013, 28 (02) :111-119
[3]   The Application of Cerebrospinal Fluid Biomarkers in Early Diagnosis of Alzheimer Disease [J].
Blennow, Kaj ;
Zetterberg, Henrik .
MEDICAL CLINICS OF NORTH AMERICA, 2013, 97 (03) :369-+
[4]   METABOLOMIC APPLICATIONS OF HILIC-LC-MS [J].
Cubbon, Simon ;
Antonio, Carla ;
Wilson, Julie ;
Thomas-Oates, Jane .
MASS SPECTROMETRY REVIEWS, 2010, 29 (05) :671-684
[5]   Magnetic resonance spectroscopy in Alzheimer's disease [J].
Graff-Radford, Jonathan ;
Kantarci, Kejal .
NEUROPSYCHIATRIC DISEASE AND TREATMENT, 2013, 9 :687-696
[6]   Investigation of the Human Brain Metabolome to Identify Potential Markers for Early Diagnosis and Therapeutic Targets of Alzheimer's Disease [J].
Graham, Stewart F. ;
Chevallier, Olivier P. ;
Roberts, Dominic ;
Hoelscher, Christian ;
Elliott, Christopher T. ;
Green, Brian D. .
ANALYTICAL CHEMISTRY, 2013, 85 (03) :1803-1811
[7]   A new metabolomic workflow for early detection of Alzheimer's disease [J].
Ibanez, Clara ;
Simo, Carolina ;
Barupal, Dinesh K. ;
Fiehn, Oliver ;
Kivipelto, Miia ;
Cedazo-Minguez, Angel ;
Cifuentes, Alejandro .
JOURNAL OF CHROMATOGRAPHY A, 2013, 1302 :65-71
[8]   Toward a Predictive Model of Alzheimer's Disease Progression Using Capillary Electrophoresis-Mass Spectrometry Metabolomics [J].
Ibanez, Clara ;
Simo, Carolina ;
Martin-Alvarez, Pedro J. ;
Kivipelto, Miia ;
Winblad, Bengt ;
Cedazo-Minguez, Angel ;
Cifuentes, Alejandro .
ANALYTICAL CHEMISTRY, 2012, 84 (20) :8532-8540
[9]   Metabolic profiling of Alzheimer's disease brains [J].
Inoue, Koichi ;
Tsutsui, Haruhito ;
Akatsu, Hiroyasu ;
Hashizume, Yoshio ;
Matsukawa, Noriyuki ;
Yamamoto, Takayuki ;
Toyo'oka, Toshimasa .
SCIENTIFIC REPORTS, 2013, 3
[10]   Stationary and mobile phases in hydrophilic interaction chromatography: a review [J].
Jandera, Pavel .
ANALYTICA CHIMICA ACTA, 2011, 692 (1-2) :1-25