NMR analysis of the human saliva metabolome distinguishes dementia patients from matched controls

被引:75
作者
Figueira, Joao [1 ]
Jonsson, Par [2 ]
Adolfsson, Annelie Nordin [3 ]
Adolfsson, Rolf [3 ]
Nyberg, Lars [4 ]
Ohman, Anders [1 ]
机构
[1] Umea Univ, Dept Pharmacol & Clin Neurosci, SE-90185 Umea, Sweden
[2] Umea Univ, Dept Chem, SE-90187 Umea, Sweden
[3] Umea Univ, Psychiat, Dept Clin Sci, SE-90185 Umea, Sweden
[4] Umea Univ, Dept Radiat Sci & Integrat Med Biol, SE-90187 Umea, Sweden
关键词
MILD COGNITIVE IMPAIRMENT; ALZHEIMERS-DISEASE; CEREBROSPINAL-FLUID; MASS-SPECTROMETRY; PROSPECTIVE COHORT; BIOMARKERS; HEALTH; METABONOMICS; TAURINE; MEMORY;
D O I
10.1039/c6mb00233a
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Saliva is a biofluid that is sensitive to metabolic changes and is straightforward to collect in a non-invasive manner, but it is seldom used for metabolite analysis when studying neurodegenerative disorders. We present a procedure for both an untargeted and targeted analysis of the saliva metabolome in which nuclear magnetic resonance (NMR) spectroscopy is used in combination with multivariate data analysis. The applicability of this approach is demonstrated on saliva samples selected from the 25 year prospective Betula study, including samples from dementia subjects with either Alzheimer's disease (AD) or vascular dementia at the time of sampling or who developed it by the next sampling/assessment occasion five years later, and age-, gender-, and education-matched control individuals without dementia. Statistically significant multivariate models were obtained that separated patients with dementia from controls and revealed seven discriminatory metabolites. Dementia patients showed significantly increased concentrations of acetic acid (fold change (fc) = 1.25, p = 2 x 10(-5)), histamine (fc = 1.26, p = 0.019), and propionate (fc = 1.35, p = 0.002), while significantly decreased levels were observed for dimethyl sulfone (fc = 0.81, p = 0.005), glycerol (fc = 0.79, p = 0.04), taurine (fc = 0.70, p = 0.007), and succinate (fc = 0.62, p = 0.008). Histamine, succinate, and taurine are known to be important in AD, and acetic acid and glycerol are involved in related pathways. Dimethyl sulfone and propionate originate from the diet and bacterial flora and might reflect poorer periodontal status in the dementia patients. For these seven metabolites, a weak but statistically significant pre-diagnostic value was observed. Taken together, we present a robust and general NMR analysis approach for studying the saliva metabolome that has potential use for screening and early detection of dementia.
引用
收藏
页码:2562 / 2571
页数:10
相关论文
共 61 条
[1]  
[Anonymous], 2000, DIAGN STAT MAN MENT, DOI DOI 10.1176/APPI.BOOKS.9780890425787
[2]   Potential of Human Saliva for Nuclear Magnetic Resonance-Based Metabolomics and for Health-Related Biomarker Identification [J].
Bertram, Hanne Christine ;
Eggers, Nina ;
Eller, Nanna .
ANALYTICAL CHEMISTRY, 2009, 81 (21) :9188-9193
[3]   Amyloid biomarkers in Alzheimer's disease [J].
Blennow, Kai ;
Mattsson, Niklas ;
Scholl, Michael ;
Hansson, Oskar ;
Zetterberg, Henrik .
TRENDS IN PHARMACOLOGICAL SCIENCES, 2015, 36 (05) :297-309
[4]   Clinical utility of cerebrospinal fluid biomarkers in the diagnosis of early Alzheimer's disease [J].
Blennow, Kaj ;
Dubois, Bruno ;
Fagan, Anne M. ;
Lewczuk, Piotr ;
de Leon, Mony J. ;
Hampel, Harald .
ALZHEIMERS & DEMENTIA, 2015, 11 (01) :58-69
[5]   Free Recall Episodic Memory Performance Predicts Dementia Ten Years prior to Clinical Diagnosis: Findings from the Betula Longitudinal Study [J].
Boraxbekk, Carl-Johan ;
Lundquist, Anders ;
Nordin, Annelie ;
Nyberg, Lars ;
Nilsson, Lars-Goran ;
Adolfsson, Rolf .
DEMENTIA AND GERIATRIC COGNITIVE DISORDERS EXTRA, 2015, 5 (02) :191-202
[6]  
Brennan Leonard J, 2014, Dent Clin North Am, V58, P815, DOI 10.1016/j.cden.2014.07.001
[7]   OPLS discriminant analysis:: combining the strengths of PLS-DA and SIMCA classification [J].
Bylesjo, Max ;
Rantalainen, Mattias ;
Cloarec, Olivier ;
Nicholson, Jeremy K. ;
Holmes, Elaine ;
Trygg, Johan .
JOURNAL OF CHEMOMETRICS, 2006, 20 (8-10) :341-351
[8]   TESTS FOR DEPARTURE FROM NORMALITY - EMPIRICAL RESULTS FOR DISTRIBUTIONS OF B2 AND SQUARE ROOT B1 [J].
DAGOSTIN.R ;
PEARSON, ES .
BIOMETRIKA, 1973, 60 (03) :613-622
[9]   The human saliva metabolome [J].
Dame, Zerihun T. ;
Aziat, Farid ;
Mandal, Rupasri ;
Krishnamurthy, Ram ;
Bouatra, Souhaila ;
Borzouie, Shima ;
Guo, An Chi ;
Sajed, Tanvir ;
Deng, Lu ;
Lin, Hong ;
Liu, Philip ;
Dong, Edison ;
Wishart, David S. .
METABOLOMICS, 2015, 11 (06) :1864-1883
[10]   The Same Microbiota and a Potentially Discriminant Metabolome in the Saliva of Omnivore, Ovo-Lacto-Vegetarian and Vegan Individuals [J].
De Filippis, Francesca ;
Vannini, Lucia ;
La Storia, Antonietta ;
Laghi, Luca ;
Piombino, Paola ;
Stellato, Giuseppina ;
Serrazanetti, Diana I. ;
Gozzi, Giorgia ;
Turroni, Silvia ;
Ferrocino, Ilario ;
Lazzi, Camilla ;
Di Cagno, Raffaella ;
Gobbetti, Marco ;
Ercolini, Danilo .
PLOS ONE, 2014, 9 (11)