Metabolic Profiling of CSF from People Suffering from Sporadic and LRRK2 Parkinson's Disease: A Pilot Study

被引:14
作者
Yilmaz, Ali [1 ,2 ]
Ugur, Zafer [1 ]
Ustun, Ilyas [3 ]
Akyol, Sumeyya [1 ]
Bahado-Singh, Ray O. [1 ,2 ]
Maddens, Michael [2 ,4 ]
Aasly, Jan O. [5 ,6 ]
Graham, Stewart F. [1 ,2 ]
机构
[1] Beaumont Hlth, Beaumont Res Inst, Metabol Dept, Royal Oak, MI 48073 USA
[2] Oakland Univ, William Beaumont Sch Med, Rochester, MI 48309 USA
[3] DePaul Univ, Coll Comp & Digital Media, Chicago, IL 60604 USA
[4] Beaumont Hlth, Dept Internal Med, Royal Oak, MI 48073 USA
[5] Norwegian Univ Sci & Technol, St Olavs Hosp, Dept Neurol, N-7030 Trondheim, Norway
[6] Norwegian Univ Sci & Technol, Dept Neurosci, N-7030 Trondheim, Norway
关键词
metabolic pathways; Parkinson’ s disease; H-1; NMR; targeted mass spectrometry; metabolomics; machine learning; HUMAN CEREBROSPINAL-FLUID; BILE-ACIDS; ALPHA-SYNUCLEIN; METABOANALYST; BIOMARKERS; BRAIN; SELECTION; GROWTH; SERVER;
D O I
10.3390/cells9112394
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
CSF from unique groups of Parkinson's disease (PD) patients was biochemically profiled to identify previously unreported metabolic pathways linked to PD pathogenesis, and novel biochemical biomarkers of the disease were characterized. Utilizing both H-1 NMR and DI-LC-MS/MS we quantitatively profiled CSF from patients with sporadic PD (n = 20) and those who are genetically predisposed (LRRK2) to the disease (n = 20), and compared those results with age and gender-matched controls (n = 20). Further, we systematically evaluated the utility of several machine learning techniques for the diagnosis of PD. H-1 NMR and mass spectrometry-based metabolomics, in combination with bioinformatic analyses, provided useful information highlighting previously unreported biochemical pathways and CSF-based biomarkers associated with both sporadic PD (sPD) and LRRK2 PD. Results of this metabolomics study further support our group's previous findings identifying bile acid metabolism as one of the major aberrant biochemical pathways in PD patients. This study demonstrates that a combination of two complimentary techniques can provide a much more holistic view of the CSF metabolome, and by association, the brain metabolome. Future studies for the prediction of those at risk of developing PD should investigate the clinical utility of these CSF-based biomarkers in more accessible biomatrices. Further, it is essential that we determine whether the biochemical pathways highlighted here are recapitulated in the brains of PD patients with the aim of identifying potential therapeutic targets.
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页数:13
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