Abstract
The pathogenesis of Parkinson’s disease (PD) remains to be elucidated. Metabolomic analysis has the potential to identify biochemical pathways and metabolic profiles that are involved in PD pathogenesis. Here, we performed a targeted metabolomics to quantify the plasma levels of 184 metabolites in a discovery cohort including 82 PD patients and 82 normal controls (NCs) and found two up-regulated (dopamine, putrescine/ornithine ratio) and four down-regulated (octadecadienylcarnitine C18:2, asymmetric dimethylarginine, tryptophan, and kynurenine (KYN)) metabolites in the plasma of PD patients. We then measured the plasma levels of a panel of metabolic products of KYN pathway in an independent validation cohort including 118 PD patients, 22 Huntington’s disease (HD) patients, and 37 NCs. Lower kynurenic acid (KA)/KYN ratio, higher quinolinic acid (QA) level, and QA/KA ratio were observed in PD patients compared to HD patients and NCs. PD patients at advanced stage (Hoehn-Yahr stage > 2) showed lower KA and KA/KYN ratio, as well as higher QA and QA/KA ratio compared to PD patients at early stage (Hoehn-Yahr stage ≤ 2) and NCs. Levels of KA and QA, as well as the ratios of KA/KYN and QA/KA between PD patients with and without psychiatric symptoms, dementia, or levodopa-induced dyskinesia in the advanced PD were similar. This metabolomic analyses demonstrate a number of plasma biomarker candidates for PD, suggesting a shift toward neurotoxic QA synthesis and away from neuroprotective KA production in KYN pathway.
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Abbreviations
- AD:
-
Alzheimer’s disease
- CSF:
-
cerebrospinal fluid
- DAergic:
-
dopaminergic
- FDR:
-
false discovery rate
- GC-TOFMS:
-
gas chromatography-time-of-flight mass spectrometry
- HD:
-
Huntington’s disease
- HPLC/MS:
-
high-performance liquid chromatography/mass spectrometry
- KA:
-
kynurenic acid
- KYN:
-
kynurenine
- LC-TOFMS:
-
liquid chromatography time-of-flight mass spectrometry
- LCECA:
-
liquid chromatography coupled with electrochemical coulometric array detection
- LEDD:
-
levodopa equivalent daily dose
- LID:
-
levodopa-induced dyskinesia
- NC:
-
normal control
- OPLS-DA:
-
orthogonal projection to latent structure discriminant analysis
- PD:
-
Parkinson’s disease
- QA:
-
quinolinic acid
- ROC:
-
receiver operating characteristic
- UPLC/MS/MS:
-
ultrahigh-performance liquid chromatography/tandem mass spectrometry
References
Lang AE, Lozano AM (1998) Parkinson’s disease. N Engl J Med 339(15):1044–1053. https://doi.org/10.1056/NEJM199810083391506
Halbach OB, Schober A, Krieglstein K (2004) Genes, proteins, and neurotoxins involved in Parkinson’s disease. Prog Neurobiol 73(3):151–177. https://doi.org/10.1016/j.pneurobio.2004.05.002
Dexter DT, Jenner P (2013) Parkinson disease: from pathology to molecular disease mechanisms. Free Radic Biol Med 62:132–144. https://doi.org/10.1016/j.freeradbiomed.2013.01.018
Ahmed SS, Santosh W, Kumar S, Christlet HTT (2009) Metabolic profiling of Parkinson’s disease: evidence of biomarker from gene expression analysis and rapid neural network detection. J Biomed Sci 16(1):1–12. https://doi.org/10.1186/1423-0127-16-63
Bogdanov M, Matson WR, Wang L, Matson T, Saunders-Pullman R, Bressman SS, Flint Beal M (2008) Metabolomic profiling to develop blood biomarkers for Parkinson’s disease. Brain 131(2):389–396. https://doi.org/10.1093/brain/awm304
Chan RB, Perotte AJ, Zhou B, Liong C, Shorr EJ, Marder KS, Kang UJ, Waters CH et al (2017) Elevated GM3 plasma concentration in idiopathic Parkinson’s disease: a lipidomic analysis. PLoS One 12(2):e0172348. https://doi.org/10.1371/journal.pone.0172348
Hatano T, Saiki S, Okuzumi A, Mohney RP, Hattori N (2016) Identification of novel biomarkers for Parkinson’s disease by metabolomic technologies. J Neurol Neurosurg Psychiatry 87(3):295–301. https://doi.org/10.1136/jnnp-2014-309676
Havelund JF, Andersen AD, Binzer M, Blaabjerg M, Heegaard NHH, Stenager E, Faergeman NJ, Gramsbergen JB (2017) Changes in kynurenine pathway metabolism in Parkinson patients with L-DOPA-induced dyskinesia. J Neurochem 142(5):756–766. https://doi.org/10.1111/jnc.14104
Johansen KK, Wang L, Aasly JO, White LR, Matson WR, Henchcliffe C, Beal MF, Bogdanov M (2009) Metabolomic profiling in LRRK2-related Parkinson’s disease. PLoS One 4(10):e7551. https://doi.org/10.1371/journal.pone.0007551
Roede JR, Uppal K, Park Y, Lee K, Tran V, Walker D, Strobel FH, Rhodes SL et al (2013) Serum metabolomics of slow vs. rapid motor progression Parkinson’s disease: a pilot study. PLoS One 8(10):e77629. https://doi.org/10.1371/journal.pone.0077629
Trupp M, Jonsson P, Ohrfelt A, Zetterberg H, Obudulu O, Malm L, Wuolikainen A, Linder J et al (2014) Metabolite and peptide levels in plasma and CSF differentiating healthy controls from patients with newly diagnosed Parkinson’s disease. J Parkinsons Dis 4(3):549–560. https://doi.org/10.3233/JPD-140389
Hughes AJ, Daniel SE, Kilford L, Lees AJ (1992) Accuracy of clinical diagnosis of idiopathic Parkinson’s disease: a clinico-pathological study of 100 cases. J Neurol Neurosurg Psychiatry 55(3):181–184. https://doi.org/10.1136/jnnp.55.3.181
Hoehn MM, Yahr MD (1967) Parkinsonism: onset, progression and mortality. Neurology 17(5):427–442. https://doi.org/10.1212/WNL.17.5.427
Tomlinson CL, Stowe R, Patel S, Rick C, Gray R, Clarke CE (2010) Systematic review of levodopa dose equivalency reporting in Parkinson’s disease. Mov Disord 25(15):2649–2653. https://doi.org/10.1002/mds.23429
Folstein MF, Folstein SE, McHugh PR (1975) “Mini-mental state”. A practical method for grading the cognitive state of patients for the clinician. J Psychiatr Res 12(3):189–198. https://doi.org/10.1016/0022-3956(75)90026-6
Morris JC (1993) The clinical dementia rating (CDR): current version and scoring rules. Neurology 43(11):2412–2414. https://doi.org/10.1212/WNL.43.11.2412-a
MacDonald ME, Ambrose CM, Duyao MP, Myers RH, Lin C, Srinidhi L, Barnes G, Taylor SA et al (1993) A novel gene containing a trinucleotide repeat that is expanded and unstable on Huntington's disease chromosomes. Cell 72(6):971–983. https://doi.org/10.1016/0092-8674(93)90585-E
Burté F, Houghton D, Lowes H, Pyle A, Nesbitt S, Yarnall A, Yu-Wai-Man P, Burn DJ et al (2017) Metabolic profiling of Parkinson’s disease and mild cognitive impairment. Mov Disord 32(6):927–932. https://doi.org/10.1002/mds.26992
Cheng ML, Chang KH, Wu YR, Chen CM (2016) Metabolic disturbances in plasma as biomarkers for Huntington’s disease. J Nutr Biochem 31:38–44. https://doi.org/10.1016/j.jnutbio.2015.12.001
Gulaj E, Pawlak K, Bien B, Pawlak D (2010) Kynurenine and its metabolites in Alzheimer’s disease patients. Adv Med Sci 55(2):204–211. https://doi.org/10.2478/v10039-010-0023-6
Myint AM (2012) Kynurenines: from the perspective of major psychiatric disorders. FEBS J 279(8):1375–1385. https://doi.org/10.1111/j.1742-4658.2012.08551.x
Grégoire L, Rassoulpour A, Guidetti P, Samadi P, Bédard PJ, Izzo E, Schwarcz R, Di Paolo T (2008) Prolonged kynurenine 3-hydroxylase inhibition reduces development of levodopa-induced dyskinesias in parkinsonian monkeys. Behav Brain Res 186(2):161–167. https://doi.org/10.1016/j.bbr.2007.08.007
Guidetti P, Luthi-Carter RE, Augood SJ, Schwarcz R (2004) Neostriatal and cortical quinolinate levels are increased in early grade Huntington’s disease. Neurobiol Dis 17(3):455–461. https://doi.org/10.1016/j.nbd.2004.07.006
Jauch D, Urbańska EM, Guidetti P, Bird ED, Vonsattel JPG, Whetsell WO Jr, Schwarcz R (1995) Dysfunction of brain kynurenic acid metabolism in Huntington’s disease: focus on kynurenine aminotransferases. J Neurol Sci 130(1):39–47. https://doi.org/10.1016/0022-510X(94)00280-2
Ilzecka J, Kocki T, Stelmasiak Z, Turski WA (2003) Endogenous protectant kynurenic acid in amyotrophic lateral sclerosis. Acta Neurol Scand 107(6):412–418. https://doi.org/10.1034/j.1600-0404.2003.00076.x
Ogawa T, Matson WR, Beal MF, Myers RH, Bird ED, Milbury P, Saso S (1992) Kynurenine pathway abnormalities in Parkinson’s disease. Neurology 42(9):1702–1706. https://doi.org/10.1212/WNL.42.9.1702
Lewitt PA, Li J, Lu M, Beach TG, Adler CH, Guo L, Arizona Parkinson's Disease C (2013) 3-Hydroxykynurenine and other Parkinson’s disease biomarkers discovered by metabolomic analysis. Mov Disord 28(12):1653–1660. https://doi.org/10.1002/mds.25555
Hartai Z, Klivenyi P, Janaky T, Penke B, Dux L, Vecsei L (2005) Kynurenine metabolism in plasma and in red blood cells in Parkinson’s disease. J Neurol Sci 239(1):31–35. https://doi.org/10.1016/j.jns.2005.07.006
Stone TW, Perkins MN (1981) Quinolinic acid: a potent endogenous excitant at amino acid receptors in CNS. Eur J Pharmacol 72(4):411–412. https://doi.org/10.1016/s0014-2999(81)90587-2
Schwarcz R, Whetsell WO Jr, Mangano RM (1983) Quinolinic acid: an endogenous metabolite that produces axon-sparing lesions in rat brain. Science 219(4582):316–318. https://doi.org/10.1126/science.6849138
Sˇtípek S, Sˇtastný FE, Pláteník J, Crkovská JI, Zima T (1997) The effect of quinolinate on rat brain lipid peroxidation is dependent on iron. Neurochem Int 30(2):233–237. https://doi.org/10.1016/S0197-0186(97)90002-4
Pláteník J, Stopka P, Vejražka M, Štípek S (2001) Quinolinic acid—iron(II) complexes: slow autoxidation, but enhanced hydroxyl radical production in the Fenton reaction. Free Radic Res 34(5):445–459. https://doi.org/10.1080/10715760100300391
Braidy N, Grant R, Adams S, Brew BJ, Guillemin GJ (2009) Mechanism for quinolinic acid cytotoxicity in human astrocytes and neurons. Neurotox Res 16(1):77–86. https://doi.org/10.1007/s12640-009-9051-z
Maddison DC, Giorgini F (2015) The kynurenine pathway and neurodegenerative disease. Semin Cell Dev Biol 40:134–141. https://doi.org/10.1016/j.semcdb.2015.03.002
Lugo-Huitrón R, Blanco-Ayala T, Ugalde-Muñiz P, Carrillo-Mora P, Pedraza-Chaverrí J, Silva-Adaya D, Maldonado PD, Torres I et al (2011) On the antioxidant properties of kynurenic acid: free radical scavenging activity and inhibition of oxidative stress. Neurotoxicol Teratol 33(5):538–547. https://doi.org/10.1016/j.ntt.2011.07.002
Hilmas C, Pereira EFR, Alkondon M, Rassoulpour A, Schwarcz R, Albuquerque EX (2001) The brain metabolite kynurenic acid inhibits α7 nicotinic receptor activity and increases non-α7 nicotinic receptor expression: physiopathological implications. J Neurosci 21(19):7463–7473
Perkins MN, Stone TW (1982) An iontophoretic investigation of the actions of convulsant kynurenines and their interaction with the endogenous excitant quinolinic acid. Brain Res 247(1):184–187. https://doi.org/10.1016/0006-8993(82)91048-4
Rebouche CJ (2004) Kinetics, pharmacokinetics, and regulation of L-carnitine and acetyl-L-carnitine metabolism. Ann N Y Acad Sci 1033(1):30–41. https://doi.org/10.1196/annals.1320.003
Hagen TM, Liu J, Lykkesfeldt J, Wehr CM, Ingersoll RT, Vinarsky V, Bartholomew JC, Ames BN (2002) Feeding acetyl-L-carnitine and lipoic acid to old rats significantly improves metabolic function while decreasing oxidative stress. Proc Natl Acad Sci U S A 99(4):1870–1875. https://doi.org/10.1073/pnas.261708898
Fritz IB, Arrigoni-Martelli E (1993) Sites of action of carnitine and its derivatives on the cardiovascular system: interactions with membranes. Trends Pharmacol Sci 14(10):355–360. https://doi.org/10.1016/0165-6147(93)90093-Y
Hauser DN, Hastings TG (2013) Mitochondrial dysfunction and oxidative stress in Parkinson’s disease and monogenic parkinsonism. Neurobiol Dis 51:35–42. https://doi.org/10.1016/j.nbd.2012.10.011
Tang XQ, Fang HR, Li YJ, Zhou CF, Ren YK, Chen RQ, Wang CY, Hu B (2011) Endogenous hydrogen sulfide is involved in asymmetric dimethylarginine-induced protection against neurotoxicity of 1-methyl-4-phenyl-pyridinium ion. Neurochem Res 36(11):2176–2185. https://doi.org/10.1007/s11064-011-0542-y
Paschen W (1992) Polyamine metabolism in different pathological states of the brain. Mol Chem Neuropathol 16(3):241–271. https://doi.org/10.1007/BF03159973
Morrison LD, Cao XC, Kish SJ (1998) Ornithine decarboxylase in human brain: influence of aging, regional distribution, and Alzheimer’s disease. J Neurochem 71(1):288–294. https://doi.org/10.1046/j.1471-4159.1998.71010288.x
Rassoulpour A, Wu H-Q, Poeggeler B, Schwarcz R (1998) Systemic d-amphetamine administration causes a reduction of kynurenic acid levels in rat brain. Brain Res 802(1–2):111–118. https://doi.org/10.1016/S0006-8993(98)00577-0
Wu HQ, Rassoulpour A, Schwarcz R (2002) Effect of systemic L-DOPA administration on extracellular kynurenate levels in the rat striatum. J Neural Transm 109(3):239–249. https://doi.org/10.1007/s007020200020
Acknowledgements
The authors would like to thank the patients and controls for participating in this study. We also thank for the technical support from Metabolomics Core laboratory, Chang Gung University.
Funding
This work was supported by CMRPG 3E142 and CMRPG 3F136 from Chang Gung Memorial Hospital, Taoyuan, Taiwan.
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Conceived and designed the experiments: K-HC, M-LC, and C-MC. Performed the experiments: H-YT and C-YH. Analyzed the data: K-HC, M-LC, and C-MC. Contributed reagents/materials/analysis tools: K-HC, Y-RW, and C-MC. Wrote the paper: K-HC, M-LC and C-MC.
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Chang, KH., Cheng, ML., Tang, HY. et al. Alternations of Metabolic Profile and Kynurenine Metabolism in the Plasma of Parkinson’s Disease. Mol Neurobiol 55, 6319–6328 (2018). https://doi.org/10.1007/s12035-017-0845-3
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DOI: https://doi.org/10.1007/s12035-017-0845-3