Multi-platform mass spectrometry analysis of the CSF and plasma metabolomes of rigorously matched amyotrophic lateral sclerosis, Parkinson's disease and control subjects.

Amyotrophic lateral sclerosis (ALS) and Parkinson's disease (PD) are protein-aggregation diseases that lack clear molecular etiologies. Biomarkers could aid in diagnosis, prognosis, planning of care, drug target identification and stratification of patients into clinical trials. We sought to characterize shared and unique metabolite perturbations between ALS and PD and matched controls selected from patients with other diagnoses, including differential diagnoses to ALS or PD that visited our clinic for a lumbar puncture. Cerebrospinal fluid (CSF) and plasma from rigorously age-, sex- and sampling-date matched patients were analyzed on multiple platforms using gas chromatography (GC) and liquid chromatography (LC)-mass spectrometry (MS). We applied constrained randomization of run orders and orthogonal partial least squares projection to latent structure-effect projections (OPLS-EP) to capitalize upon the study design. The combined platforms identified 144 CSF and 196 plasma metabolites with diverse molecular properties. Creatine was found to be increased and creatinine decreased in CSF of ALS patients compared to matched controls. Glucose was increased in CSF of ALS patients and α-hydroxybutyrate was increased in CSF and plasma of ALS patients compared to matched controls. Leucine, isoleucine and ketoleucine were increased in CSF of both ALS and PD. Together, these studies, in conjunction with earlier studies, suggest alterations in energy utilization pathways and have identified and further validated perturbed metabolites to be used in panels of biomarkers for the diagnosis of ALS and PD.

[1]  Ji Eun Lee,et al.  ADSSL1 mutation relevant to autosomal recessive adolescent onset distal myopathy , 2016, Annals of neurology.

[2]  최영철,et al.  ADSSL1 mutation relevant to autosomal recessive adolescent onset distal myopathy , 2016 .

[3]  P. MacDonald,et al.  Adenylosuccinate Is an Insulin Secretagogue Derived from Glucose-Induced Purine Metabolism. , 2015, Cell reports.

[4]  Pär Stattin,et al.  Constrained randomization and multivariate effect projections improve information extraction and biomarker pattern discovery in metabolomics studies involving dependent samples , 2015, Metabolomics.

[5]  J. Aasly,et al.  Familial aggregation of Parkinson's disease in the Faroe Islands , 2015, Movement disorders : official journal of the Movement Disorder Society.

[6]  K. Guan,et al.  Differential regulation of mTORC1 by leucine and glutamine , 2015, Science.

[7]  C. Duan,et al.  Defective Autophagy in Parkinson’s Disease: Lessons from Genetics , 2014, Molecular Neurobiology.

[8]  R. Albin,et al.  Diabetes mellitus is independently associated with more severe cognitive impairment in Parkinson disease. , 2014, Parkinsonism & related disorders.

[9]  C. Proud,et al.  Requirement for lysosomal localization of mTOR for its activation differs between leucine and other amino acids. , 2014, Cellular signalling.

[10]  M. Cudkowicz,et al.  Plasma metabolomic biomarker panel to distinguish patients with amyotrophic lateral sclerosis from disease mimics , 2014, Amyotrophic lateral sclerosis & frontotemporal degeneration.

[11]  A. Lees,et al.  Dysregulation of glucose metabolism is an early event in sporadic Parkinson's disease☆ , 2014, Neurobiology of Aging.

[12]  D. Devos,et al.  Untargeted 1H-NMR metabolomics in CSF , 2014, Neurology.

[13]  K. Blennow,et al.  Metabolite and peptide levels in plasma and CSF differentiating healthy controls from patients with newly diagnosed Parkinson's disease. , 2014, Journal of Parkinson's disease.

[14]  J. Griffin,et al.  Towards metabolic biomarkers of insulin resistance and type 2 diabetes: progress from the metabolome. , 2014, The lancet. Diabetes & endocrinology.

[15]  C. Adler,et al.  3‐hydroxykynurenine and other Parkinson's disease biomarkers discovered by metabolomic analysis , 2013, Movement disorders : official journal of the Movement Disorder Society.

[16]  R. Vasan,et al.  2-Aminoadipic acid is a biomarker for diabetes risk. , 2013, The Journal of clinical investigation.

[17]  J. van der Greef,et al.  Looking back into the future: 30 years of metabolomics at TNO. , 2013, Mass spectrometry reviews.

[18]  D. Cleveland,et al.  Converging Mechanisms in ALS and FTD: Disrupted RNA and Protein Homeostasis , 2013, Neuron.

[19]  R. Nixon,et al.  The role of autophagy in neurodegenerative disease , 2013, Nature Medicine.

[20]  G. Oxenkrug Insulin Resistance and Dysregulation of Tryptophan–Kynurenine and Kynurenine–Nicotinamide Adenine Dinucleotide Metabolic Pathways , 2013, Molecular Neurobiology.

[21]  T. Foltynie,et al.  Exenatide and the treatment of patients with Parkinson's disease. , 2013, The Journal of clinical investigation.

[22]  Puneet Kumar,et al.  Excitotoxicity: bridge to various triggers in neurodegenerative disorders. , 2013, European journal of pharmacology.

[23]  Jin-Tai Yu,et al.  The kynurenine pathway in neurodegenerative diseases: Mechanistic and therapeutic considerations , 2012, Journal of the Neurological Sciences.

[24]  P. Andersen,et al.  ALS patients with mutations in the SOD1 gene have an unique metabolomic profile in the cerebrospinal fluid compared with ALS patients without mutations. , 2012, Molecular genetics and metabolism.

[25]  P. Andersen,et al.  EFNS guidelines on the Clinical Management of Amyotrophic Lateral Sclerosis (MALS) – revised report of an EFNS task force , 2012, European journal of neurology.

[26]  H. Hampel,et al.  Metabolite Profiling of Alzheimer's Disease Cerebrospinal Fluid , 2012, PloS one.

[27]  J. Glass,et al.  Roadmap and standard operating procedures for biobanking and discovery of neurochemical markers in ALS , 2012, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[28]  Ammar Al-Chalabi,et al.  Clinical genetics of amyotrophic lateral sclerosis: what do we really know? , 2011, Nature Reviews Neurology.

[29]  L. H. van den Berg,et al.  Family history of neurodegenerative and vascular diseases in ALS , 2011, Neurology.

[30]  P. Andersen,et al.  Disease-Related Changes in the Cerebrospinal Fluid Metabolome in Amyotrophic Lateral Sclerosis Detected by GC/TOFMS , 2011, PloS one.

[31]  Pär Stattin,et al.  Metabolomic Characterization of Human Prostate Cancer Bone Metastases Reveals Increased Levels of Cholesterol , 2010, PloS one.

[32]  Andrea Natali,et al.  α-Hydroxybutyrate Is an Early Biomarker of Insulin Resistance and Glucose Intolerance in a Nondiabetic Population , 2010, PloS one.

[33]  Y. Terayama,et al.  Decrease in Asymmetrical Dimethylarginine, an Endogenous Nitric Oxide Synthase Inhibitor, in Cerebrospinal Fluid during Elderly Aging and in Patients with Sporadic Form of Amyotrophic Lateral Sclerosis , 2010, Neurosignals.

[34]  Lucette Lacomblez,et al.  Impaired glucose tolerance in patients with amyotrophic lateral sclerosis , 2010, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[35]  R. Lewensohn,et al.  Metabolomics: Moving to the Clinic , 2010, Journal of Neuroimmune Pharmacology.

[36]  P. Andersen,et al.  Optimization of procedures for collecting and storing of CSF for studying the metabolome in ALS , 2009, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[37]  J. Desport,et al.  High metabolic level in patients with familial amyotrophic lateral sclerosis , 2009, Amyotrophic lateral sclerosis : official publication of the World Federation of Neurology Research Group on Motor Neuron Diseases.

[38]  D. Tagle,et al.  Substrate specificity and structure of human aminoadipate aminotransferase/kynurenine aminotransferase II. , 2008, Bioscience reports.

[39]  A. Gorman,et al.  Neuronal cell death in neurodegenerative diseases: recurring themes around protein handling , 2008, Journal of cellular and molecular medicine.

[40]  B. Hammock,et al.  Mass spectrometry-based metabolomics. , 2007, Mass spectrometry reviews.

[41]  M. Rantalainen,et al.  OPLS discriminant analysis: combining the strengths of PLS‐DA and SIMCA classification , 2006 .

[42]  P. Scheltens,et al.  Risk of dementia in diabetes mellitus: a systematic review , 2006, The Lancet Neurology.

[43]  P. Preux,et al.  Hypermetabolism in ALS: Correlations with Clinical and Paraclinical Parameters , 2006, Neurodegenerative Diseases.

[44]  J. Trygg,et al.  Extraction and GC/MS analysis of the human blood plasma metabolome. , 2005, Analytical chemistry.

[45]  J. Wands,et al.  Impaired insulin and insulin-like growth factor expression and signaling mechanisms in Alzheimer's disease--is this type 3 diabetes? , 2005, Journal of Alzheimer's disease : JAD.

[46]  S. Rozen,et al.  Metabolomic analysis and signatures in motor neuron disease , 2005, Metabolomics.

[47]  T. Conrad,et al.  A clinical trial of creatine in ALS , 2004, Neurology.

[48]  J. Loeffler,et al.  Evidence for defective energy homeostasis in amyotrophic lateral sclerosis: benefit of a high-energy diet in a transgenic mouse model. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[49]  P. Vallance,et al.  Cardiovascular Biology of the Asymmetric Dimethylarginine:Dimethylarginine Dimethylaminohydrolase Pathway , 2004, Arteriosclerosis, thrombosis, and vascular biology.

[50]  S. Wold,et al.  Orthogonal projections to latent structures (O‐PLS) , 2002 .

[51]  P. Oates Polyol pathway and diabetic peripheral neuropathy. , 2002, International review of neurobiology.

[52]  N. N. Available World medical association declaration of Helsinki , 2000, Chinese Journal of Integrative Medicine.

[53]  B. Ross,et al.  Rate of Glutamate Synthesis from Leucine in Rat Brain Measured In Vivo by 15N NMR , 1998, Journal of neurochemistry.

[54]  J. Benito-León,et al.  Decreased cerebrospinal fluid levels of neutral and basic amino acids in patients with Parkinson's disease , 1997, Journal of the Neurological Sciences.

[55]  M. Beal,et al.  Kynurenine pathway abnormalities in Parkinson's disease , 1992, Neurology.

[56]  K. Kuriyama,et al.  Alteration of amino acids in cerebrospinal fluid from patients with Parkinson's disease and spinocerebellar degeneration , 1986, Acta neurologica Scandinavica.