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Research Article| Volume 29, ISSUE 4, 104618, April 2020

Potential Metabolite Biomarkers for Acute Versus Chronic Stage of Ischemic Stroke: A Pilot Study

  • Evgeny Sidorov
    Correspondence
    Address correspondence to Evgeny Sidorov, MD, PhD, Department of Neurology, University of Oklahoma Health Sciences Center, 920 S.L.Young Blvd. #2040, Oklahoma city, OK 73104.
    Affiliations
    Department of Neurology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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  • Cynthia Bejar
    Affiliations
    Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Harold Hamm Diabetes Center, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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  • Chao Xu
    Affiliations
    Department of Biostatistics and Epidemiology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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  • Bappaditya Ray
    Affiliations
    Department of Neurology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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  • Lavanya Reddivari
    Affiliations
    Department of Food Science, Purdue University, West Lafayete, Indiana
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  • Juliane Chainakul
    Affiliations
    Department of Neurology, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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  • Jairam K.P. Vanamala
    Affiliations
    Department of Food Science/Center for Molecular Immunology and Infectious Diseases, Penn State University, University Park, Pennsylvania
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  • Dharambir K. Sanghera
    Affiliations
    Oklahoma Center for Neuroscience, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Department of Pediatrics, College of Medicine, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Harold Hamm Diabetes Center, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma

    Department of Pharmaceutical Sciences, University of Oklahoma Health Sciences Center, Oklahoma City, Oklahoma
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      Abstract

      Background: Metabolome profiling is used to identify biomarkers for acute ischemic stroke (AIS). Previous studies compared metabolite profiles in AIS and healthy controls, which did not account for factors that affect metabolome (genetics, medications). This pilot project evaluates the change in metabolite concentrations between the acute and chronic stage of stroke in the same cohort in order to minimize other factors impact. Methods: We performed global metabolome profile on serum of 20 and urine of 12 stroke patients in acute (72 hours) and chronic (3-5.2 months) stage and compared relative peak values using Wilcoxon and orthogonal partial least squares discriminant analysis methods. Chronic stage metabolite concentrations were considered baseline. We performed analysis to identify significantly overrepresented pathways using MetaboAnalyst. Results: Three serum metabolites asparagine (P = .045), tyrosine (P = .015), and xylose (P = .003) had significantly higher concentrations in acute stage. Seven out of top 10 serum metabolites ranked by Wilcoxon test P value were related to amino acid (AA) metabolism. Two urine metabolites glycine (P = .03) and acetylcarnitine (P = .05) had significantly different concentrations in the acute stage. Five of the top 10 urine metabolites related to AA metabolism. We identified 6 significant pathways after false discovery rate correction that were upregulated in the acute stage: (1) Aminoacyl-tRNA synthesis, (2) nitrogen, (3) alanine, aspartate, and glutamate, (4) branched-chain AA, (5) arginine and proline, and (6) phenylalanine metabolism. Conclusion: Longitudinal study design confirms that AA metabolism heavily involved in the pathophysiology of acute brain ischemia. Prospective longitudinal studies with a higher number of participants are needed to establish useful stroke biomarkers.

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      References

        • Gowda G.A.
        • Zhang S.
        • Gu H.
        • et al.
        Metabolomics-based methods for early disease diagnostics.
        Expert Rev Mol Diagn. 2008; 8: 617-633
        • Jung J.Y.
        • Lee H.S.
        • Kang D.G.
        • et al.
        1H-NMR-based metabolomics study of cerebral infarction.
        Stroke. 2011; 42: 1282-1288
        • Wang Y.
        • Wang Y.G.
        • Ma T.F.
        • et al.
        Dynamic metabolites profile of cerebral ischemia/reperfusion revealed by (1)H NMR-based metabolomics contributes to potential biomarkers.
        Int J Clin Exp Pathol. 2014; 7: 4067-4075
        • Larrue V.
        • von Kummer R.R.
        • Muller A.
        • et al.
        Risk factors for severe hemorrhagic transformation in ischemic stroke patients treated with recombinant tissue plasminogen activator: a secondary analysis of the European-Australasian Acute Stroke Study (ECASS II).
        Stroke. 2001; 32: 438-441
        • Fei F.
        • Bowdish D.M.
        • McCarry B.E.
        Comprehensive and simultaneous coverage of lipid and polar metabolites for endogenous cellular metabolomics using HILIC-TOF-MS.
        Anal Bioanal Chem. 2014; 406: 3723-3733
        • Reddivari L.
        • Veeramachaneni D.N.R.
        • Walters W.A.
        • et al.
        Perinatal bisphenol A exposure induces chronic inflammation in rabbit offspring via modulation of gut bacteria and their metabolites.
        mSystems. 2017; 2: 1-16
        • Lindon J.C.
        • Nicholson J.K.
        Spectroscopic and statistical techniques for information recovery in metabonomics and metabolomics.
        Annu Rev Anal Chem (Palo Alto Calif). 2008; 1: 45-69
        • Costa C.
        • Maraschin M.
        • Rocha M.
        An R package for the integrated analysis of metabolomics and spectral data.
        Comput Methods Programs Biomed. 2016; 129: 117-124
        • Chong J.
        • Soufan O.
        • Li C.
        • et al.
        MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis.
        Nucleic Acids Res. 2018; 46: W486-WW94
        • Sidorov E.
        • Sanghera D.K.
        • Vanamala J.K.P.
        Biomarker for ischemic stroke using metabolome: a clinician perspective.
        J Stroke. 2019; 21: 31-41
        • Jiang Z.
        • Sun J.
        • Liang Q.
        • et al.
        A metabonomic approach applied to predict patients with cerebral infarction.
        Talanta. 2011; 84: 298-304
        • Liu M.
        • Zhou K.
        • Li H.
        • et al.
        Potential of serum metabolites for diagnosing post-stroke cognitive impairment.
        Mol Biosyst. 2015; 11: 3287-3296
        • Ding X.
        • Liu R.
        • Li W.
        • et al.
        A metabonomic investigation on the biochemical perturbation in post-stroke patients with depressive disorder (PSD).
        Metab Brain Dis. 2016; 31: 279-287
        • Gao J.
        • Yang H.J.
        • Chen J.X.
        • et al.
        Analysis of serum metabolites for the discovery of amino acid biomarkers and the effect of galangin on cerebral ischemia.
        Molecular Biosystems. 2013; 9: 2311-2321
        • Shimada N.
        • Graf R.
        • Rosner G.
        • et al.
        Differences in ischemia-induced accumulation of amino acids in the cat cortex.
        Stroke. 1990; 21: 1445-1451
        • Bie X.
        • Chen Y.
        • Han J.
        • et al.
        Effects of gastrodin on amino acids after cerebral ischemia-reperfusion injury in rat striatum.
        Asia Pac J Clin Nutr. 2007; 16: 305-308
        • Gusev E.I.
        • Skvortsova V.I.
        • Dambinova S.A.
        • et al.
        Neuroprotective effects of glycine for therapy of acute ischaemic stroke.
        Cerebrovasc Dis. 2000; 10: 49-60
        • Martinez Martinez P.
        • Mielke M.M.
        Sphingolipids in alzheimer's disease and related disorders.
        J Alzheimers Dis. 2017; 60: 753-756
        • Bazarganipour S.
        • Hausmann J.
        • Oertel S.
        • et al.
        The lipid status in patients with ulcerative colitis: sphingolipids are disease-dependent regulated.
        J Clin Med. 2019; 8: 1-19
        • Giordano C.
        • Karasik O.
        • King-Morris K.
        • et al.
        Uric acid as a marker of kidney disease: review of the current literature.
        Dis Markers. 2015; 2015382918
        • Quiros G.
        • Ware J.
        Modification of cardio-vascular responses to hemorrhage by induced hyperosmolality in the rat.
        Acta Physiol Scand. 1983; 117: 391-396
        • Samad N.
        • Yasmin F.
        • Naheed S.
        • et al.
        Serum levels of leptin, zinc and tryptophan in obese subjects with sleep deficits.
        Pak J Pharm Sci. 2017; 30: 1431-1438
        • Castellanos M.
        • Sobrino T.
        • Pedraza S.
        • et al.
        High plasma glutamate concentrations are associated with infarct growth in acute ischemic stroke.
        Neurology. 2008; 71: 1862-1868
        • Wang D.
        • Kong J.
        • Wu J.
        • et al.
        GC-MS-based metabolomics identifies an amino acid signature of acute ischemic stroke.
        Neurosci Lett. 2017; 642: 7-13
        • Meng X.E.
        • Li N.
        • Guo D.Z.
        • et al.
        High plasma glutamate levels are associated with poor functional outcome in acute ischemic stroke.
        Cell Mol Neurobiol. 2015; 35: 159-165
        • Chao N.
        • Li S.T.
        Synaptic and extrasynaptic glutamate signaling in ischemic stroke.
        Curr Med Chem. 2014; 21: 2043-2064
        • Kimberly W.T.
        • Wang Y.
        • Pham L.
        • et al.
        Metabolite profiling identifies a branched chain amino acid signature in acute cardioembolic stroke.
        Stroke. 2013; 44: 1389-1395
        • Coster J.
        • McCauley R.
        • Hall J.
        Glutamine: metabolism and application in nutrition support.
        Asia Pac J Clin Nutr. 2004; 13: 25-31
        • Wang J.H.
        Short-term cerebral ischemia causes the dysfunction of interneurons and more excitation of pyramidal neurons in rats.
        Brain Res Bull. 2003; 60: 53-58