Cited by 209Fibromyalgia and Chronic Fatigue Syndrome ResearchLong-Term Effects of COVID-19Mitochondrial Function and Pathology

Metabolic profiling indicates impaired pyruvate dehydrogenase function in myalgic encephalopathy/chronic fatigue syndrome

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Fluge, Øystein, Mella, Olav, Bruland, Ove, Risa, Kristin, Dyrstad, Sissel E., Alme, Kine, Rekeland, Ingrid G., Sapkota, Dipak +18 more·2016·JCI Insight

Abstract

Myalgic encephalopathy/chronic fatigue syndrome (ME/CFS) is a debilitating disease of unknown etiology, with hallmark symptoms including postexertional malaise and poor recovery. Metabolic dysfunction is a plausible contributing factor. We hypothesized that changes in serum amino acids may disclose specific defects in energy metabolism in ME/CFS. Analysis in 200 ME/CFS patients and 102 healthy individuals showed a specific reduction of amino acids that fuel oxidative metabolism via the TCA cycle, mainly in female ME/CFS patients. Serum 3-methylhistidine, a marker of endogenous protein catabolism, was significantly increased in male patients. The amino acid pattern suggested functional impairment of pyruvate dehydrogenase (PDH), supported by increased mRNA expression of the inhibitory PDH kinases 1, 2, and 4; sirtuin 4; and PPARδ in peripheral blood mononuclear cells from both sexes. Myoblasts grown in presence of serum from patients with severe ME/CFS showed metabolic adaptations, including increased mitochondrial respiration and excessive lactate secretion. The amino acid changes could not be explained by symptom severity, disease duration, age, BMI, or physical activity level among patients. These findings are in agreement with the clinical disease presentation of ME/CFS, with inadequate ATP generation by oxidative phosphorylation and excessive lactate generation upon exertion.

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  1. Falk Hvidberg M, Brinth LS, Olesen AV, Petersen KD, Ehlers L. The health-related quality of life for patients with myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS). PLoS One. 2015;10(7):e0132421.
  2. Armstrong CW, McGregor NR, Sheedy JR, Buttfield I, Butt HL, Gooley PR. NMR metabolic profiling of serum identifies amino acid disturbances in chronic fatigue syndrome. Clin Chim Acta. 2012;413(19-20):1525-1531.
  3. Filler K, et al. Association of Mitochondrial Dysfunction and Fatigue: A Review of the Literature. BBA Clin. 2014;1:12-23.
  4. Hornig M, et al. Distinct plasma immune signatures in ME/CFS are present early in the course of illness. Sci Adv. 2015;1(1):1.
  5. Morris G, Maes M. A neuro-immune model of myalgic encephalomyelitis/chronic fatigue syndrome. Metab Brain Dis. 2013;28(4):523-540.
  6. Rowe PC, et al. Neuromuscular strain increases symptom intensity in chronic fatigue syndrome. PLoS ONE. 2016;11(7):e0159386.
  7. Vermeulen RC, Vermeulen van Eck IW. Decreased oxygen extraction during cardiopulmonary exercise test in patients with chronic fatigue syndrome. J Transl Med. 2014;12:20.
  8. Snell CR, Stevens SR, Davenport TE, Van Ness JM. Discriminative validity of metabolic and workload measurements for iden- tifying people with chronic fatigue syndrome. Phys Ther. 2013;93(11):1484-1492.
  9. Keller BA, Pryor JL, Giloteaux L. Inability of myalgic encephalomyelitis/chronic fatigue syndrome patients to reproduce VO 2 peak indicates functional impairment. J Transl Med. 2014;12:104.
  10. Murrough JW, et al. Increased ventricular lactate in chronic fatigue syndrome measured by 1H MRS imaging at 3.0 T. II: com- parison with major depressive disorder. NMR Biomed. 2010;23(6):643-650.
  11. Shungu DC, et al. Increased ventricular lactate in chronic fatigue syndrome. III. Relationships to cortical glutathione and clini- cal symptoms implicate oxidative stress in disorder pathophysiology. NMR Biomed. 2012;25(9):1073-1087.
  12. Armstrong CW, McGregor NR, Lewis DP, Butt HL, Gooley PR. Metabolic profiling reveals anomalous energy metabolism and oxidative stress pathways in chronic fatigue syndrome patients. Metabolomics. 2015;11(6):1626-1639.
  13. Niblett SH, et al. Hematologic and urinary excretion anomalies in patients with chronic fatigue syndrome. Exp Biol Med (May- wood). 2007;232(8):1041-1049.
  14. Robinson BH. Lactic acidemia and mitochondrial disease. Mol Genet Metab. 2006;89(1-2):3-13.
  15. Myhill S, Booth NE, McLaren-Howard J. Chronic fatigue syndrome and mitochondrial dysfunction. Int J Clin Exp Med. 2009;2(1):1-16.
  16. Patel MS, Nemeria NS, Furey W, Jordan F. The pyruvate dehydrogenase complexes: structure-based function and regulation. J Biol Chem. 2014;289(24):16615-16623.
  17. Fritzen AM, et al. 5'-AMP activated protein kinase α2 controls substrate metabolism during post-exercise recovery via regula- tion of pyruvate dehydrogenase kinase 4. J Physiol (Lond). 2015;593(21):4765-4780.
  18. Nakamura MT, Yudell BE, Loor JJ. Regulation of energy metabolism by long-chain fatty acids. Prog Lipid Res. 2014;53:124- 144.
  19. Kim JW, Tchernyshyov I, Semenza GL, Dang CV. HIF-1-mediated expression of pyruvate dehydrogenase kinase: a metabolic switch required for cellular adaptation to hypoxia. Cell Metab. 2006;3(3):177-185.
  20. Rutherford G, Manning P, Newton JL. Understanding muscle dysfunction in chronic fatigue syndrome. J Aging Res. 2016;2016:2497348.
  21. Newton DJ, Kennedy G, Chan KK, Lang CC, Belch JJ, Khan F. Large and small artery endothelial dysfunction in chronic fatigue syndrome. Int J Cardiol. 2012;154(3):335-336.
  22. Dragsted LO. Biomarkers of meat intake and the application of nutrigenomics. Meat Sci. 2010;84(2):301-307.
  23. Aquilani R, et al. Myofibrillar protein overdegradation in overweight patients with chronic heart failure: the relationship to serum potassium levels. Nutrition. 2014;30(4):436-439.
  24. Yamano E, et al. Index markers of chronic fatigue syndrome with dysfunction of TCA and urea cycles. Sci Rep. 2016;6:34990.
  25. Bender T, Martinou JC. The mitochondrial pyruvate carrier in health and disease: To carry or not to carry? Biochim Biophys Acta. 2016;1863(10):2436-2442.
  26. Naviaux RK, et al. Metabolic features of chronic fatigue syndrome. Proc Natl Acad Sci USA. 2016;113(37):E5472-E5480.
  27. Krumsiek J, et al. Gender-specific pathway differences in the human serum metabolome. Metabolomics. 2015;11(6):1815-1833.
  28. Vink M. The aerobic energy production and the lactate excretion are both impeded in myalgic encephalopathy/chronic fatigue syndrome. J Neurol Neurobiol. 2015;1:4.
  29. Bouwens M, Afman LA, Müller M. Fasting induces changes in peripheral blood mononuclear cell gene expression profiles related to increases in fatty acid beta-oxidation: functional role of peroxisome proliferator activated receptor alpha in human peripheral blood mononuclear cells. Am J Clin Nutr. 2007;86(5):1515-1523.
  30. Fluge Ø, et al. B-Lymphocyte Depletion in Myalgic Encephalopathy/Chronic Fatigue Syndrome. An Open-Label Phase II Study with Rituximab Maintenance Treatment. PLoS ONE. 2015;10(7):e0129898.
  31. Fluge Ø, et al. Benefit from B-lymphocyte depletion using the anti-CD20 antibody rituximab in chronic fatigue syndrome. A double-blind and placebo-controlled study. PLoS One. 2011;6(10):e26358.
  32. Fluge Ø, Mella O. Clinical impact of B-cell depletion with the anti-CD20 antibody rituximab in chronic fatigue syndrome: a preliminary case series. BMC Neurol. 2009;9:28.
  33. Loebel M, et al. Antibodies to β adrenergic and muscarinic cholinergic receptors in patients with Chronic Fatigue Syndrome. Brain Behav Immun. 2016;52:32-39.
  34. Li H, et al. Autoimmune basis for postural tachycardia syndrome. J Am Heart Assoc. 2014;3(1):e000755.
  35. Kohr D, et al. Autoimmunity against the β2 adrenergic receptor and muscarinic-2 receptor in complex regional pain syndrome. Pain. 2011;152(12):2690-2700.
  36. Dahan S, Tomljenovic L, Shoenfeld Y. Postural Orthostatic Tachycardia Syndrome (POTS)--A novel member of the autoim- mune family. Lupus. 2016;25(4):339-342.
  37. Goebel A, Blaes F. Complex regional pain syndrome, prototype of a novel kind of autoimmune disease. Autoimmun Rev. 2013;12(6):682-686.
  38. Brown AE, Jones DE, Walker M, Newton JL. Abnormalities of AMPK activation and glucose uptake in cultured skeletal mus- cle cells from individuals with chronic fatigue syndrome. PLoS One. 2015;10(4):e0122982.
  39. Mathias RA, Greco TM, Cristea IM. Identification of sirtuin4 (SIRT4) protein interactions: uncovering candidate acyl-modified mitochondrial substrates and enzymatic regulators. Methods Mol Biol. 2016;1436:213-239.
  40. Morris G, Maes M. Mitochondrial dysfunctions in myalgic encephalomyelitis/chronic fatigue syndrome explained by activated immuno-inflammatory, oxidative and nitrosative stress pathways. Metab Brain Dis. 2014;29(1):19-36.
  41. Schulz E, Schuhmacher S, Münzel T. When metabolism rules perfusion: AMPK-mediated endothelial nitric oxide synthase activation. Circ Res. 2009;104(4):422-424.
  42. Sibal L, Agarwal SC, Home PD, Boger RH. The role of asymmetric dimethylarginine (ADMA) in endothelial dysfunction and cardiovascular disease. Curr Cardiol Rev. 2010;6(2):82-90.
  43. Bhandary S, Aguan K. Pyruvate dehydrogenase complex deficiency and its relationship with epilepsy frequency--An overview. Epilepsy Res. 2015;116:40-52.
  44. Yamagiwa S, Kamimura H, Takamura M, Aoyagi Y. Autoantibodies in primary biliary cirrhosis: recent progress in research on the pathogenetic and clinical significance. World J Gastroenterol. 2014;20(10):2606-2612.
  45. Hollingsworth KG, Newton JL, Robinson L, Taylor R, Blamire AM, Jones DE. Loss of capacity to recover from acidosis in repeat exercise is strongly associated with fatigue in primary biliary cirrhosis. J Hepatol. 2010;53(1):155-161.
  46. Windelberg A, Arseth O, Kvalheim G, Ueland PM. Automated assay for the determination of methylmalonic acid, total homo- cysteine, and related amino acids in human serum or plasma by means of methylchloroformate derivatization and gas chroma- tography-mass spectrometry. Clin Chem. 2005;51(11):2103-2109.
  47. Ueland PM, Midttun O, Windelberg A, Svardal A, Skålevik R, Hustad S. Quantitative profiling of folate and one-carbon metab- olism in large-scale epidemiological studies by mass spectrometry. Clin Chem Lab Med. 2007;45(12):1737-1745.
  48. Midttun Ø, Kvalheim G, Ueland PM. High-throughput, low-volume, multianalyte quantification of plasma metabolites related to one-carbon metabolism using HPLC-MS/MS. Anal Bioanal Chem. 2013;405(6):2009-2017.
  49. Yu Z, et al. Differences between human plasma and serum metabolite profiles. PLoS One. 2011;6(7):e21230.
  50. VanLinden MR, et al. Subcellular distribution of NAD+ between cytosol and mitochondria determines the metabolic profile of human cells. J Biol Chem. 2015;290(46):27644-27659.

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Authors
Fluge, Ø., Mella, O., Bruland, O., Risa, K., Dyrstad, S. E., Alme, K., Rekeland, I. G., Sapkota, D., Røsland, G. V., Fosså, A., Ktoridou-Valen, I., Lunde, S., Sørland, K., Lien, K., Herder, I., Thürmer, H., Gotaas, M. E., Baranowska, K. A., Bohnen, L. M. L. J., Schäfer, C., McCann, A., Sommerfelt, K., Helgeland, L., Ueland, P. M., Dahl, O., & Tronstad, K. J.
Affiliations
  • Haukeland University Hospital (NO)
  • University of Bergen (NO)
  • Oslo University Hospital (NO)
  • Telemark Hospital (NO)
  • St Olav's University Hospital (NO)
  • University Hospital of North Norway (NO)
  • Bevital (Norway) (NO)
  • Department of Pediatrics and
Venue
JCI Insight
Published
2016-12-22
Volume
1
Issue
21
Pages
e89376-e89376
ISSN
2379-3708 (ISSN-L)
OpenAlex
W2563536139
Cited by
209
References
5
Citations by year
2026: 28 · 2025: 27 · 2024: 13 · 2023: 15 · 2022: 23 · 2021: 19 · 2020: 30 · 2019: 21 · 2018: 19 · 2017: 14
FWCI
13.76
Type
journal article
Language
en
Open access
Locations
  • JCI Insight (publishedVersion)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
Funders
  • ME Association
  • Kavlifondet
  • Norges Forskningsråd
  • Haukeland Universitetssjukehus
Topics
  • Health Sciences › Medicine › Psychiatry and Mental health › Fibromyalgia and Chronic Fatigue Syndrome Research
  • Health Sciences › Medicine › Neurology › Long-Term Effects of COVID-19
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Mitochondrial Function and Pathology
Keywords
pyruvate dehydrogenase, serum amino acids, 3-methylhistidine, protein degradation, TCA cycle, energy metabolism, PPARδ, peripheral blood mononuclear cells, myoblasts, mitochondrial respiration, lactate secretion, oxidative phosphorylation, sex differences

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