Skip to main content
Top
Published in: Journal of Translational Medicine 1/2013

Open Access 01-12-2013 | Research

Daily cytokine fluctuations, driven by leptin, are associated with fatigue severity in chronic fatigue syndrome: evidence of inflammatory pathology

Authors: Elizabeth Ann Stringer, Katharine Susanne Baker, Ian R Carroll, Jose G Montoya, Lily Chu, Holden T Maecker, Jarred W Younger

Published in: Journal of Translational Medicine | Issue 1/2013

Login to get access

Abstract

Background

Chronic fatigue syndrome (CFS) is a debilitating disorder characterized by persistent fatigue that is not alleviated by rest. The lack of a clearly identified underlying mechanism has hindered the development of effective treatments. Studies have demonstrated elevated levels of inflammatory factors in patients with CFS, but findings are contradictory across studies and no biomarkers have been consistently supported. Single time-point approaches potentially overlook important features of CFS, such as fluctuations in fatigue severity. We have observed that individuals with CFS demonstrate significant day-to-day variability in their fatigue severity.

Methods

Therefore, to complement previous studies, we implemented a novel longitudinal study design to investigate the role of cytokines in CFS pathophysiology. Ten women meeting the Fukuda diagnostic criteria for CFS and ten healthy age- and body mass index (BMI)-matched women underwent 25 consecutive days of blood draws and self-reporting of symptom severity. A 51-plex cytokine panel via Luminex was performed for each of the 500 serum samples collected. Our primary hypothesis was that daily fatigue severity would be significantly correlated with the inflammatory adipokine leptin, in the women with CFS and not in the healthy control women. As a post-hoc analysis, a machine learning algorithm using all 51 cytokines was implemented to determine whether immune factors could distinguish high from low fatigue days.

Results

Self-reported fatigue severity was significantly correlated with leptin levels in six of the participants with CFS and one healthy control, supporting our primary hypothesis. The machine learning algorithm distinguished high from low fatigue days in the CFS group with 78.3% accuracy.

Conclusions

Our results support the role of cytokines in the pathophysiology of CFS.
Appendix
Available only for authorised users
Literature
1.
go back to reference Fukuda K, Straus SE, Hickie I, Sharpe MC, Dobbins JG, Komaroff A: The chronic fatigue syndrome: a comprehensive approach to its definition and study. International chronic fatigue syndrome study group. Ann Intern Med. 1994, 121: 953-9. 10.7326/0003-4819-121-12-199412150-00009.CrossRefPubMed Fukuda K, Straus SE, Hickie I, Sharpe MC, Dobbins JG, Komaroff A: The chronic fatigue syndrome: a comprehensive approach to its definition and study. International chronic fatigue syndrome study group. Ann Intern Med. 1994, 121: 953-9. 10.7326/0003-4819-121-12-199412150-00009.CrossRefPubMed
2.
go back to reference Davenport TE, Stevens SR, Baroni K, Van Ness M, Snell CR: Diagnostic accuracy of symptoms characterising chronic fatigue syndrome. Disabil Rehabil. 2011, 33: 1768-75. 10.3109/09638288.2010.546936.CrossRefPubMed Davenport TE, Stevens SR, Baroni K, Van Ness M, Snell CR: Diagnostic accuracy of symptoms characterising chronic fatigue syndrome. Disabil Rehabil. 2011, 33: 1768-75. 10.3109/09638288.2010.546936.CrossRefPubMed
3.
go back to reference Jason LA, Benton MC, Valentine L, Johnson A, Torres-Harding S: The economic impact of ME/CFS: individual and societal costs. Dyn Med. 2008, 7: 6-10.1186/1476-5918-7-6.PubMedCentralCrossRefPubMed Jason LA, Benton MC, Valentine L, Johnson A, Torres-Harding S: The economic impact of ME/CFS: individual and societal costs. Dyn Med. 2008, 7: 6-10.1186/1476-5918-7-6.PubMedCentralCrossRefPubMed
4.
go back to reference Jason LA, Porter N, Brown M, Anderson V, Brown A, Hunnell J, Lerch A: CFS: A Review of Epidemiology and Natural History Studies. Bull IACFS ME. 2009, 17: 88-106.PubMedCentralPubMed Jason LA, Porter N, Brown M, Anderson V, Brown A, Hunnell J, Lerch A: CFS: A Review of Epidemiology and Natural History Studies. Bull IACFS ME. 2009, 17: 88-106.PubMedCentralPubMed
5.
go back to reference Fletcher MA, Zeng XR, Barnes Z, Levis S, Klimas NG: Plasma cytokines in women with chronic fatigue syndrome. J Transl Med. 2009, 7: 96-10.1186/1479-5876-7-96.PubMedCentralCrossRefPubMed Fletcher MA, Zeng XR, Barnes Z, Levis S, Klimas NG: Plasma cytokines in women with chronic fatigue syndrome. J Transl Med. 2009, 7: 96-10.1186/1479-5876-7-96.PubMedCentralCrossRefPubMed
6.
go back to reference Maes M, Twisk FN, Kubera M, Ringel K: Evidence for inflammation and activation of cell-mediated immunity in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): increased interleukin-1, tumor necrosis factor-a, PMN-elastase, lysozyme and neopterin. J Affect Disord. 2012, 136: 933-9. 10.1016/j.jad.2011.09.004.CrossRefPubMed Maes M, Twisk FN, Kubera M, Ringel K: Evidence for inflammation and activation of cell-mediated immunity in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome (ME/CFS): increased interleukin-1, tumor necrosis factor-a, PMN-elastase, lysozyme and neopterin. J Affect Disord. 2012, 136: 933-9. 10.1016/j.jad.2011.09.004.CrossRefPubMed
7.
go back to reference Arnett SV, Clark IA: Inflammatory fatigue and sickness behaviour - Lessons for the diagnosis and management of chronic fatigue syndrome. J Affect Disord. 2012, 141: 131-142.CrossRef Arnett SV, Clark IA: Inflammatory fatigue and sickness behaviour - Lessons for the diagnosis and management of chronic fatigue syndrome. J Affect Disord. 2012, 141: 131-142.CrossRef
8.
go back to reference Bansal AS, Bradley AS, Bishop KN, Kiani-Alikhan S, Ford B: Chronic fatigue syndrome, the immune system and viral infection. Brain Behav Immun. 2012, 26: 24-31. 10.1016/j.bbi.2011.06.016.CrossRefPubMed Bansal AS, Bradley AS, Bishop KN, Kiani-Alikhan S, Ford B: Chronic fatigue syndrome, the immune system and viral infection. Brain Behav Immun. 2012, 26: 24-31. 10.1016/j.bbi.2011.06.016.CrossRefPubMed
9.
go back to reference Younger J: The role of microglia modulation in treating musculoskeletal pain. 2012, Invited Faculty Talk: Congress of Clinical Rheumatology Meeting Younger J: The role of microglia modulation in treating musculoskeletal pain. 2012, Invited Faculty Talk: Congress of Clinical Rheumatology Meeting
10.
go back to reference Piche T, Huet PM, Gelsi E, Barjoan EM, Cherick F, Caroli-Bosc FX, Hebuterne X, Tran A: Fatigue in irritable bowel syndrome: characterization and putative role of leptin. Eur J Gastroenterol Hepatol. 2007, 19: 237-43. 10.1097/01.meg.0000252627.50302.b4.CrossRefPubMed Piche T, Huet PM, Gelsi E, Barjoan EM, Cherick F, Caroli-Bosc FX, Hebuterne X, Tran A: Fatigue in irritable bowel syndrome: characterization and putative role of leptin. Eur J Gastroenterol Hepatol. 2007, 19: 237-43. 10.1097/01.meg.0000252627.50302.b4.CrossRefPubMed
11.
go back to reference Piche T, Gelsi E, Schneider SM, Hebuterne X, Giudicelli J, Ferrua B, Laffont C, Benzaken S, Hastier P, Montoya ML, Longo F, Rampal P, Tran A: Fatigue is associated with high circulating leptin levels in chronic hepatitis C. Gut. 2002, 51: 434-9. 10.1136/gut.51.3.434.PubMedCentralCrossRefPubMed Piche T, Gelsi E, Schneider SM, Hebuterne X, Giudicelli J, Ferrua B, Laffont C, Benzaken S, Hastier P, Montoya ML, Longo F, Rampal P, Tran A: Fatigue is associated with high circulating leptin levels in chronic hepatitis C. Gut. 2002, 51: 434-9. 10.1136/gut.51.3.434.PubMedCentralCrossRefPubMed
12.
go back to reference Lafrance V, Inoue W, Kan B, Luheshi GN: Leptin modulates cell morphology and cytokine release in microglia. Brain Behav Immun. 2010, 24: 358-65. 10.1016/j.bbi.2009.11.003.CrossRefPubMed Lafrance V, Inoue W, Kan B, Luheshi GN: Leptin modulates cell morphology and cytokine release in microglia. Brain Behav Immun. 2010, 24: 358-65. 10.1016/j.bbi.2009.11.003.CrossRefPubMed
13.
go back to reference Carlton ED, Demas GE, French SS: Leptin, a neuroendocrine mediator of immune responses, inflammation, and sickness behaviors. Horm Behav. 2012, 62: 272-79. 10.1016/j.yhbeh.2012.04.010.CrossRefPubMed Carlton ED, Demas GE, French SS: Leptin, a neuroendocrine mediator of immune responses, inflammation, and sickness behaviors. Horm Behav. 2012, 62: 272-79. 10.1016/j.yhbeh.2012.04.010.CrossRefPubMed
14.
go back to reference Zigmond AS, Snaith RP: The hospital anxiety and depression scale. Acta Psychiatr Scand. 1983, 67: 361-70. 10.1111/j.1600-0447.1983.tb09716.x.CrossRefPubMed Zigmond AS, Snaith RP: The hospital anxiety and depression scale. Acta Psychiatr Scand. 1983, 67: 361-70. 10.1111/j.1600-0447.1983.tb09716.x.CrossRefPubMed
15.
go back to reference Wolfe F, Clauw DJ, Fitzcharles MA, Goldenberg DL, Katz RS, Mease P, Russell AS, Russell IJ, Winfield JB, Yunus MB: The American College of Rheumatology preliminary diagnostic criteria for fibromyalgia and measurement of symptom severity. Arthritis Care Res (Hoboken). 2010, 62: 600-10. 10.1002/acr.20140.CrossRef Wolfe F, Clauw DJ, Fitzcharles MA, Goldenberg DL, Katz RS, Mease P, Russell AS, Russell IJ, Winfield JB, Yunus MB: The American College of Rheumatology preliminary diagnostic criteria for fibromyalgia and measurement of symptom severity. Arthritis Care Res (Hoboken). 2010, 62: 600-10. 10.1002/acr.20140.CrossRef
16.
go back to reference Saad MF, Riad-Gabriel MG, Khan A, Sharma A, Michael R, Jinagouda SD, Boyadjian R, Steil GM: Diurnal and ultradian rhythmicity of plasma leptin: effects of gender and adiposity. J Clin Endocrinol Metab. 1998, 83: 453-9. 10.1210/jc.83.2.453.PubMed Saad MF, Riad-Gabriel MG, Khan A, Sharma A, Michael R, Jinagouda SD, Boyadjian R, Steil GM: Diurnal and ultradian rhythmicity of plasma leptin: effects of gender and adiposity. J Clin Endocrinol Metab. 1998, 83: 453-9. 10.1210/jc.83.2.453.PubMed
17.
go back to reference Schoeller DA, Cella LK, Sinha MK, Caro JF: Entrainment of the diurnal rhythm of plasma leptin to meal timing. J Clin Invest. 1997, 100: 1882-7. 10.1172/JCI119717.PubMedCentralCrossRefPubMed Schoeller DA, Cella LK, Sinha MK, Caro JF: Entrainment of the diurnal rhythm of plasma leptin to meal timing. J Clin Invest. 1997, 100: 1882-7. 10.1172/JCI119717.PubMedCentralCrossRefPubMed
18.
go back to reference Wild C, Seber G: Chance Encounters: A First Course in Data Analysis and Inference. 1999, Chance Encounters: A First Course in Data Analysis and Inference Wild C, Seber G: Chance Encounters: A First Course in Data Analysis and Inference. 1999, Chance Encounters: A First Course in Data Analysis and Inference
20.
go back to reference Witten I, Frank E, Hall M: Data Mining: Practical Machine Learning Tools and Techniques. 2011, Burlington, Mass: Morgan Kaufmann Witten I, Frank E, Hall M: Data Mining: Practical Machine Learning Tools and Techniques. 2011, Burlington, Mass: Morgan Kaufmann
21.
go back to reference Jason LA, Unger ER, Dimitrakoff JD, Fagin AP, Houghton M, Cook DB, Marshall GD, Klimas N, Snell C: Minimum data elements for research reports on CFS. Brain Behav Immun. 2012, 26: 401-6. 10.1016/j.bbi.2012.01.014.PubMedCentralCrossRefPubMed Jason LA, Unger ER, Dimitrakoff JD, Fagin AP, Houghton M, Cook DB, Marshall GD, Klimas N, Snell C: Minimum data elements for research reports on CFS. Brain Behav Immun. 2012, 26: 401-6. 10.1016/j.bbi.2012.01.014.PubMedCentralCrossRefPubMed
22.
go back to reference Krzyszton CP, Sparkman NL, Grant RW, Buchanan JB, Broussard SR, Woods J, Johnson RW: Exacerbated fatigue and motor deficits in interleukin-10-deficient mice after peripheral immune stimulation. Am J Physiol Regul Integr Comp Physiol. 2008, 295: R1109-14. 10.1152/ajpregu.90302.2008.PubMedCentralCrossRefPubMed Krzyszton CP, Sparkman NL, Grant RW, Buchanan JB, Broussard SR, Woods J, Johnson RW: Exacerbated fatigue and motor deficits in interleukin-10-deficient mice after peripheral immune stimulation. Am J Physiol Regul Integr Comp Physiol. 2008, 295: R1109-14. 10.1152/ajpregu.90302.2008.PubMedCentralCrossRefPubMed
23.
go back to reference Moon ML, McNeil LK, Freund GG: Macrophages make me sick: how macrophage activation states influence sickness behavior. Psychoneuroendocrinology. 2011, 36: 1431-40. 10.1016/j.psyneuen.2011.07.002.PubMedCentralCrossRefPubMed Moon ML, McNeil LK, Freund GG: Macrophages make me sick: how macrophage activation states influence sickness behavior. Psychoneuroendocrinology. 2011, 36: 1431-40. 10.1016/j.psyneuen.2011.07.002.PubMedCentralCrossRefPubMed
24.
go back to reference Anderson PD, Mehta NN, Wolfe ML, Hinkle CC, Pruscino L, Comiskey LL, Tabita-Martinez J, Sellers KF, Rickels MR, Ahima RS, Reilly MP: Innate immunity modulates adipokines in humans. J Clin Endocrinol Metab. 2007, 92: 2272-9. 10.1210/jc.2006-2545.CrossRefPubMed Anderson PD, Mehta NN, Wolfe ML, Hinkle CC, Pruscino L, Comiskey LL, Tabita-Martinez J, Sellers KF, Rickels MR, Ahima RS, Reilly MP: Innate immunity modulates adipokines in humans. J Clin Endocrinol Metab. 2007, 92: 2272-9. 10.1210/jc.2006-2545.CrossRefPubMed
25.
go back to reference Grunfeld C, Zhao C, Fuller J, Pollack A, Moser A, Friedman J, Feingold KR: Endotoxin and cytokines induce expression of leptin, the ob gene product, in hamsters. J Clin Invest. 1996, 97: 2152-7. 10.1172/JCI118653.PubMedCentralCrossRefPubMed Grunfeld C, Zhao C, Fuller J, Pollack A, Moser A, Friedman J, Feingold KR: Endotoxin and cytokines induce expression of leptin, the ob gene product, in hamsters. J Clin Invest. 1996, 97: 2152-7. 10.1172/JCI118653.PubMedCentralCrossRefPubMed
26.
go back to reference Lam QL, Zheng BJ, Jin DY, Cao X, Lu L: Leptin induces CD40 expression through the activation of Akt in murine dendritic cells. J Biol Chem. 2007, 282: 27587-97. 10.1074/jbc.M704579200.CrossRefPubMed Lam QL, Zheng BJ, Jin DY, Cao X, Lu L: Leptin induces CD40 expression through the activation of Akt in murine dendritic cells. J Biol Chem. 2007, 282: 27587-97. 10.1074/jbc.M704579200.CrossRefPubMed
27.
go back to reference Lord GM, Matarese G, Howard JK, Baker RJ, Bloom SR, Lechler RI: Leptin modulates the T-cell immune response and reverses starvation-induced immunosuppression. Nature. 1998, 394: 897-901. 10.1038/29795.CrossRefPubMed Lord GM, Matarese G, Howard JK, Baker RJ, Bloom SR, Lechler RI: Leptin modulates the T-cell immune response and reverses starvation-induced immunosuppression. Nature. 1998, 394: 897-901. 10.1038/29795.CrossRefPubMed
28.
go back to reference Shen J, Sakaida I, Uchida K, Terai S, Okita K: Leptin enhances TNF-alpha production via p38 and JNK MAPK in LPS-stimulated Kupffer cells. Life Sci. 2005, 77: 1502-15. 10.1016/j.lfs.2005.04.004.CrossRefPubMed Shen J, Sakaida I, Uchida K, Terai S, Okita K: Leptin enhances TNF-alpha production via p38 and JNK MAPK in LPS-stimulated Kupffer cells. Life Sci. 2005, 77: 1502-15. 10.1016/j.lfs.2005.04.004.CrossRefPubMed
29.
go back to reference Barbosa Vde S, Rego J, Antonio Da Silva N: Possible role of adipokines in systemic lupus erythematosus and rheumatoid arthritis. Rev Bras Reumatol. 2012, 52: 278-87. 10.1590/S0482-50042012000200011.CrossRefPubMed Barbosa Vde S, Rego J, Antonio Da Silva N: Possible role of adipokines in systemic lupus erythematosus and rheumatoid arthritis. Rev Bras Reumatol. 2012, 52: 278-87. 10.1590/S0482-50042012000200011.CrossRefPubMed
30.
go back to reference Vadacca M, Margiotta D, Rigon A, Cacciapaglia F, Coppolino G, Amoroso A, Afeltra A: Adipokines and systemic lupus erythematosus: relationship with metabolic syndrome and cardiovascular disease risk factors. J Rheumatol. 2009, 36: 295-7. 10.3899/jrheum.080503.CrossRefPubMed Vadacca M, Margiotta D, Rigon A, Cacciapaglia F, Coppolino G, Amoroso A, Afeltra A: Adipokines and systemic lupus erythematosus: relationship with metabolic syndrome and cardiovascular disease risk factors. J Rheumatol. 2009, 36: 295-7. 10.3899/jrheum.080503.CrossRefPubMed
Metadata
Title
Daily cytokine fluctuations, driven by leptin, are associated with fatigue severity in chronic fatigue syndrome: evidence of inflammatory pathology
Authors
Elizabeth Ann Stringer
Katharine Susanne Baker
Ian R Carroll
Jose G Montoya
Lily Chu
Holden T Maecker
Jarred W Younger
Publication date
01-12-2013
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2013
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/1479-5876-11-93

Other articles of this Issue 1/2013

Journal of Translational Medicine 1/2013 Go to the issue