Skip to main content

Advertisement

Log in

Preliminary differences in peripheral immune markers and brain metabolites between fatigued and non-fatigued breast cancer survivors: a pilot study

  • Original Research
  • Published:
Brain Imaging and Behavior Aims and scope Submit manuscript

Abstract

Persistent cancer-related fatigue (PCRF) is one of the most troubling side-effects of breast cancer (BC) treatment. One explanatory model for PCRF is sickness behavior, which is a set of adaptive responses including sleepiness and depressed mood in reaction to an inflammatory trigger. Prior research has investigated differences in inflammatory cytokines between fatigued and non-fatigued BC survivors, but no study has examined differences in brain metabolites. Differences in inflammatory markers, and brain metabolites using proton magnetic resonance spectroscopy were evaluated within 16 fatigued and 13 non-fatigued BC survivors. Fatigued BC survivors had significantly higher ratios of two markers derived from brain metabolites; namely (a) creatine, normalized to total creatine (creatine + phosphocreatine (Cr/tCr)) ratio (P = 0.03) and (b) glutamate + glutamine (Glx) to N-acetyl-aspartate (NAA) ratio (P = 0.01) in the posterior insula compared to non-fatigued breast cancer survivor. Further, serum IL-6 was increased in fatigued women compared to non-fatigued women (P = 0.03), Using receiver operator curves (ROC) we determined that the posterior insula Glx/NAA ratio was the best predictor of fatigue with an overall area under the receiver operating characteristic curve (AUROC) of 79 %, with a sensitivity of 81 % and a specificity of 69 %. However, posterior insula Glx/NAA, Cr/tCr and serum IL-6 were not significantly correlated with one another implying the possibility of independent biological mechanisms for PCRF rather than an interrelated mechanism as represented by the sickness behavior model. This study provides novel preliminary evidence of several distinct neurobiological changes in the posterior insula associated with PCRF in BC survivors. Future, longitudinal studies are needed to explore these distinct biological phenomena where changes through time in peripheral immune markers and brain metabolites are examined to determine if they correlate with changes in fatigue.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3

Similar content being viewed by others

References

  • Alexander, S., Minton, O., Andrews, P., & Stone, P. (2009). A comparison of the characteristics of disease-free breast cancer survivors with or without cancer-related fatigue syndrome. European Journal of Cancer, 45(3), 384–392.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Allen, P. J. (2012). Creatine metabolism and psychiatric disorders: does creatine supplementation have therapeutic value? Neuroscience and Biobehavioral Reviews, 36(5), 1442–1462.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • American Cancer Society. (2012). Cancer treatment and survivorsip facts & figures 2012–2013. In A. C. Society (Ed.), Atlanta, Georgia.

  • Benveniste, H., Zhang, S., Reinsel, R. A., Li, H., Lee, H., Rebecchi, M., et al. (2012). Brain metabolomic profiles of lung cancer patients prior to treatment characterized by proton magnetic resonance spectroscopy. International Journal of Clinical and Experimental Medicine, 5(2), 154–164.

    CAS  PubMed Central  PubMed  Google Scholar 

  • Berger, A. M., Kuhn, B. R., Farr, L. A., Lynch, J. C., Agrawal, S., Chamberlain, J., et al. (2009). Behavioral therapy intervention trial to improve sleep quality and cancer-related fatigue. Psychooncology, 18(6), 634–646.

    Article  PubMed  Google Scholar 

  • Bjelland, I., Dahl, A. A., Haug, T. T., & Neckelmann, D. (2002). The validity of the hospital anxiety and depression scale. An updated literature review. Journal of Psychosomatic Research, 52(2), 69–77.

    Article  PubMed  Google Scholar 

  • Bokemeyer, M., Ding, X. Q., Goldbecker, A., Raab, P., Heeren, M., Arvanitis, D., et al. (2011). Evidence for neuroinflammation and neuroprotection in HCV infection-associated encephalopathy. Gut, 60(3), 370–377.

    Article  CAS  PubMed  Google Scholar 

  • Boksem, M. A., & Tops, M. (2008). Mental fatigue: costs and benefits. Brain Research Reviews, 59(1), 125–139.

    Article  PubMed  Google Scholar 

  • Bower, J. E. (2005). Prevalence and causes of fatigue after cancer treatment: the next generation of research. Journal of Clinical Oncology, 23(33), 8280–8282.

    Article  PubMed  Google Scholar 

  • Bower, J. E. (2008). Behavioral symptoms in patients with breast cancer and survivors. Journal of Clinical Oncology, 26(5), 768–777.

    Article  PubMed Central  PubMed  Google Scholar 

  • Bower, J. E., Ganz, P. A., Aziz, N., & Fahey, J. L. (2002). Fatigue and proinflammatory cytokine activity in breast cancer survivors. Psychosomatic Medicine, 64(4), 604–611.

    Article  PubMed  Google Scholar 

  • Bower, J. E., Ganz, P. A., Aziz, N., Fahey, J. L., & Cole, S. W. (2003). T-cell homeostasis in breast cancer survivors with persistent fatigue. Journal of the National Cancer Institute, 95(15), 1165–1168.

    Article  PubMed  Google Scholar 

  • Bower, J. E., Ganz, P. A., Irwin, M. R., Kwan, L., Breen, E. C., & Cole, S. W. (2011). Inflammation and behavioral symptoms after breast cancer treatment: do fatigue, depression, and sleep disturbance share a common underlying mechanism? Journal of Clinical Oncology, 29(26), 3517–3522.

    Article  PubMed Central  PubMed  Google Scholar 

  • Brooks, J. C., Roberts, N., Whitehouse, G., & Majeed, T. (2000). Proton magnetic resonance spectroscopy and morphometry of the hippocampus in chronic fatigue syndrome. British Journal of Radiology, 73(875), 1206–1208.

    Article  CAS  PubMed  Google Scholar 

  • Cameron, B. A., Bennett, B., Li, H., Boyle, F., Desouza, P., Wilcken, N., et al. (2012). Post-cancer fatigue is not associated with immune activation or altered cytokine production. Annals of Oncology. doi:10.1093/annonc/mds108.

    PubMed Central  Google Scholar 

  • Castillo, M. (2007). Spectroscopy evidence of diffuse brain abnormalities in patients with epileptogenic foci. American Journal of Neuroradiology, 28(6), 1076–1077.

    Article  Google Scholar 

  • Chang, Y. J., Lee, J. S., Lee, C. G., Lee, W. S., Lee, K. S., Bang, S. M., et al. (2007). Assessment of clinical relevant fatigue level in cancer. Support Care Cancer, 15(7), 891–896.

    Article  PubMed  Google Scholar 

  • Chaudhuri, A., Condon, B. R., Gow, J. W., Brennan, D., & Hadley, D. M. (2003). Proton magnetic resonance spectroscopy of basal ganglia in chronic fatigue syndrome. Neuroreport, 14(2), 225–228.

    Article  CAS  PubMed  Google Scholar 

  • Collado-Hidalgo, A., Bower, J. E., Ganz, P. A., Cole, S. W., & Irwin, M. R. (2006). Inflammatory biomarkers for persistent fatigue in breast cancer survivors. Clinical Cancer Research, 12(9), 2759–2766.

    Article  CAS  PubMed  Google Scholar 

  • Craig, A. D. (2010). The sentient self. Brain Structure and Function, 214(5–6), 563–577.

    Article  PubMed  Google Scholar 

  • Craig, A. D. (2011). Significance of the insula for the evolution of human awareness of feelings from the body. Annals of the New York Academy of Sciences, 1225, 72–82.

    Article  PubMed  Google Scholar 

  • Dantzer, R. (2001). Cytokine-induced sickness behavior: mechanisms and implications. Annals of the New York Academy of Sciences, 933, 222–234.

    Article  CAS  PubMed  Google Scholar 

  • Dantzer, R., & Kelley, K. W. (2007). Twenty years of research on cytokine-induced sickness behavior. Brain, Behavior, and Immunity, 21(2), 153–160.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Filosa, A., Paixao, S., Honsek, S. D., Carmona, M. A., Becker, L., Feddersen, B., et al. (2009). Neuron-glia communication via EphA4/ephrin-A3 modulates LTP through glial glutamate transport. Nature Neuroscience, 12(10), 1285–1292.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Fletcher, M. A., Zeng, X. R., Barnes, Z., Levis, S., & Klimas, N. G. (2009). Plasma cytokines in women with chronic fatigue syndrome. Journal of Translational Medicine, 7, 96.

    Article  PubMed Central  PubMed  Google Scholar 

  • Friedman, S. D., Shaw, D. W., Ishak, G., Gropman, A. L., & Saneto, R. P. (2010). The use of neuroimaging in the diagnosis of mitochondrial disease. Developmental Disabilities Research Reviews, 16(2), 129–135.

    Article  PubMed  Google Scholar 

  • Gelinas, C., & Fillion, L. (2004). Factors related to persistent fatigue following completion of breast cancer treatment. Oncology Nursing Forum, 31(2), 269–278.

    Article  PubMed  Google Scholar 

  • Harris, R. E., Sundgren, P. C., Craig, A. D., Kirshenbaum, E., Sen, A., Napadow, V., et al. (2009). Elevated insular glutamate in fibromyalgia is associated with experimental pain. Arthritis and Rheumatism, 60(10), 3146–3152.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Hart, B. L. (1988). Biological basis of the behavior of sick animals. Neuroscience and Biobehavioral Reviews, 12(2), 123–137.

    Article  CAS  PubMed  Google Scholar 

  • Hawkins, R. A. (2009). The blood–brain barrier and glutamate. American Journal of Clinical Nutrition, 90(3), 867S–874S.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Hedberg, T. G., & Stanton, P. K. (1996). Long-term plasticity in cingulate cortex requires both NMDA and metabotropic glutamate receptor activation. European Journal of Pharmacology, 310(1), 19–27.

    Article  CAS  PubMed  Google Scholar 

  • Kesler, S. R., Watson, C., Koovakkattu, D., Lee, C., O’Hara, R., Mahaffey, M. L., et al. (2013). Elevated prefrontal myo-inositol and choline following breast cancer chemotherapy. Brain Imaging and Behavior. doi:10.1007/s11682-013-9228-1.

    PubMed  Google Scholar 

  • Kim, S. H., Son, B. H., Hwang, S. Y., Han, W., Yang, J. H., Lee, S., et al. (2008). Fatigue and depression in disease-free breast cancer survivors: prevalence, correlates, and association with quality of life. Journal of Pain and Symptom Management, 35(6), 644–655.

    Article  PubMed  Google Scholar 

  • Lee, B. N., Dantzer, R., Langley, K. E., Bennett, G. J., Dougherty, P. M., Dunn, A. J., et al. (2004). A cytokine-based neuroimmunologic mechanism of cancer-related symptoms. Neuroimmunomodulation, 11(5), 279–292.

    Article  CAS  PubMed  Google Scholar 

  • Liu, L., Mills, P. J., Rissling, M., Fiorentino, L., Natarajan, L., Dimsdale, J. E., et al. (2012). Fatigue and sleep quality are associated with changes in inflammatory markers in breast cancer patients undergoing chemotherapy. Brain, Behavior, and Immunity, 26(5), 706–713.

    Article  PubMed Central  PubMed  Google Scholar 

  • Lopez Zunini, R. A., Scherling, C., Wallis, N., Collins, B., Mackenzie, J., Bielajew, C., et al. (2012). Differences in verbal memory retrieval in breast cancer chemotherapy patients compared to healthy controls: a prospective fMRI study. Brain Imaging and Behavior. doi:10.1007/s11682-012-9213-0.

    Google Scholar 

  • Maddock, R. J., & Buonocore, M. H. (2012). MR spectroscopic studies of the brain in psychiatric disorders. Current Topics in Behavioral Neurosciences. doi:10.1007/7854_2011_197.

    PubMed  Google Scholar 

  • Maier, S. F. (2003). Bi-directional immune-brain communication: implications for understanding stress, pain, and cognition. Brain, Behavior, and Immunity, 17(2), 69–85.

    Article  CAS  PubMed  Google Scholar 

  • Mathew, S. J., Mao, X., Keegan, K. A., Levine, S. M., Smith, E. L., Heier, L. A., et al. (2009). Ventricular cerebrospinal fluid lactate is increased in chronic fatigue syndrome compared with generalized anxiety disorder: an in vivo 3.0 T (1)H MRS imaging study. NMR in Biomedicine, 22(3), 251–258.

    Article  CAS  PubMed  Google Scholar 

  • Matsui, K., Jahr, C. E., & Rubio, M. E. (2005). High-concentration rapid transients of glutamate mediate neural-glial communication via ectopic release. Journal of Neuroscience, 25(33), 7538–7547.

    Article  CAS  PubMed  Google Scholar 

  • Mehta, A., Prabhakar, M., Kumar, P., Deshmukh, R., & Sharma, P. L. (2013). Excitotoxicity: bridge to various triggers in neurodegenerative disorders. European Journal of Pharmacology, 698(1–3), 6–18.

    Article  CAS  PubMed  Google Scholar 

  • Mendoza, T. R., Wang, X. S., Cleeland, C. S., Morrissey, M., Johnson, B. A., Wendt, J. K., et al. (1999). The rapid assessment of fatigue severity in cancer patients: Use of the Brief Fatigue Inventory. Cancer, 85(5), 1186–1196.

    Article  CAS  PubMed  Google Scholar 

  • Moffett, J. R., Ross, B., Arun, P., Madhavarao, C. N., & Namboodiri, A. M. (2007). N-Acetylaspartate in the CNS: from neurodiagnostics to neurobiology. Progress in Neurobiology, 81(2), 89–131.

    Article  CAS  PubMed Central  PubMed  Google Scholar 

  • Montazeri, A. (2008). Health-related quality of life in breast cancer patients: a bibliographic review of the literature from 1974 to 2007. Journal of Experimental & Clinical Cancer Research, 27, 32.

    Article  Google Scholar 

  • Myers, J. S. (2008). Proinflammatory cytokines and sickness behavior: implications for depression and cancer-related symptoms. Oncology Nursing Forum, 35(5), 802–807.

    Article  PubMed  Google Scholar 

  • Nakanishi, S. (1992). Molecular diversity of glutamate receptors and implications for brain function. Science, 258(5082), 597–603.

    Article  CAS  PubMed  Google Scholar 

  • Provencher, S. W. (1993). Estimation of metabolite concentrations from localized in vivo proton NMR spectra. Magnetic Resonance in Medicine, 30(6), 672–679.

    Article  CAS  PubMed  Google Scholar 

  • Puri, B. K., Counsell, S. J., Zaman, R., Main, J., Collins, A. G., Hajnal, J. V., et al. (2002). Relative increase in choline in the occipital cortex in chronic fatigue syndrome. Acta Psychiatrica Scandinavica, 106(3), 224–226.

    Article  CAS  PubMed  Google Scholar 

  • Rawson, E. S., & Venezia, A. C. (2011). Use of creatine in the elderly and evidence for effects on cognitive function in young and old. Amino Acids, 40(5), 1349–1362.

    Article  CAS  PubMed  Google Scholar 

  • Reid-Arndt, S. A., Hsieh, C., & Perry, M. C. (2010). Neuropsychological functioning and quality of life during the first year after completing chemotherapy for breast cancer. Psychooncology, 19(5), 535–544.

    Article  PubMed Central  PubMed  Google Scholar 

  • Reuter-Lorenz, P. A., & Cimprich, B. (2013). Cognitive function and breast cancer: promise and potential insights from functional brain imaging. Breast Cancer Research and Treatment, 137(1), 33–43.

    Article  CAS  PubMed  Google Scholar 

  • Reyngoudt, H., Achten, E., & Paemeleire, K. (2012). Magnetic resonance spectroscopy in migraine: what have we learned so far? Cephalalgia. doi:10.1177/0333102412452048.

    PubMed  Google Scholar 

  • Ronnback, L., & Hansson, E. (2004). On the potential role of glutamate transport in mental fatigue. Journal of Neuroinflammation, 1(1), 22.

    Article  PubMed Central  PubMed  Google Scholar 

  • Savic, I., Thomas, A. M., Ke, Y., Curran, J., Fried, I., & Engel, J., Jr. (2000). In vivo measurements of glutamine + glutamate (Glx) and N-acetyl aspartate (NAA) levels in human partial epilepsy. Acta Neurologica Scandinavica, 102(3), 179–188.

    Article  CAS  PubMed  Google Scholar 

  • Schifitto, G., Deng, L., Yeh, T. M., Evans, S. R., Ernst, T., Zhong, J., et al. (2011). Clinical, laboratory, and neuroimaging characteristics of fatigue in HIV-infected individuals. Journal for Neurovirology, 17(1), 17–25.

    Article  Google Scholar 

  • Schubert, C., Hong, S., Natarajan, L., Mills, P. J., & Dimsdale, J. E. (2007). The association between fatigue and inflammatory marker levels in cancer patients: a quantitative review. Brain, Behavior, and Immunity, 21(4), 413–427.

    Article  CAS  PubMed  Google Scholar 

  • Segerstrom, S. C., & Miller, G. E. (2004). Psychological stress and the human immune system: a meta-analytic study of 30 years of inquiry. Psychological Bulletin, 130(4), 601–630.

    Article  PubMed Central  PubMed  Google Scholar 

  • Starkweather, A. R., Lyon, D. E., & Schubert, C. M. (2011). Pain and Inflammation in women with early-stage breast cancer prior to induction of chemotherapy. Biological Research for Nursing. doi:10.1177/1099800411425857.

    PubMed Central  PubMed  Google Scholar 

  • Tittle, M. B., McMillan, S. C., & Hagan, S. (2003). Validating the brief pain inventory for use with surgical patients with cancer. Oncology Nursing Forum, 30(2), 325–330.

    Article  PubMed  Google Scholar 

  • Wallimann, T., Wyss, M., Brdiczka, D., Nicolay, K., & Eppenberger, H. M. (1992). Intracellular compartmentation, structure and function of creatine kinase isoenzymes in tissues with high and fluctuating energy demands: the ‘phosphocreatine circuit’ for cellular energy homeostasis. Biochemistry Journal, 281(Pt 1), 21–40.

    CAS  Google Scholar 

Download references

Acknowledgments

This research was supported by grants from the Ronald P. and Joan M. Nordgren Cancer Research Fund and the University of Michigan National Institutes of Health Clinical and Translational Awards (CTSA) grant number UL1RR024986.

Conflict of interest

The authors declare that they have no conflict of interest.

Ethical standards

The experiments described in this manuscript comply with the current laws of the country in which they were performed.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Suzanna Maria Zick.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Zick, S.M., Zwickey, H., Wood, L. et al. Preliminary differences in peripheral immune markers and brain metabolites between fatigued and non-fatigued breast cancer survivors: a pilot study. Brain Imaging and Behavior 8, 506–516 (2014). https://doi.org/10.1007/s11682-013-9270-z

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11682-013-9270-z

Keywords

Navigation