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Altered small-world, functional brain networks in patients with lower back pain

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Abstract

In this study, we aimed to investigate the functional network changes that occur in patients with lower back pain (LBP). We also investigated the link between LBP and the small-world properties of functional networks within the brain. Functional MRI (fMRI) was performed on 20 individuals with LBP and 17 age and gender-matched normal controls during the resting state. The severity of the pain in the individuals with LBP ranged from 5 to 8 on a 0–10 scale, with 0 indicating no pain. Network-based statistics were performed to investigate the differences between the brain networks of individuals with LBP and those of normal controls. Several small-world parameters of brain networks were calculated, including the clustering coefficient, characteristic path length, local efficiency, and global efficiency. These criteria reflect the overall network efficiency. The brain networks in the individuals with LBP due to herniation of a lumbar disc demonstrated a significantly longer characteristic path length as well as a lower clustering coefficient, global efficiency, and local efficiency compared to those in control subjects. We found that LBP patients tended to have unstable and inefficient brain networks when compared with healthy controls. In addition, LBP individuals showed significantly decreased functional connectivity in the anterior cingulate cortex, middle cingulate cortex, post cingulate cortex, inferior frontal gyrus, middle temporal gyrus, occipital gyrus, postcentral gyrus, precentral gyrus, supplementary motor area, thalamus, fusiform, caudate, and cerebellum. We believe that these regions may be involved in the pathophysiology of lower back pain.

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References

  • Achard, S., and Bullmore, E. (2007). Efficiency and cost of economical brain functional networks. PLoS Comput Biol 3, e17.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Apkarian, A.V., Bushnell, M.C., Treede, R.D., and Zubieta, J.K. (2005). Human brain mechanisms of pain perception and regulation in health and disease. Eur J Pain 9, 463.

    Article  PubMed  Google Scholar 

  • Cauda, F., Sacco, K., Duca, S., Cocito, D., D’Agata, F., Geminiani, G.C., and Canavero, S. (2009). Altered resting state in diabetic neuropathic pain. PLoS ONE 4, e4542.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Farmer, M.A., Baliki, M.N., and Apkarian, A.V. (2012). A dynamic network perspective of chronic pain. NeuroSci Lett 520, 197–203.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Gao, G., Wang, C., Zhang, X., Hu, J., Yang, X., Wang, H., Zhang, J., and Wang, X. (2017). Quantitative analysis of diffusion-weighted magnetic resonance images: differentiation between prostate cancer and normal tissue based on a computer-aided diagnosis system. Sci China Life Sci 60, 37–43.

    Article  PubMed  Google Scholar 

  • Geha, P.Y., Baliki, M.N., Chialvo, D.R., Harden, R.N., Paice, J.A., and Apkarian, A.V. (2007). Brain activity for spontaneous pain of postherpetic neuralgia and its modulation by lidocaine patch therapy. Pain 128, 88–100.

    Article  PubMed  CAS  Google Scholar 

  • He, Y., Dagher, A., Chen, Z., Charil, A., Zijdenbos, A., Worsley, K., and Evans, A. (2009). Impaired small-world efficiency in structural cortical networks in multiple sclerosis associated with white matter lesion load. Brain 132, 3366–3379.

    Article  PubMed  PubMed Central  Google Scholar 

  • Jiang, T., Xie, L., Lou, X., Li, D., Chen, Z., Xiao, H., and Ma, L. (2017). T2 relaxation time measurements in the brains of scalded rats. Sci China Life Sci 60, 5–10.

    Article  PubMed  Google Scholar 

  • Latora, V., and Marchiori, M. (2001). Efficient behavior of small-world networks. Phys Rev Lett 87, 198701.

    Article  PubMed  CAS  Google Scholar 

  • Li, F., and Wang, X. (2017). Relationship between Framingham risk score and subclinical atherosclerosis in carotid plaques: an in vivo study using multi-contrast MRI. Sci China Life Sci 60, 23–27.

    Article  PubMed  Google Scholar 

  • Li, Y., Liu, G., Lou, X., Chen, Z., and Ma, L. (2017). Intra-individual comparison of different gadolinium-based contrast agents in the quantitative evaluation of C6 glioma with dynamic contrast-enhanced magnetic resonance imaging. Sci China Life Sci 60, 11–15.

    Article  PubMed  CAS  Google Scholar 

  • Liu, J., Hao, Y., Du, M., Wang, X., Zhang, J., Manor, B., Jiang, X., Fang, W., and Wang, D. (2013). Quantitative cerebral blood flow mapping and functional connectivity of postherpetic neuralgia pain: a perfusion fMRI study. Pain 154, 110–118.

    Article  PubMed  Google Scholar 

  • Price, D.D. (2000). Psychological and neural mechanisms of the affective dimension of pain. Science 288, 1769–1772.

    Article  PubMed  CAS  Google Scholar 

  • Sporns, O., and Honey, C.J. (2006). Small worlds inside big brains. Proc Natl Acad Sci USA 103, 19219–19220.

    Article  PubMed  CAS  Google Scholar 

  • Su, Q., Bi, S., and Yang, X. (2017). Prioritization of liver MRI for distinguishing focal lesions. Sci China Life Sci 60, 28–36.

    Article  PubMed  Google Scholar 

  • Vartiainen, N., Kirveskari, E., Kallio-Laine, K., Kalso, E., and Forss, N. (2009). Cortical reorganization in primary somatosensory cortex in patients with unilateral chronic pain. J Pain 10, 854–859.

    Article  PubMed  Google Scholar 

  • Wang, L., Zhu, C., He, Y., Zang, Y., Cao, Q.J., Zhang, H., Zhong, Q., and Wang, Y. (2009). Altered small-world brain functional networks in children with attention-deficit/hyperactivity disorder. Hum Brain Mapp 30, 638–649.

    Article  PubMed  CAS  Google Scholar 

  • Wang, X., and Zhou, X.J. (2017). Magnetic resonance imaging in personalized medicine. Sci China Life Sci 60, 1–4.

    PubMed  Google Scholar 

  • Wasan, A.D., Loggia, M.L., Chen, L.Q., Napadow, V., Kong, J., and Gollub, R.L. (2011). Neural correlates of chronic low back pain measured by arterial spin labeling. Anesthesiology 115, 364–374.

    Article  PubMed  PubMed Central  Google Scholar 

  • Whigham, P.A., Dick, G., and Parry, M. (1998). Collective dynamics of ‘small-world’ networks. Nature 393, 440–442.

    Article  CAS  Google Scholar 

  • Yang, D., Zhang, J., Han, D., Jin, E., and Yang, Z. (2017). The role of apparent diffusion coefficient values in characterization of solid focal liver lesions: a prospective and comparative clinical study. Sci China Life Sci 60, 16–22.

    Article  PubMed  CAS  Google Scholar 

  • Yao, R.W., Du, L., Zhu, L., Xiang, Z.H., Chen, C., Hou, B., and Feng, F. (2015). An inverse approach to identifying the in vivo material parameters of female pelvic floor muscles using MRI data. Sci China Life Sci 58, 305–308.

    Article  PubMed  Google Scholar 

  • Zhang, S., Wu, W., Liu, Z., Huang, G., Guo, S., and Yang, J. (2014). Altered regional homogeneity in experimentally induced low back pain: a resting-state fMRI study. J NeuroEng Rehabil 11, 115.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Zhang, Y., Liu, J., Li, L., Du, M., Fang, W., Wang, D., Jiang, X., Hu, X., Zhang, J., Wang, X., et al. (2014). A study on small-world brain functional networks altered by postherpetic neuralgia. Magn Reson Imag 32, 359–365.

    Article  Google Scholar 

  • Zhao, X., Liu, Y., Wang, X., Liu, B., Xi, Q., Guo, Q., Jiang, H., Jiang, T., and Wang, P. (2012). Disrupted small-world brain networks in moderate Alzheimer’s disease: a resting-state fMRI study. PLoS ONE 7, e33540.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

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Acknowledgements

This work was supported by the National Natural Science Foundation of China (81401932) and the Beijing Natural Science Foundation (7154246).

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Correspondence to Xiaoying Wang or Dongxin Wang.

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Liu, J., Zhang, F., Liu, X. et al. Altered small-world, functional brain networks in patients with lower back pain. Sci. China Life Sci. 61, 1420–1424 (2018). https://doi.org/10.1007/s11427-017-9108-6

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  • DOI: https://doi.org/10.1007/s11427-017-9108-6

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