Abstract
The aim of this study was to investigate the topological reorganization of the brain default mode network (DMN) in patients with irritable bowel syndrome (IBS) using resting-state functional magnetic resonance imaging (rs-fMRI). With approval by our ethics committee, rs-fMRI was prospectively performed in 31 IBS patients (25 male, 27 ± 8 years) and 32 healthy controls (25 male, 29 ± 9 years). The DMN was determined by unbiased seed-based functional connectivity (FC) analysis and then parcellated into several subregions. FC across all pairs of DMN subregions was computed to construct the DMN architecture, for which topological properties were characterized by graph theoretical approaches. Pearson correlation was performed between abnormal DMN inter-regional FC and network measures and clinical indices in IBS patients. Compared to healthy controls, IBS patients showed decreased DMN inter-regional FC between the anterior cingulate cortex and precuneus, the medial orbital of the superior frontal gyrus (ORBsupmed) and precuneus, and the middle temporal gyrus and precuneus. IBS patients also showed decreased DMN global efficiency (E glob). Inclusion of anxiety and depression as covariates abolished FC between ORBsupmed and precuneus and some E glob differences. The average DMN FC was positively correlated with average E glob (r = 0.47, P = 0.008) and negatively correlated with symptom severity score (r = −0.37, P = 0.04) in IBS patients. In conclusion, IBS patients showed topological reorganization of the DMN to a non-optimized regularity configuration, which may partly be ascribed to high levels of anxiety and depression.
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References
Chey WD, Kurlander J, Eswaran S (2015) Irritable bowel syndrome: a clinical review. JAMA 313(9):949–958. doi:10.1001/jama.2015.0954
Mayer EA (2008) Clinical practice. Irritable bowel syndrome. N Engl J Med 358(16):1692–1699. doi:10.1056/NEJMcp0801447
Canavan C, West J, Card T (2014) Review article: the economic impact of the irritable bowel syndrome. Aliment Pharmacol Ther 40(9):1023–1034. doi:10.1111/apt.12938
Mayer EA, Tillisch K (2011) The brain-gut axis in abdominal pain syndromes. Annu Rev Med 62:381–396. doi:10.1146/annurev-med-012309-103958
Mayer EA, Aziz Q, Coen S, Kern M, Labus JS, Lane R, Kuo B, Naliboff B et al (2009) Brain imaging approaches to the study of functional GI disorders: a Rome working team report. Neurogastroenterol Motil 21(6):579–596. doi:10.1111/j.1365-2982.2009.01304.x
Chang L (2005) Brain responses to visceral and somatic stimuli in irritable bowel syndrome: a central nervous system disorder? Gastroenterol Clin North Am 34(2):271–279. doi:10.1016/j.gtc.2005.02.003
Tillisch K, Mayer EA, Labus JS (2011) Quantitative meta-analysis identifies brain regions activated during rectal distension in irritable bowel syndrome. Gastroenterology 140(1):91–100
Mayer EA, Aziz Q, Coen S, Kern M, Labus J, Lane R, Kuo B, Naliboff B et al (2009) Brain imaging approaches to the study of functional GI disorders: a Rome working team report. Neurogastroenterology Motility 21(6):579–596
Fox MD, Raichle ME (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8(9):700–711. doi:10.1038/nrn2201
Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001) A default mode of brain function. Proc Natl Acad Sci U S A 98(2):676–682. doi:10.1073/pnas.98.2.676
Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 102(27):9673–9678. doi:10.1073/pnas.0504136102
Greicius MD, Krasnow B, Reiss AL, Menon V (2003) Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A 100(1):253–258. doi:10.1073/pnas.01350581000135058100
Raichle ME, Snyder AZ (2007) A default mode of brain function: a brief history of an evolving idea. Neuroimage 37(4):1083–1090. doi:10.1016/j.neuroimage.2007.02.041, 1097–1089
Toussaint PJ, Maiz S, Coynel D, Doyon J, Messe A, de Souza LC, Sarazin M, Perlbarg V et al (2014) Characteristics of the default mode functional connectivity in normal ageing and Alzheimer’s disease using resting state fMRI with a combined approach of entropy-based and graph theoretical measurements. Neuroimage 101:778–786. doi:10.1016/j.neuroimage.2014.08.003
Zhang J, Wang J, Wu Q, Kuang W, Huang X, He Y, Gong Q (2011) Disrupted brain connectivity networks in drug-naive, first-episode major depressive disorder. Biol Psychiatry 70(4):334–342. doi:10.1016/j.biopsych.2011.05.018
Farmer MA, Baliki MN, Apkarian AV (2012) A dynamic network perspective of chronic pain. Neurosci Lett 520(2):197–203. doi:10.1016/j.neulet.2012.05.001
Napadow V, LaCount L, Park K, As-Sanie S, Clauw DJ, Harris RE (2010) Intrinsic brain connectivity in fibromyalgia is associated with chronic pain intensity. Arthritis Rheum 62(8):2545–2555. doi:10.1002/art.27497
Baliki MN, Mansour AR, Baria AT, Apkarian AV (2014) Functional reorganization of the default mode network across chronic pain conditions. PLoS One 9(9), e106133. doi:10.1371/journal.pone.0106133
Letzen JE, Craggs JG, Perlstein WM, Price DD, Robinson ME (2013) Functional connectivity of the default mode network and its association with pain networks in irritable bowel patients assessed via lidocaine treatment. J Pain 14(10):1077–1087. doi:10.1016/j.jpain.2013.04.003
Gupta A, Rapkin AJ, Gill Z, Kilpatrick L, Fling C, Stains J, Masghati S, Tillisch K et al (2015) Disease-related differences in resting state networks: a comparison between localized provoked vulvodynia, irritable bowel syndrome, and healthy control subjects. Pain
Wang J, Zuo X, He Y (2010) Graph-based network analysis of resting-state functional MRI. Front Syst Neurosci 4:16. doi:10.3389/fnsys.2010.00016
Fadgyas-Stanculete M, Buga A-M, Popa-Wagner A, Dumitrascu DL (2014) The relationship between irritable bowel syndrome and psychiatric disorders: from molecular changes to clinical manifestations. J Mol Psych 2(1):4
Van Oudenhove L (2010) Visceral sensory and cognitive-affective neuroscience: towards integration? Gut 59(4):431–432
Drossman DA (2006) The functional gastrointestinal disorders and the Rome III process. Gastroenterology 130(5):1377–1390. doi:10.1053/j.gastro.2006.03.008
Folstein MF, Robins LN, Helzer JE (1983) The mini-mental state examination. Arch Gen Psychiatry 40(7):812
Nasreddine ZS, Phillips NA, Bedirian V, Charbonneau S, Whitehead V, Collin I, Cummings JL, Chertkow H (2005) The Montreal Cognitive Assessment, MoCA: a brief screening tool for mild cognitive impairment. J Am Geriatr Soc 53(4):695–699. doi:10.1111/j.1532-5415.2005.53221.x
Zung WW (1971) A rating instrument for anxiety disorders. Psychosomatics 12(6):371–379. doi:10.1016/S0033-3182(71)71479-0
Zung WW, Richards CB, Short MJ (1965) Self-rating depression scale in an outpatient clinic. Further validation of the SDS. Arch Gen Psychiatry 13(6):508–515
Francis CY, Morris J, Whorwell PJ (1997) The irritable bowel severity scoring system: a simple method of monitoring irritable bowel syndrome and its progress. Aliment Pharmacol Ther 11(2):395–402
Patrick DL, Drossman DA, Frederick IO, DiCesare J, Puder KL (1998) Quality of life in persons with irritable bowel syndrome: development and validation of a new measure. Dig Dis Sci 43(2):400–411
Price DD, Bush FM, Long S, Harkins SW (1994) A comparison of pain measurement characteristics of mechanical visual analogue and simple numerical rating scales. Pain 56(2):217–226
Liu CH, Li F, Li SF, Wang YJ, Tie CL, Wu HY, Zhou Z, Zhang D et al (2012) Abnormal baseline brain activity in bipolar depression: a resting state functional magnetic resonance imaging study. Psychiatry Res 203(2–3):175–179. doi:10.1016/j.pscychresns.2012.02.007
Vaishnavi SN, Vlassenko AG, Rundle MM, Snyder AZ, Mintun MA, Raichle ME (2010) Regional aerobic glycolysis in the human brain. Proc Natl Acad Sci U S A 107(41):17757–17762. doi:10.1073/pnas.1010459107
Li S, Zhou M, Yu B, Ma Z, Chen S, Gong Q, He L, Huang X et al (2014) Altered default mode and affective network connectivity in stroke patients with and without dysphagia. J Rehabil Med 46(2):126–131. doi:10.2340/16501977-1249
Maldjian JA, Laurienti PJ, Kraft RA, Burdette JH (2003) An automated method for neuroanatomic and cytoarchitectonic atlas-based interrogation of fMRI data sets. Neuroimage 19(3):1233–1239
Wang L, Li H, Liang Y, Zhang J, Li X, Shu N, Wang YY, Zhang Z (2013) Amnestic mild cognitive impairment: topological reorganization of the default-mode network. Radiology 268(2):501–514. doi:10.1148/radiol.13121573
Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10(3):186–198. doi:10.1038/nrn2575
Xia M, He Y (2011) Magnetic resonance imaging and graph theoretical analysis of complex brain networks in neuropsychiatric disorders. Brain Connect 1(5):349–365. doi:10.1089/brain.2011.0062
He Y, Wang J, Wang L, Chen ZJ, Yan C, Yang H, Tang H, Zhu C et al (2009) Uncovering intrinsic modular organization of spontaneous brain activity in humans. PLoS One 4(4), e5226. doi:10.1371/journal.pone.0005226
Latora V, Marchiori M (2001) Efficient behavior of small-world networks. Phys Rev Lett 87(19):198701
Fornito A, Yoon J, Zalesky A, Bullmore ET, Carter CS (2011) General and specific functional connectivity disturbances in first-episode schizophrenia during cognitive control performance. Biol Psychiatry 70(1):64–72. doi:10.1016/j.biopsych.2011.02.019
Jin C, Qi R, Yin Y, Hu X, Duan L, Xu Q, Zhang Z, Zhong Y et al (2014) Abnormalities in whole-brain functional connectivity observed in treatment-naive post-traumatic stress disorder patients following an earthquake. Psychol Med 44(9):1927–1936. doi:10.1017/S003329171300250X
Zhou G, Qin W, Zeng F, Liu P, Yang X, von Deneen KM, Gong Q, Liang F et al (2013) White-matter microstructural changes in functional dyspepsia: a diffusion tensor imaging study. Am J Gastroenterol 108(2):260–269. doi:10.1038/ajg.2012.405
Naliboff BD, Berman S, Suyenobu B, Labus JS, Chang L, Stains J, Mandelkern MA, Mayer EA (2006) Longitudinal change in perceptual and brain activation response to visceral stimuli in irritable bowel syndrome patients. Gastroenterology 131(2):352–365. doi:10.1053/j.gastro.2006.05.014
Albert J, Lopez-Martin S, Tapia M, Montoya D, Carretie L (2012) The role of the anterior cingulate cortex in emotional response inhibition. Hum Brain Mapp 33(9):2147–2160. doi:10.1002/hbm.21347
Barthas F, Sellmeijer J, Hugel S, Waltisperger E, Barrot M, Yalcin I (2015) The anterior cingulate cortex is a critical hub for pain-induced depression. Biol Psychiatry 77(3):236–245
Ma X, Li S, Tian J, Jiang G, Wen H, Wang T, Fang J, Zhan W et al (2015) Altered brain spontaneous activity and connectivity network in irritable bowel syndrome patients: a resting-state fMRI study. Clin Neurophysiol 126(6):1190–1197. doi:10.1016/j.clinph.2014.10.004
Jarrett ME, Burr RL, Cain KC, Hertig V, Weisman P, Heitkemper MM (2003) Anxiety and depression are related to autonomic nervous system function in women with irritable bowel syndrome. Dig Dis Sci 48(2):386–394
Elsenbruch S, Rosenberger C, Enck P, Forsting M, Schedlowski M, Gizewski ER (2010) Affective disturbances modulate the neural processing of visceral pain stimuli in irritable bowel syndrome: an fMRI study. Gut 59(4):489–495. doi:10.1136/gut.2008.175000
Labus JS, Gupta A, Coveleskie K, Tillisch K, Kilpatrick L, Jarcho J, Feier N, Bueller J et al (2013) Sex differences in emotion-related cognitive processes in irritable bowel syndrome and healthy control subjects. Pain 154(10):2088–2099. doi:10.1016/j.pain.2013.06.024
Hong J-Y, Kilpatrick LA, Labus J, Gupta A, Jiang Z, Ashe-McNalley C, Stains J, Heendeniya N et al (2013) Patients with chronic visceral pain show sex-related alterations in intrinsic oscillations of the resting brain. J Neurosci 33(29):11994–12002
Cole DM, Smith SM, Beckmann CF (2010) Advances and pitfalls in the analysis and interpretation of resting-state FMRI data. Front Syst Neurosci 4:8. doi:10.3389/fnsys.2010.00008
Acknowledgments
This work was supported by the grants from the Natural Scientific Foundation of China (grant nos. 81322020, 81230032, and 81171313 for L.J.Z. and 81301209 for R.Q.), the Program for New Century Excellent Talents in the University (NCET-12-0260 for L.J.Z.), and the Chinese Key Program (grant nos. BWS11J063 and 10z026 for G.M.L.). Dr. Rongfeng Qi (the first author) had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
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U.J.S. is a consultant for and/or receives research support from Bayer, Bracco, GE Healthcare, Medrad, and Siemens Healthcare. The other authors have no conflicts of interest to declare.
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Qi, R., Ke, J., Schoepf, U.J. et al. Topological Reorganization of the Default Mode Network in Irritable Bowel Syndrome. Mol Neurobiol 53, 6585–6593 (2016). https://doi.org/10.1007/s12035-015-9558-7
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DOI: https://doi.org/10.1007/s12035-015-9558-7