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Resting-State Functional Network Disturbances in Schizophrenia

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Brain Network Dysfunction in Neuropsychiatric Illness

Abstract

Resting-state functional magnetic resonance imaging is a powerful technique to study the severe mental disease – schizophrenia. Particularly, disturbances of functional resting-state brain networks in this illness are widely investigated. For example, dysconnectivity among brain networks have been revealed by regions of interest-based analysis, independent component analysis, graph theory-based analysis, and dynamic connectivity analysis. In addition, altered amplitude of low-frequency fluctuation and regional homogeneity of specific brain areas have also been discovered. Briefly, widespread disrupted connectivity in functional resting-state brain networks is identified in schizophrenia by those methods. Most importantly, some of the brain disturbances are associated with patient’s symptoms. Future studies may develop new understanding of how these functional brain disturbances translate into clinical practice, and help inform disease diagnosis.

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References

  • Alexander-Bloch, A., Lambiotte, R., Roberts, B., Giedd, J., Gogtay, N., Bullmore, E., 2012. The discovery of population differences in network community structure: new methods and applications to brain functional networks in schizophrenia. Neuroimage 59, 3889–3900.

    Article  PubMed  Google Scholar 

  • Alexander-Bloch, A.F., Gogtay, N., Meunier, D., Birn, R., Clasen, L., Lalonde, F., Lenroot, R., Giedd, J., Bullmore, E.T., 2010. Disrupted modularity and local connectivity of brain functional networks in childhood-onset schizophrenia. Front Syst Neurosci 4, 147.

    Article  PubMed  PubMed Central  Google Scholar 

  • Alexander-Bloch, A.F., Vertes, P.E., Stidd, R., Lalonde, F., Clasen, L., Rapoport, J., Giedd, J., Bullmore, E.T., Gogtay, N., 2013. The anatomical distance of functional connections predicts brain network topology in health and schizophrenia. Cereb Cortex 23, 127–138.

    Article  PubMed  Google Scholar 

  • Allen, E.A., Damaraju, E., Plis, S.M., Erhardt, E.B., Eichele, T., Calhoun, V.D., 2014. Tracking whole-brain connectivity dynamics in the resting state. Cereb Cortex 24, 663–676.

    Article  PubMed  Google Scholar 

  • Anderson, A., Cohen, M.S., 2013. Decreased small-world functional network connectivity and clustering across resting state networks in schizophrenia: an fMRI classification tutorial. Front Hum Neurosci 7, 520.

    Article  PubMed  PubMed Central  Google Scholar 

  • Andreasen, N.C., Pierson, R., 2008. The role of the cerebellum in schizophrenia. Biol Psychiatry 64, 81–88.

    Article  PubMed  PubMed Central  Google Scholar 

  • Arbabshirani, M.R., Calhoun, V.D., 2011. Functional network connectivity during rest and task: comparison of healthy controls and schizophrenic patients. Conference proceedings: … Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference 2011, 4418–4421.

    Google Scholar 

  • Arbabshirani, M.R., Kiehl, K.A., Pearlson, G.D., Calhoun, V.D., 2013. Classification of schizophrenia patients based on resting-state functional network connectivity. Front Neurosci 7, 133.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bassett, D.S., Gazzaniga, M.S., 2011. Understanding complexity in the human brain. Trends Cogn Sci 15, 200–209.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bassett, D.S., Nelson, B.G., Mueller, B.A., Camchong, J., Lim, K.O., 2012. Altered resting state complexity in schizophrenia. Neuroimage 59, 2196–2207.

    Article  PubMed  Google Scholar 

  • Bassett, D.S., Wymbs, N.F., Porter, M.A., Mucha, P.J., Carlson, J.M., Grafton, S.T., 2011. Dynamic reconfiguration of human brain networks during learning. Proc Natl Acad Sci U S A 108, 7641–7646.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Beckmann, C.F., DeLuca, M., Devlin, J.T., Smith, S.M., 2005. Investigations into resting-state connectivity using independent component analysis. Philosophical transactions of the Royal Society of London. Series B, Biological sciences 360, 1001–1013.

    Article  Google Scholar 

  • Berman, R.A., Gotts, S.J., McAdams, H.M., Greenstein, D., Lalonde, F., Clasen, L., Watsky, R.E., Shora, L., Ordonez, A.E., Raznahan, A., Martin, A., Gogtay, N., Rapoport, J., 2016. Disrupted sensorimotor and social-cognitive networks underlie symptoms in childhood-onset schizophrenia. Brain 139, 276–291.

    Article  PubMed  Google Scholar 

  • Biswal, B., Yetkin, F.Z., Haughton, V.M., Hyde, J.S., 1995. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34, 537–541.

    Article  CAS  PubMed  Google Scholar 

  • Biswal, B.B., 2012. Resting state fMRI: a personal history. Neuroimage 62, 938–944.

    Article  PubMed  Google Scholar 

  • Bluhm, R.L., Miller, J., Lanius, R.A., Osuch, E.A., Boksman, K., Neufeld, R.W., Theberge, J., Schaefer, B., Williamson, P., 2007. Spontaneous low-frequency fluctuations in the BOLD signal in schizophrenic patients: anomalies in the default network. Schizophr Bull 33, 1004–1012.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bluhm, R.L., Miller, J., Lanius, R.A., Osuch, E.A., Boksman, K., Neufeld, R.W., Theberge, J., Schaefer, B., Williamson, P.C., 2009. Retrosplenial cortex connectivity in schizophrenia. Psychiatry Res 174, 17–23.

    Article  PubMed  Google Scholar 

  • Bullmore, E., Sporns, O., 2009. Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10, 186–198.

    Article  CAS  PubMed  Google Scholar 

  • Calhoun, V.D., Adali, T., Pearlson, G.D., Pekar, J.J., 2001. A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14, 140–151.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Calhoun, V.D., Eichele, T., Pearlson, G., 2009a. Functional brain networks in schizophrenia: a review. Front Hum Neurosci 3, 17.

    Article  PubMed  PubMed Central  Google Scholar 

  • Calhoun, V.D., Kiehl, K.A., Pearlson, G.D., 2008. Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks. Hum Brain Mapp 29, 828–838.

    Article  PubMed  PubMed Central  Google Scholar 

  • Calhoun, V.D., Liu, J., Adali, T., 2009b. A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 45, S163–172.

    Article  PubMed  Google Scholar 

  • Calhoun, V.D., Miller, R., Pearlson, G., Adali, T., 2014. The chronnectome: time-varying connectivity networks as the next frontier in fMRI data discovery. Neuron 84, 262–274.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Calhoun, V.D., Sui, J., Kiehl, K., Turner, J., Allen, E., Pearlson, G., 2011. Exploring the psychosis functional connectome: aberrant intrinsic networks in schizophrenia and bipolar disorder. Frontiers in psychiatry/Frontiers Research Foundation 2, 75.

    Google Scholar 

  • Camchong, J., MacDonald, A.W., 3rd, Bell, C., Mueller, B.A., Lim, K.O., 2011. Altered functional and anatomical connectivity in schizophrenia. Schizophr Bull 37, 640–650.

    Article  PubMed  Google Scholar 

  • Cetin, M.S., Christensen, F., Abbott, C.C., Stephen, J.M., Mayer, A.R., Canive, J.M., Bustillo, J.R., Pearlson, G.D., Calhoun, V.D., 2014. Thalamus and posterior temporal lobe show greater inter-network connectivity at rest and across sensory paradigms in schizophrenia. Neuroimage 97, 117–126.

    Article  PubMed  Google Scholar 

  • Chen, J., Xu, Y., Zhang, K., Liu, Z., Xu, C., Shen, Y., Xu, Q., 2013a. Comparative study of regional homogeneity in schizophrenia and major depressive disorder. Am J Med Genet B Neuropsychiatr Genet 162B, 36–43.

    Article  PubMed  Google Scholar 

  • Chen, Y.L., Tu, P.C., Lee, Y.C., Chen, Y.S., Li, C.T., Su, T.P., 2013b. Resting-state fMRI mapping of cerebellar functional dysconnections involving multiple large-scale networks in patients with schizophrenia. Schizophr Res 149, 26–34.

    Article  PubMed  Google Scholar 

  • Cheng, H., Newman, S., Goni, J., Kent, J.S., Howell, J., Bolbecker, A., Puce, A., O’Donnell, B.F., Hetrick, W.P., 2015. Nodal centrality of functional network in the differentiation of schizophrenia. Schizophr Res 168, 345–352.

    Article  PubMed  PubMed Central  Google Scholar 

  • Damaraju, E., Allen, E.A., Belger, A., Ford, J.M., McEwen, S., Mathalon, D.H., Mueller, B.A., Pearlson, G.D., Potkin, S.G., Preda, A., Turner, J.A., Vaidya, J.G., van Erp, T.G., Calhoun, V.D., 2014. Dynamic functional connectivity analysis reveals transient states of dysconnectivity in schizophrenia. Neuroimage Clin 5, 298–308.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Deco, G., Corbetta, M., 2011. The dynamical balance of the brain at rest. Neuroscientist 17, 107–123.

    Article  PubMed  Google Scholar 

  • Deco, G., Jirsa, V.K., McIntosh, A.R., 2011. Emerging concepts for the dynamical organization of resting-state activity in the brain. Nat Rev Neurosci 12, 43–56.

    Article  CAS  PubMed  Google Scholar 

  • Du, W., Calhoun, V.D., Li, H., Ma, S., Eichele, T., Kiehl, K.A., Pearlson, G.D., Adali, T., 2012. High classification accuracy for schizophrenia with rest and task FMRI data. Front Hum Neurosci 6, 145.

    Article  PubMed  PubMed Central  Google Scholar 

  • Du, Y.H., Pearlson, G.D., Yu, Q.B., He, H., Lin, D.D., Sui, J., Wu, L., Calhoun, V.D., 2016. Interaction among subsystems within default mode network diminished in schizophrenia patients: A dynamic connectivity approach. Schizophrenia Research 170, 55–65.

    Article  PubMed  Google Scholar 

  • Duan, M., Chen, X., He, H., Jiang, Y., Jiang, S., Xie, Q., Lai, Y., Luo, C., Yao, D., 2015. Altered Basal Ganglia Network Integration in Schizophrenia. Front Hum Neurosci 9, 561.

    Article  PubMed  PubMed Central  Google Scholar 

  • Erhardt, E.B., Allen, E.A., Damaraju, E., Calhoun, V.D., 2011. On network derivation, classification, and visualization: a response to Habeck and Moeller. Brain connectivity 1, 1–19.

    Article  PubMed  Google Scholar 

  • Fan, F.M., Tan, S.P., Yang, F.D., Tan, Y.L., Zhao, Y.L., Chen, N., Li, B.B., Song, C.S., Wang, Y.H., Jin, Z., Zhou, D.F., Milham, M.P., Zou, Y.Z., Zuo, X.N., 2013. Ventral medial prefrontal functional connectivity and emotion regulation in chronic schizophrenia: a pilot study. Neuroscience bulletin 29, 59–74.

    Article  PubMed  PubMed Central  Google Scholar 

  • Fornito, A., Zalesky, A., Breakspear, M., 2015. The connectomics of brain disorders. Nat Rev Neurosci 16, 159–172.

    Article  CAS  PubMed  Google Scholar 

  • Fornito, A., Zalesky, A., Pantelis, C., Bullmore, E.T., 2012. Schizophrenia, neuroimaging and connectomics. Neuroimage 62, 2296–2314.

    Article  PubMed  Google Scholar 

  • Fox, M.D., Greicius, M., 2010. Clinical applications of resting state functional connectivity. Front Syst Neurosci 4, 19.

    PubMed  PubMed Central  Google Scholar 

  • Fox, M.D., Raichle, M.E., 2007. Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8, 700–711.

    Article  CAS  PubMed  Google Scholar 

  • Friston, K.J., Frith, C.D., 1995. Schizophrenia: a disconnection syndrome? Clin Neurosci 3, 89–97.

    CAS  PubMed  Google Scholar 

  • Friston, K.J., Frith, C.D., Fletcher, P., Liddle, P.F., Frackowiak, R.S., 1996. Functional topography: multidimensional scaling and functional connectivity in the brain. Cereb Cortex 6, 156–164.

    Article  CAS  PubMed  Google Scholar 

  • Friston, K.J., Frith, C.D., Liddle, P.F., Frackowiak, R.S., 1993. Functional connectivity: the principal-component analysis of large (PET) data sets. Journal of cerebral blood flow and metabolism: official journal of the International Society of Cerebral Blood Flow and Metabolism 13, 5–14.

    Article  CAS  Google Scholar 

  • Fryer, S.L., Roach, B.J., Ford, J.M., Turner, J.A., van Erp, T.G., Voyvodic, J., Preda, A., Belger, A., Bustillo, J., O’Leary, D., Mueller, B.A., Lim, K.O., McEwen, S.C., Calhoun, V.D., Diaz, M., Glover, G., Greve, D., Wible, C.G., Vaidya, J., Potkin, S.G., Mathalon, D.H., 2015. Relating Intrinsic Low-Frequency BOLD Cortical Oscillations to Cognition in Schizophrenia. Neuropsychopharmacology 40, 2705–2714.

    Article  PubMed  PubMed Central  Google Scholar 

  • Fu, Z., Tu, Y., Di, X., Du, Y., Pearlson, G.D., Turner, J.A., Biswal, B.B., Zhang, Z., Calhoun, V.D., 2017. Characterizing dynamic amplitude of low-frequency fluctuation and its relationship with dynamic functional connectivity: An application to schizophrenia. Neuroimage.

    Google Scholar 

  • Gao, B., Wang, Y., Liu, W., Chen, Z., Zhou, H., Yang, J., Cohen, Z., Zhu, Y., Zang, Y., 2015. Spontaneous Activity Associated with Delusions of Schizophrenia in the Left Medial Superior Frontal Gyrus: A Resting-State fMRI Study. PLoS One 10, e0133766.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Garrity, A.G., Pearlson, G.D., McKiernan, K., Lloyd, D., Kiehl, K.A., Calhoun, V.D., 2007. Aberrant “default mode” functional connectivity in schizophrenia. Am J Psychiatry 164, 450–457.

    Article  PubMed  Google Scholar 

  • Gavrilescu, M., Rossell, S., Stuart, G.W., Shea, T.L., Innes-Brown, H., Henshall, K., McKay, C., Sergejew, A.A., Copolov, D., Egan, G.F., 2010. Reduced connectivity of the auditory cortex in patients with auditory hallucinations: a resting state functional magnetic resonance imaging study. Psychol Med 40, 1149–1158.

    Article  CAS  PubMed  Google Scholar 

  • Golestani, A.M., Kwinta, J.B., Khatamian, Y.B., Chen, J.J., 2017. The Effect of Low-Frequency Physiological Correction on the Reproducibility and Specificity of Resting-State fMRI Metrics: Functional Connectivity, ALFF, and ReHo. Front Neurosci 11, 546.

    Article  PubMed  PubMed Central  Google Scholar 

  • Greicius, M., 2008. Resting-state functional connectivity in neuropsychiatric disorders. Curr Opin Neurol 21, 424–430.

    Article  PubMed  Google Scholar 

  • Hadley, J.A., Kraguljac, N.V., White, D.M., Ver Hoef, L., Tabora, J., Lahti, A.C., 2016. Change in brain network topology as a function of treatment response in schizophrenia: a longitudinal resting-state fMRI study using graph theory. NPJ Schizophr 2, 16014.

    Article  PubMed  PubMed Central  Google Scholar 

  • He, Y., Wang, J., Wang, L., Chen, Z.J., Yan, C., Yang, H., Tang, H., Zhu, C., Gong, Q., Zang, Y., Evans, A.C., 2009. Uncovering intrinsic modular organization of spontaneous brain activity in humans. PLoS One 4, e5226.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • He, Z., Deng, W., Li, M., Chen, Z., Jiang, L., Wang, Q., Huang, C., Collier, D.A., Gong, Q., Ma, X., Zhang, N., Li, T., 2013. Aberrant intrinsic brain activity and cognitive deficit in first-episode treatment-naive patients with schizophrenia. Psychol Med 43, 769–780.

    Article  CAS  PubMed  Google Scholar 

  • Hoptman, M.J., D’Angelo, D., Catalano, D., Mauro, C.J., Shehzad, Z.E., Kelly, A.M., Castellanos, F.X., Javitt, D.C., Milham, M.P., 2010. Amygdalofrontal functional disconnectivity and aggression in schizophrenia. Schizophr Bull 36, 1020–1028.

    Article  PubMed  Google Scholar 

  • Hutchison, R.M., Womelsdorf, T., Allen, E.A., Bandettini, P.A., Calhoun, V.D., Corbetta, M., Della Penna, S., Duyn, J.H., Glover, G.H., Gonzalez-Castillo, J., Handwerker, D.A., Keilholz, S., Kiviniemi, V., Leopold, D.A., de Pasquale, F., Sporns, O., Walter, M., Chang, C., 2013. Dynamic functional connectivity: promise, issues, and interpretations. Neuroimage 80, 360–378.

    Article  PubMed  Google Scholar 

  • Jafri, M.J., Pearlson, G.D., Stevens, M., Calhoun, V.D., 2008. A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 39, 1666–1681.

    Article  PubMed  Google Scholar 

  • Kashtan, N., Alon, U., 2005. Spontaneous evolution of modularity and network motifs. Proc Natl Acad Sci U S A 102, 13773–13778.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Klingner, C.M., Langbein, K., Dietzek, M., Smesny, S., Witte, O.W., Sauer, H., Nenadic, I., 2014. Thalamocortical connectivity during resting state in schizophrenia. European archives of psychiatry and clinical neuroscience 264, 111–119.

    Article  PubMed  Google Scholar 

  • Lagioia, A., Van De Ville, D., Debbane, M., Lazeyras, F., Eliez, S., 2010. Adolescent resting state networks and their associations with schizotypal trait expression. Frontiers in systems neuroscience 4.

    Google Scholar 

  • Lerman-Sinkoff, D.B., Barch, D.M., 2016. Network community structure alterations in adult schizophrenia: identification and localization of alterations. Neuroimage Clin 10, 96–106.

    Article  PubMed  Google Scholar 

  • Li, M.L., Deng, W., He, Z.L., Wang, Q., Huang, C.H., Jiang, L.J., Gong, Q.Y., Ziedonis, D.M., King, J.A., Ma, X.H., Zhang, N.Y., Li, T., 2015. A splitting brain: Imbalanced neural networks in schizophrenia. Psychiatry Research-Neuroimaging 232, 145–153.

    Article  Google Scholar 

  • Liang, M., Zhou, Y., Jiang, T., Liu, Z., Tian, L., Liu, H., Hao, Y., 2006. Widespread functional disconnectivity in schizophrenia with resting-state functional magnetic resonance imaging. Neuroreport 17, 209–213.

    Article  PubMed  Google Scholar 

  • Liemburg, E.J., Vercammen, A., Ter Horst, G.J., Curcic-Blake, B., Knegtering, H., Aleman, A., 2012. Abnormal connectivity between attentional, language and auditory networks in schizophrenia. Schizophr Res 135, 15–22.

    Article  PubMed  Google Scholar 

  • Liu, X., Zhuo, C., Qin, W., Zhu, J., Xu, L., Xu, Y., Yu, C., 2016. Selective functional connectivity abnormality of the transition zone of the inferior parietal lobule in schizophrenia. Neuroimage Clin 11, 789–795.

    Article  PubMed  PubMed Central  Google Scholar 

  • Liu, Y., Liang, M., Zhou, Y., He, Y., Hao, Y., Song, M., Yu, C., Liu, H., Liu, Z., Jiang, T., 2008. Disrupted small-world networks in schizophrenia. Brain 131, 945–961.

    Article  PubMed  Google Scholar 

  • Lo, C.Y.Z., Su, T.W., Huang, C.C., Hung, C.C., Chen, W.L., Lan, T.H., Lin, C.P., Bullmore, E.T., 2015. Randomization and resilience of brain functional networks as systems-level endophenotypes of schizophrenia. Proceedings of the National Academy of Sciences of the United States of America 112, 9123–9128.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Lui, S., Li, T., Deng, W., Jiang, L., Wu, Q., Tang, H., Yue, Q., Huang, X., Chan, R.C., Collier, D.A., Meda, S.A., Pearlson, G., Mechelli, A., Sweeney, J.A., Gong, Q., 2010. Short-term effects of antipsychotic treatment on cerebral function in drug-naive first-episode schizophrenia revealed by “resting state” functional magnetic resonance imaging. Arch Gen Psychiatry 67, 783–792.

    Article  PubMed  Google Scholar 

  • Lynall, M.E., Bassett, D.S., Kerwin, R., McKenna, P.J., Kitzbichler, M., Muller, U., Bullmore, E., 2010. Functional connectivity and brain networks in schizophrenia. J Neurosci 30, 9477–9487.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Manoliu, A., Riedl, V., Zherdin, A., Muhlau, M., Schwerthoffer, D., Scherr, M., Peters, H., Zimmer, C., Forstl, H., Bauml, J., Wohlschlager, A.M., Sorg, C., 2014. Aberrant dependence of default mode/central executive network interactions on anterior insular salience network activity in schizophrenia. Schizophr Bull 40, 428–437.

    Article  PubMed  Google Scholar 

  • Marin, O., 2012. Interneuron dysfunction in psychiatric disorders. Nat Rev Neurosci 13, 107–120.

    Article  CAS  PubMed  Google Scholar 

  • McKeown, M.J., Makeig, S., Brown, G.G., Jung, T.P., Kindermann, S.S., Bell, A.J., Sejnowski, T.J., 1998. Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6, 160–188.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Meda, S.A., Gill, A., Stevens, M.C., Lorenzoni, R.P., Glahn, D.C., Calhoun, V.D., Sweeney, J.A., Tamminga, C.A., Keshavan, M.S., Thaker, G., Pearlson, G.D., 2012. Differences in resting-state functional magnetic resonance imaging functional network connectivity between schizophrenia and psychotic bipolar probands and their unaffected first-degree relatives. Biological Psychiatry 71, 881–889.

    Article  PubMed  PubMed Central  Google Scholar 

  • Meunier, D., Lambiotte, R., Bullmore, E.T., 2010. Modular and hierarchically modular organization of brain networks. Front Neurosci 4, 200.

    Article  PubMed  PubMed Central  Google Scholar 

  • Meunier, D., Lambiotte, R., Fornito, A., Ersche, K.D., Bullmore, E.T., 2009. Hierarchical modularity in human brain functional networks. Front Neuroinform 3, 37.

    Article  PubMed  PubMed Central  Google Scholar 

  • Miller, R.L., Yaesoubi, M., Calhoun, V.D., 2014. Higher Dimensional Analysis Shows Reduced Dynamism of Time-Varying Network Connectivity in Schizophrenia Patients. 2014 36th Annual International Conference of the Ieee Engineering in Medicine and Biology Society (Embc), 3837–3840.

    Google Scholar 

  • Miller, R.L., Yaesoubi, M., Turner, J.A., Mathalon, D., Preda, A., Pearlson, G., Adali, T., Calhoun, V.D., 2016. Higher Dimensional Meta-State Analysis Reveals Reduced Resting fMRI Connectivity Dynamism in Schizophrenia Patients. PLoS One 11, e0149849.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Mingoia, G., Wagner, G., Langbein, K., Maitra, R., Smesny, S., Dietzek, M., Burmeister, H.P., Reichenbach, J.R., Schlosser, R.G., Gaser, C., Sauer, H., Nenadic, I., 2012. Default mode network activity in schizophrenia studied at resting state using probabilistic ICA. Schizophr Res 138, 143–149.

    Article  PubMed  Google Scholar 

  • Moran, L.V., Tagamets, M.A., Sampath, H., O’Donnell, A., Stein, E.A., Kochunov, P., Hong, L.E., 2013. Disruption of anterior insula modulation of large-scale brain networks in schizophrenia. Biol Psychiatry 74, 467–474.

    Article  PubMed  PubMed Central  Google Scholar 

  • Oertel-Knochel, V., Knochel, C., Matura, S., Prvulovic, D., Linden, D.E., van de Ven, V., 2013. Reduced functional connectivity and asymmetry of the planum temporale in patients with schizophrenia and first-degree relatives. Schizophr Res 147, 331–338.

    Article  PubMed  Google Scholar 

  • Ongur, D., Lundy, M., Greenhouse, I., Shinn, A.K., Menon, V., Cohen, B.M., Renshaw, P.F., 2010. Default mode network abnormalities in bipolar disorder and schizophrenia. Psychiatry Res 183, 59–68.

    Article  PubMed  PubMed Central  Google Scholar 

  • Pearlson, G.D., Calhoun, V.D., 2009. Convergent approaches for defining functional imaging endophenotypes in schizophrenia. Front Hum Neurosci 3, 37.

    Article  PubMed  PubMed Central  Google Scholar 

  • Raichle, M.E., 2010. Two views of brain function. Trends in cognitive sciences 14, 180–190.

    Article  PubMed  Google Scholar 

  • Raichle, M.E., MacLeod, A.M., Snyder, A.Z., Powers, W.J., Gusnard, D.A., Shulman, G.L., 2001. A default mode of brain function. Proceedings of the National Academy of Sciences of the United States of America 98, 676–682.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Raichle, M.E., Mintun, M.A., 2006. Brain work and brain imaging. Annual review of neuroscience 29, 449–476.

    Article  CAS  PubMed  Google Scholar 

  • Raichle, M.E., Snyder, A.Z., 2007. A default mode of brain function: a brief history of an evolving idea. Neuroimage 37, 1083–1090; discussion 1097–1089.

    Article  PubMed  Google Scholar 

  • Rashid, B., Arbabshirani, M.R., Damaraju, E., Cetin, M.S., Miller, R., Pearlson, G.D., Calhoun, V.D., 2016. Classification of schizophrenia and bipolar patients using static and dynamic resting-state fMRI brain connectivity. Neuroimage 134, 645–657.

    Article  PubMed  Google Scholar 

  • Rashid, B., Damaraju, E., Pearlson, G.D., Calhoun, V.D., 2014. Dynamic connectivity states estimated from resting fMRI Identify differences among Schizophrenia, bipolar disorder, and healthy control subjects. Front Hum Neurosci 8, 897.

    Article  PubMed  PubMed Central  Google Scholar 

  • Rosazza, C., Minati, L., 2011. Resting-state brain networks: literature review and clinical applications. Neurological sciences: official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology 32, 773–785.

    Article  Google Scholar 

  • Rosazza, C., Minati, L., Ghielmetti, F., Mandelli, M.L., Bruzzone, M.G., 2012. Functional connectivity during resting-state functional MR imaging: study of the correspondence between independent component analysis and region-of-interest-based methods. AJNR. American journal of neuroradiology 33, 180–187.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Rotarska-Jagiela, A., van de Ven, V., Oertel-Knochel, V., Uhlhaas, P.J., Vogeley, K., Linden, D.E., 2010. Resting-state functional network correlates of psychotic symptoms in schizophrenia. Schizophr Res 117, 21–30.

    Article  PubMed  Google Scholar 

  • Rubinov, M., Sporns, O., 2010. Complex network measures of brain connectivity: uses and interpretations. Neuroimage 52, 1059–1069.

    Article  PubMed  Google Scholar 

  • Sakoglu, U., Pearlson, G.D., Kiehl, K.A., Wang, Y.M., Michael, A.M., Calhoun, V.D., 2010. A method for evaluating dynamic functional network connectivity and task-modulation: application to schizophrenia. MAGMA 23, 351–366.

    Article  PubMed  PubMed Central  Google Scholar 

  • Salvador, R., Suckling, J., Coleman, M.R., Pickard, J.D., Menon, D., Bullmore, E., 2005. Neurophysiological architecture of functional magnetic resonance images of human brain. Cereb Cortex 15, 1332-1342.

    Article  PubMed  Google Scholar 

  • Schilbach, L., Derntl, B., Aleman, A., Caspers, S., Clos, M., Diederen, K.M., Gruber, O., Kogler, L., Liemburg, E.J., Sommer, I.E., Muller, V.I., Cieslik, E.C., Eickhoff, S.B., 2016. Differential Patterns of Dysconnectivity in Mirror Neuron and Mentalizing Networks in Schizophrenia. Schizophr Bull 42, 1135–1148.

    Article  PubMed  PubMed Central  Google Scholar 

  • Shen, H., Li, Z., Zeng, L.L., Yuan, L., Chen, F., Liu, Z., Hu, D., 2014. Internetwork dynamic connectivity effectively differentiates schizophrenic patients from healthy controls. Neuroreport 25, 1344–1349.

    Article  PubMed  Google Scholar 

  • Shen, H., Wang, L.B., Liu, Y.D., Hu, D.W., 2010. Discriminative analysis of resting-state functional connectivity patterns of schizophrenia using low dimensional embedding of fMRI. Neuroimage 49, 3110–3121.

    Article  PubMed  Google Scholar 

  • Smieskova, R., Allen, P., Simon, A., Aston, J., Bendfeldt, K., Drewe, J., Gruber, K., Gschwandtner, U., Klarhoefer, M., Lenz, C., Scheffler, K., Stieglitz, R.D., Radue, E.W., McGuire, P., Riecher-Rossler, A., Borgwardt, S.J., 2011. Different duration of at-risk mental state associated with neurofunctional abnormalities. A multimodal imaging study. human Brain Mapping, https://doi.org/10.1002/hbm.21360.

  • Sorg, C., Manoliu, A., Neufang, S., Myers, N., Peters, H., Schwerthoffer, D., Scherr, M., Muhlau, M., Zimmer, C., Drzezga, A., Forstl, H., Bauml, J., Eichele, T., Wohlschlager, A.M., Riedl, V., 2012. Increased Intrinsic Brain Activity in the Striatum Reflects Symptom Dimensions in Schizophrenia. Schizophrenia Bulletin, https://doi.org/10.1093/schbul/sbr1184.

  • Stephan, K.E., Baldeweg, T., Friston, K.J., 2006. Synaptic plasticity and dysconnection in schizophrenia. Biol Psychiatry 59, 929–939.

    Google Scholar 

  • Su, T.W., Lan, T.H., Hsu, T.W., Biswal, B.B., Tsai, P.J., Lin, W.C., Lin, C.P., 2013. Reduced neuro-integration from the dorsolateral prefrontal cortex to the whole brain and executive dysfunction in schizophrenia patients and their relatives. Schizophr Res 148, 50–58.

    Article  PubMed  Google Scholar 

  • Tang, Y., Wang, L.F., Cao, F., Tan, L.W., 2012. Identify schizophrenia using resting-state functional connectivity: an exploratory research and analysis. Biomedical engineering online 11.

    Google Scholar 

  • Telesford, Q.K., Simpson, S.L., Burdette, J.H., Hayasaka, S., Laurienti, P.J., 2011. The brain as a complex system: using network science as a tool for understanding the brain. Brain connectivity 1, 295–308.

    Article  PubMed  PubMed Central  Google Scholar 

  • Turner, J.A., Damaraju, E., van Erp, T.G., Mathalon, D.H., Ford, J.M., Voyvodic, J., Mueller, B.A., Belger, A., Bustillo, J., McEwen, S., Potkin, S.G., Fbirn, Calhoun, V.D., 2013. A multi-site resting state fMRI study on the amplitude of low frequency fluctuations in schizophrenia. Front Neurosci 7, 137.

    Article  PubMed  PubMed Central  Google Scholar 

  • van den Heuvel, M.P., Hulshoff Pol, H.E., 2010. Exploring the brain network: a review on resting-state fMRI functional connectivity. Eur Neuropsychopharmacol 20, 519–534.

    Article  PubMed  CAS  Google Scholar 

  • van Os, J., Kenis, G., Rutten, B.P., 2010. The environment and schizophrenia. Nature 468, 203–212.

    Article  PubMed  CAS  Google Scholar 

  • Venkataraman, A., Whitford, T.J., Westin, C.F., Golland, P., Kubicki, M., 2012. Whole brain resting state functional connectivity abnormalities in schizophrenia. Schizophr Res 139, 7–12.

    Article  PubMed  PubMed Central  Google Scholar 

  • Vercammen, A., Knegtering, H., den Boer, J.A., Liemburg, E.J., Aleman, A., 2010. Auditory hallucinations in schizophrenia are associated with reduced functional connectivity of the temporo-parietal area. Biological Psychiatry 67, 912–918.

    Google Scholar 

  • Wang, H., Zeng, L.L., Chen, Y., Yin, H., Tan, Q., Hu, D., 2015a. Evidence of a dissociation pattern in default mode subnetwork functional connectivity in schizophrenia. Sci Rep 5, 14655.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang, H.L., Rau, C.L., Li, Y.M., Chen, Y.P., Yu, R., 2015b. Disrupted thalamic resting-state functional networks in schizophrenia. Front Behav Neurosci 9, 45.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang, J., Zuo, X., He, Y., 2010. Graph-based network analysis of resting-state functional MRI. Front Syst Neurosci 4, 16.

    PubMed  PubMed Central  Google Scholar 

  • Wang, L., Zou, F., Shao, Y., Ye, E., Jin, X., Tan, S., Hu, D., Yang, Z., 2014. Disruptive changes of cerebellar functional connectivity with the default mode network in schizophrenia. Schizophr Res 160, 67–72.

    Article  PubMed  Google Scholar 

  • Whitfield-Gabrieli, S., Thermenos, H.W., Milanovic, S., Tsuang, M.T., Faraone, S.V., McCarley, R.W., Shenton, M.E., Green, A.I., Nieto-Castanon, A., LaViolette, P., Wojcik, J., Gabrieli, J.D., Seidman, L.J., 2009. Hyperactivity and hyperconnectivity of the default network in schizophrenia and in first-degree relatives of persons with schizophrenia. Proceedings of the National Academy of Sciences of the United States of America 106, 1279–1284.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Williamson, P.C., Allman, J.M., 2012. A framework for interpreting functional networks in schizophrenia. Frontiers in human neuroscience 6, 184.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wolf, N.D., Sambataro, F., Vasic, N., Frasch, K., Schmid, M., Schonfeldt-Lecuona, C., Thomann, P.A., Wolf, R.C., 2011. Dysconnectivity of multiple resting-state networks in patients with schizophrenia who have persistent auditory verbal hallucinations. Journal of psychiatry & neuroscience: JPN 36, 366–374.

    Article  Google Scholar 

  • Woodward, N.D., Karbasforoushan, H., Heckers, S., 2012. Thalamocortical dysconnectivity in schizophrenia. Am J Psychiatry 169, 1092–1099.

    Article  PubMed  Google Scholar 

  • Woodward, N.D., Rogers, B., Heckers, S., 2011. Functional resting-state networks are differentially affected in schizophrenia. Schizophrenia Research 130, 86–93.

    Article  PubMed  Google Scholar 

  • Wu, L., Eichele, T., Calhoun, V.D., 2010. Reactivity of hemodynamic responses and functional connectivity to different states of alpha synchrony: a concurrent EEG-fMRI study. Neuroimage 52, 1252–1260.

    Article  PubMed  Google Scholar 

  • Xu, L., Qin, W., Zhuo, C., Zhu, J., Liu, H., Liu, X., Xu, Y., Yu, C., 2015. Selective Functional Disconnection of the Dorsal Subregion of the Temporal Pole in Schizophrenia. Sci Rep 5, 11258.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yan, H., Tian, L., Yan, J., Sun, W., Liu, Q., Zhang, Y.B., Li, X.M., Zang, Y.F., Zhang, D., 2012. Functional and anatomical connectivity abnormalities in cognitive division of anterior cingulate cortex in schizophrenia. PLoS One 7, e45659.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yu, Q., Du, Y., Chen, J., He, H., Sui, J., Pearlson, G., Calhoun, V.D., 2017. Comparing brain graphs in which nodes are regions of interest or independent components: a simulation study. Journal of neuroscience methods.

    Google Scholar 

  • Yu, Q., Erhardt, E.B., Sui, J., Du, Y., He, H., Hjelm, D., Cetin, M.S., Rachakonda, S., Miller, R.L., Pearlson, G., Calhoun, V.D., 2015. Assessing dynamic brain graphs of time-varying connectivity in fMRI data: application to healthy controls and patients with schizophrenia. Neuroimage 107, 345–355.

    Article  PubMed  Google Scholar 

  • Yu, Q., Plis, S.M., Erhardt, E.B., Allen, E.A., Sui, J., Kiehl, K.A., Pearlson, G., Calhoun, V.D., 2012. Modular Organization of Functional Network Connectivity in Healthy Controls and Patients with Schizophrenia during the Resting State. Front Syst Neurosci 5, 103.

    Article  PubMed  PubMed Central  Google Scholar 

  • Yu, Q., Sui, J., Rachakonda, S., He, H., Gruner, W., Pearlson, G., Kiehl, K.A., Calhoun, V.D., 2011. Altered topological properties of functional network connectivity in schizophrenia during resting state: a small-world brain network study. PLoS One 6, e25423.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Yu, R., Chien, Y.L., Wang, H.L., Liu, C.M., Liu, C.C., Hwang, T.J., Hsieh, M.H., Hwu, H.G., Tseng, W.Y., 2014. Frequency-specific alternations in the amplitude of low-frequency fluctuations in schizophrenia. Hum Brain Mapp 35, 627–637.

    Article  PubMed  Google Scholar 

  • Yu, R., Hsieh, M.H., Wang, H.L., Liu, C.M., Liu, C.C., Hwang, T.J., Chien, Y.L., Hwu, H.G., Tseng, W.Y., 2013. Frequency dependent alterations in regional homogeneity of baseline brain activity in schizophrenia. PLoS One 8, e57516.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Zang, Y., Jiang, T., Lu, Y., He, Y., Tian, L., 2004. Regional homogeneity approach to fMRI data analysis. Neuroimage 22, 394–400.

    Article  PubMed  Google Scholar 

  • Zang, Y.F., He, Y., Zhu, C.Z., Cao, Q.J., Sui, M.Q., Liang, M., Tian, L.X., Jiang, T.Z., Wang, Y.F., 2007. Altered baseline brain activity in children with ADHD revealed by resting-state functional MRI. Brain Dev 29, 83–91.

    Article  PubMed  Google Scholar 

  • Zhang, J., Cheng, W., Liu, Z., Zhang, K., Lei, X., Yao, Y., Becker, B., Liu, Y., Kendrick, K.M., Lu, G., Feng, J., 2016. Neural, electrophysiological and anatomical basis of brain-network variability and its characteristic changes in mental disorders. Brain 139, 2307–2321.

    Article  PubMed  Google Scholar 

  • Zheng, J., Zhang, Y., Guo, X., Duan, X., Zhang, J., Zhao, J., Chen, H., 2016. Disrupted amplitude of low-frequency fluctuations in antipsychotic-naive adolescents with early-onset schizophrenia. Psychiatry Res 249, 20–26.

    Article  Google Scholar 

  • Zhou, Y., Liang, M., Jiang, T., Tian, L., Liu, Y., Liu, Z., Liu, H., Kuang, F., 2007a. Functional dysconnectivity of the dorsolateral prefrontal cortex in first-episode schizophrenia using resting-state fMRI. Neuroscience letters 417, 297–302.

    Article  CAS  PubMed  Google Scholar 

  • Zhou, Y., Liang, M., Tian, L., Wang, K., Hao, Y., Liu, H., Liu, Z., Jiang, T., 2007b. Functional disintegration in paranoid schizophrenia using resting-state fMRI. Schizophr Res 97, 194–205.

    Article  PubMed  Google Scholar 

  • Zhou, Y., Ma, X., Wang, D., Qin, W., Zhu, J., Zhuo, C., Yu, C., 2015. The selective impairment of resting-state functional connectivity of the lateral subregion of the frontal pole in schizophrenia. PLoS One 10, e0119176.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Zhou, Y., Shu, N., Liu, Y., Song, M., Hao, Y., Liu, H., Yu, C., Liu, Z., Jiang, T., 2008. Altered resting-state functional connectivity and anatomical connectivity of hippocampus in schizophrenia. Schizophrenia Research 100, 120–132.

    Article  PubMed  Google Scholar 

  • Zou, Q., Long, X., Zuo, X., Yan, C., Zhu, C., Yang, Y., Liu, D., He, Y., Zang, Y., 2009. Functional connectivity between the thalamus and visual cortex under eyes closed and eyes open conditions: a resting-state fMRI study. human Brain Mapping 30, 3066–3078.

    Article  PubMed  PubMed Central  Google Scholar 

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Yu, Q., Calhoun, V.D. (2021). Resting-State Functional Network Disturbances in Schizophrenia. In: Diwadkar, V.A., B. Eickhoff, S. (eds) Brain Network Dysfunction in Neuropsychiatric Illness. Springer, Cham. https://doi.org/10.1007/978-3-030-59797-9_10

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