Abstract
Conduct disorder (CD) is a serious behavioral disorder of childhood and adolescence. The default mode network (DMN) is a brain network which supports self-referential cognitive processes and is typically deactivated during task performance. The aim of this study was to investigate DMN connectivity in male adolescents with pure CD compared to typically-develo** controls. Eighteen male adolescents with CD and 18 sex-, age- and education-matched typically-develo** (TD) participants were recruited. Current and lifetime psychiatric disorders were assessed using the Chinese version of the Schedule for Affective Disorder and Schizophrenia for School-Age Children-Present and Lifetime Version. Resting state functional magnetic resonance imaging (fMRI) data were obtained using a 3.0 T scanner. Independent components analysis (ICA) was used to investigate functional connectivity between the DMN and related brain regions. DMN activity was observed in medial prefrontal, posterior cingulate, and lateral parietal cortices, and extended to the brainstem. Adolescents with CD showed significantly reduced functional connectivity within the bilateral posterior cingulate cortex (PCC), bilateral precuneus and right superior temporal gyrus relative to TD controls. CD is associated with reduced functional connectivity within the DMN and between the DMN and other regions. These preliminary results suggest that deficits in DMN functional connectivity may serve as a biomarker of CD.
Similar content being viewed by others
References
Adolphs, R. (2003). Cognitive neuroscience of human social behaviour. Nature Reviews Neuroscience, 4(3), 165–178. doi:10.1038/nrn1056.
Amboni, M., Tessitore, A., Esposito, F., Santangelo, G., Picillo, M., Vitale, C., et al. (2015). Resting-state functional connectivity associated with mild cognitive impairment in Parkinson’s disease. Journal of Neurology, 262(2), 425–434. doi:10.1007/s00415-014-7591-5.
American Psychiatric Association. (2000). Diagnostic and statistical manual of mental disorders (4th ed., text rev.). doi:10.1176/appi.books.9780890423349
Andrews-Hanna, J. R. (2012). The brain’s default network and its adaptive role in internal mentation. The Neuroscientist, 18(3), 251–270. doi:10.1177/1073858411403316.
Andrews-Hanna, J. R., Reidler, J. S., Huang, C., & Buckner, R. L. (2010). Evidence for the default network’s role in spontaneous cognition. Journal of Neurophysiology, 104(1), 322–335. doi:10.1152/jn.00830.2009.
Association, A. P. (2013). Diagnostic and Statistical Manual of Mental Disorders (DSM-5®): American Psychiatric Pub.
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(1457), 1001–1013. doi:10.1098/rstb.2005.1634.
Bednarski, S. R., Zhang, S., Hong, K. I., Sinha, R., Rounsaville, B. J., & Li, C. S. (2011). Deficits in default mode network activity preceding error in cocaine dependent individuals. Drug and Alcohol Dependence, 119(3), e51–57. doi:10.1016/j.drugalcdep.2011.05.026.
Bigler, E. D., Mortensen, S., Neeley, E. S., Ozonoff, S., Krasny, L., Johnson, M., et al. (2007). Superior temporal gyrus, language function, and autism. Developmental Neuropsychology, 31(2), 217–238. doi:10.1080/87565640701190841.
Blair, R. J. (2013). The neurobiology of psychopathic traits in youths. Nature Reviews Neuroscience, 14(11), 786–799. doi:10.1038/nrn3577.
Blair, R. J., Leibenluft, E., & Pine, D. S. (2014). Conduct disorder and callous-unemotional traits in youth. New England Journal of Medicine, 371(23), 2207–2216. doi:10.1056/NEJMra1315612.
Broyd, S. J., Demanuele, C., Debener, S., Helps, S. K., James, C. J., & Sonuga-Barke, E. J. (2009). Default-mode brain dysfunction in mental disorders: a systematic review. Neuroscience and Biobehavioral Reviews, 33(3), 279–296. doi:10.1016/j.neubiorev.2008.09.002.
Buckner, R. L., Andrews-Hanna, J. R., & Schacter, D. L. (2008a). The brain’s default network: anatomy, function, and relevance to disease. The Annals of the New York Academy of Sciences, 1124, 1–38. doi:10.1196/annals.1440.011.
Buckner, R. L., Andrews-Hanna, J. R., & Schacter, D. L. (2008b). The brain’s default network. Annals of the New York Academy of Sciences, 1124(1), 1–38.
Burke, J. D., Loeber, R., & Lahey, B. B. (2007). Adolescent conduct disorder and interpersonal callousness as predictors of psychopathy in young adults. Journal of Clinical Child and Adolescent Psychology, 36(3), 334–346. doi:10.1080/15374410701444223.
Bussing, R., Grudnik, J., Mason, D., Wasiak, M., & Leonard, C. (2002). ADHD and conduct disorder: an MRI study in a community sample. World Journal of Biological Psychiatry, 3(4), 216–220.
Cavanna, A. E., & Trimble, M. R. (2006). The precuneus: a review of its functional anatomy and behavioural correlates. Brain, 129(Pt 3), 564–583. doi:10.1093/brain/awl004.
Chen, C., Zhou, J., Liu, C., Witt, K., Zhang, Y., **g, B., et al. (2015). Regional homogeneity of resting-state brain abnormalities in violent juvenile offenders: a biomarker of brain immaturity? Journal of Neuropsychiatry and Clinical Neurosciences, 27(1), 27–32. doi:10.1176/appi.neuropsych.13030044.
Christoff, K., Gordon, A. M., Smallwood, J., Smith, R., & Schooler, J. W. (2009). Experience sampling during fMRI reveals default network and executive system contributions to mind wandering. Proceedings of the National Academy of Sciences of the United States of America, 106(21), 8719–8724. doi:10.1073/pnas.0900234106.
Coutinho, J. F., Fernandesl, S. V., Soares, J. M., Maia, L., Goncalves, O. F., & Sampaio, A. (2015). Default mode network dissociation in depressive and anxiety states. Brain Imaging and Behavior. doi:10.1007/s11682-015-9375-7.
D’Argembeau, A., Collette, F., Van der Linden, M., Laureys, S., Del Fiore, G., Degueldre, C., et al. (2005). Self-referential reflective activity and its relationship with rest: a PET study. Neuroimage, 25(2), 616–624. doi:10.1016/j.neuroimage.2004.11.048.
D’Argembeau, A., Stawarczyk, D., Majerus, S., Collette, F., Van der Linden, M., & Salmon, E. (2010). Modulation of medial prefrontal and inferior parietal cortices when thinking about past, present, and future selves. Social Neuroscience, 5(2), 187–200. doi:10.1080/17470910903233562.
Dalwani, M., Sakai, J. T., Mikulich-Gilbertson, S. K., Tanabe, J., Raymond, K., McWilliams, S. K., et al. (2011). Reduced cortical gray matter volume in male adolescents with substance and conduct problems. Drug and Alcohol Dependence, 118(2–3), 295–305. doi:10.1016/j.drugalcdep.2011.04.006.
Dalwani, M. S., Tregellas, J. R., Andrews-Hanna, J. R., Mikulich-Gilbertson, S. K., Raymond, K. M., Banich, M. T., et al. (2014). Default mode network activity in male adolescents with conduct and substance use disorder. Drug and Alcohol Dependence, 134, 242–250. doi:10.1016/j.drugalcdep.2013.10.009.
Damoiseaux, J. S., Prater, K. E., Miller, B. L., & Greicius, M. D. (2012). Functional connectivity tracks clinical deterioration in Alzheimer’s disease. Neurobiology of Aging, 33(4), 828. doi:10.1016/j.neurobiolaging.2011.06.024. e819-830.
Di, X., & Biswal, B. B. (2014). Identifying the default mode network structure using dynamic causal modeling on resting-state functional magnetic resonance imaging. NeuroImage, 86, 53–59. doi:10.1016/j.neuroimage.2013.07.071.
Fairchild, G., Van Goozen, S. H., Calder, A. J., Stollery, S. J., & Goodyer, I. M. (2009). Deficits in facial expression recognition in male adolescents with early-onset or adolescence-onset conduct disorder. Journal of Child Psychology and Psychiatry, 50(5), 627–636. doi:10.1111/j.1469-7610.2008.02020.x.
Fairchild, G., Passamonti, L., Hurford, G., Hagan, C. C., von dem Hagen, E. A., van Goozen, S. H., et al. (2011). Brain structure abnormalities in early-onset and adolescent-onset conduct disorder. The American Journal of Psychiatry, 168(6), 624–633. doi:10.1176/appi.ajp.2010.10081184.
Fazel, S., Doll, H., & Langstrom, N. (2008). Mental disorders among adolescents in juvenile detention and correctional facilities: a systematic review and metaregression analysis of 25 surveys. Journal of the American Academy of Child and Adolescent Psychiatry, 47(9), 1010–1019. doi:10.1097/CHI.ObO13e31817eecf3.
Fergusson, D. M., Horwood, L. J., & Ridder, E. M. (2005). Show me the child at seven: the consequences of conduct problems in childhood for psychosocial functioning in adulthood. Journal of Child Psychology and Psychiatry, 46(8), 837–849. doi:10.1111/j.1469-7610.2004.00387.x.
Finger, E. C., Marsh, A. A., Blair, K. S., Reid, M. E., Sims, C., Ng, P., et al. (2011). Disrupted reinforcement signaling in the orbitofrontal cortex and caudate in youths with conduct disorder or oppositional defiant disorder and a high level of psychopathic traits. The American Journal of Psychiatry, 168(2), 152–162. doi:10.1176/appi.ajp.2010.10010129.
Fox, M. D., & Raichle, M. E. (2007). Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nature Reviews Neuroscience, 8(9), 700–711. doi:10.1038/nrn2201.
Fransson, P. (2005). Spontaneous low-frequency BOLD signal fluctuations: an fMRI investigation of the resting-state default mode of brain function hypothesis. Human Brain Map**, 26(1), 15–29. doi:10.1002/hbm.20113.
Glahn, D. C., Winkler, A. M., Kochunov, P., Almasy, L., Duggirala, R., Carless, M. A., et al. (2010). Genetic control over the resting brain. Proceedings of the National Academy of Sciences of the United States of America, 107(3), 1223–1228. doi:10.1073/pnas.0909969107.
Hyatt, C. J., Haney-Caron, E., & Stevens, M. C. (2012). Cortical thickness and folding deficits in conduct-disordered adolescents. Biological Psychiatry, 72(3), 207–214. doi:10.1016/j.biopsych.2011.11.017.
Kaufman, J., Birmaher, B., Brent, D., Rao, U., Flynn, C., Moreci, P., et al. (1997). Schedule for affective disorders and schizophrenia for school-age children-present and lifetime version (K-SADS-PL): initial reliability and validity data. Journal of the American Academy of Child and Adolescent Psychiatry, 36(7), 980–988. doi:10.1097/00004583-199707000-00021.
Kiviniemi, V., Kantola, J. H., Jauhiainen, J., Hyvarinen, A., & Tervonen, O. (2003). Independent component analysis of nondeterministic fMRI signal sources. NeuroImage, 19(2 Pt 1), 253–260.
Kruesi, M. J., Casanova, M. F., Mannheim, G., & Johnson-Bilder, A. (2004). Reduced temporal lobe volume in early onset conduct disorder. Psychiatry Research, 132(1), 1–11. doi:10.1016/j.pscychresns.2004.07.002.
Kwong, K. K., Belliveau, J. W., Chesler, D. A., Goldberg, I. E., Weisskoff, R. M., Poncelet, B. P., et al. (1992). Dynamic magnetic resonance imaging of human brain activity during primary sensory stimulation. Proceedings of the National Academy of Sciences of the United States of America, 89(12), 5675–5679.
Laird, A. R., Fox, P. M., Eickhoff, S. B., Turner, J. A., Ray, K. L., McKay, D. R., et al. (2011). Behavioral interpretations of intrinsic connectivity networks. Journal of Cognitive Neuroscience, 23(12), 4022–4037. doi:10.1162/jocn_a_00077.
Ledberg, A., Akerman, S., & Roland, P. E. (1998). Estimation of the probabilities of 3D clusters in functional brain images. NeuroImage, 8(2), 113–128. doi:10.1006/nimg.1998.0336.
Marsh, A. A., Finger, E. C., Fowler, K. A., Adalio, C. J., Jurkowitz, I. T., Schechter, J. C., et al. (2013). Empathic responsiveness in amygdala and anterior cingulate cortex in youths with psychopathic traits. Journal of Child Psychology and Psychiatry, 54(8), 900–910. doi:10.1111/jcpp.12063.
Matuskey, D., Luo, X., Zhang, S., Morgan, P. T., Abdelghany, O., Malison, R. T., et al. (2013). Methylphenidate remediates error-preceding activation of the default mode brain regions in cocaine-addicted individuals. Psychiatry Research, 214(2), 116–121. doi:10.1016/j.pscychresns.2013.06.009.
Meda, S. A., Ruano, G., Windemuth, A., O’Neil, K., Berwise, C., Dunn, S. M., et al. (2014). Multivariate analysis reveals genetic associations of the resting default mode network in psychotic bipolar disorder and schizophrenia. Proceedings of the National Academy of Sciences of the United States of America, 111(19), E2066–2075. doi:10.1073/pnas.1313093111.
Michalska, K. J., Decety, J., Zeffiro, T. A., & Lahey, B. B. (2015). Association of regional gray matter volumes in the brain with disruptive behavior disorders in male and female children. Neuroimage Clin, 7, 252–257. doi:10.1016/j.nicl.2014.12.012.
Moran, J. M., Macrae, C. N., Heatherton, T. F., Wyland, C. L., & Kelley, W. M. (2006). Neuroanatomical evidence for distinct cognitive and affective components of self. Journal of Cognitive Neuroscience, 18(9), 1586–1594. doi:10.1162/jocn.2006.18.9.1586.
Muller, J. L., Ganssbauer, S., Sommer, M., Dohnel, K., Weber, T., Schmidt-Wilcke, T., et al. (2008). Gray matter changes in right superior temporal gyrus in criminal psychopaths. Evidence from voxel-based morphometry. Psychiatry Research, 163(3), 213–222. doi:10.1016/j.pscychresns.2007.08.010.
Northoff, G., Heinzel, A., de Greck, M., Bermpohl, F., Dobrowolny, H., & Panksepp, J. (2006). Self-referential processing in our brain--a meta-analysis of imaging studies on the self. NeuroImage, 31(1), 440–457. doi:10.1016/j.neuroimage.2005.12.002.
Odgers, C. L., Caspi, A., Broadbent, J. M., Dickson, N., Hancox, R. J., Harrington, H., et al. (2007). Prediction of differential adult health burden by conduct problem subtypes in males. Archives of General Psychiatry, 64(4), 476–484. doi:10.1001/archpsyc.64.4.476.
Ogawa, S., Tank, D. W., Menon, R., Ellermann, J. M., Kim, S. G., Merkle, H., et al. (1992). Intrinsic signal changes accompanying sensory stimulation: functional brain map** with magnetic resonance imaging. Proceedings of the National Academy of Sciences of the United States of America, 89(13), 5951–5955.
Passamonti, L., Fairchild, G., Goodyer, I. M., Hurford, G., Hagan, C. C., Rowe, J. B., et al. (2010). Neural abnormalities in early-onset and adolescence-onset conduct disorder. Archives of General Psychiatry, 67(7), 729–738. doi:10.1001/archgenpsychiatry.2010.75.
Patton, J. H., Stanford, M. S., & Barratt, E. S. (1995). Factor structure of the Barratt impulsiveness scale. Journal of Clinical Psychology, 51(6), 768–774.
Raichle, M. E., & Snyder, A. Z. (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. discussion 1097–1089.
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(2), 676–682. doi:10.1073/pnas.98.2.676.
Robins, L. N. (1991). Conduct disorder. Journal of Child Psychology and Psychiatry, 32(1), 193–212.
Ruby, P., & Decety, J. (2004). How would you feel versus how do you think she would feel? A neuroimaging study of perspective-taking with social emotions. Cognitive Neuroscience, Journal of, 16(6), 988–999.
Schwenck, C., Mergenthaler, J., Keller, K., Zech, J., Salehi, S., Taurines, R., et al. (2012). Empathy in children with autism and conduct disorder: group-specific profiles and developmental aspects. Journal of Child Psychology and Psychiatry, 53(6), 651–659. doi:10.1111/j.1469-7610.2011.02499.x.
Sebastian, C. L., McCrory, E. J., Cecil, C. A., Lockwood, P. L., De Brito, S. A., Fontaine, N. M., et al. (2012). Neural responses to affective and cognitive theory of mind in children with conduct problems and varying levels of callous-unemotional traits. Archives of General Psychiatry, 69(8), 814–822. doi:10.1001/archgenpsychiatry.2011.2070.
Shanee, N., Apter, A., & Weizman, A. (1997). Psychometric properties of the K-SADS-PL in an Israeli adolescent clinical population. Israel Journal of Psychiatry and Related Sciences, 34(3), 179–186.
Smith, S. M., Fox, P. T., Miller, K. L., Glahn, D. C., Fox, P. M., Mackay, C. E., et al. (2009). Correspondence of the brain’s functional architecture during activation and rest. Proceedings of the National Academy of Sciences of the United States of America, 106(31), 13040–13045. doi:10.1073/pnas.0905267106.
Song, J., Birn, R. M., Boly, M., Meier, T. B., Nair, V. A., Meyerand, M. E., et al. (2014). Age-related reorganizational changes in modularity and functional connectivity of human brain networks. Brain Connectivity, 4(9), 662–676. doi:10.1089/brain.2014.0286.
Spreng, R. N., Mar, R. A., & Kim, A. S. (2009). The common neural basis of autobiographical memory, prospection, navigation, theory of mind, and the default mode: a quantitative meta-analysis. Journal of Cognitive Neuroscience, 21(3), 489–510. doi:10.1162/jocn.2008.21029.
Sterzer, P., Stadler, C., Poustka, F., & Kleinschmidt, A. (2007). A structural neural deficit in adolescents with conduct disorder and its association with lack of empathy. NeuroImage, 37(1), 335–342. doi:10.1016/j.neuroimage.2007.04.043.
Stevens, M. C., Pearlson, G. D., & Calhoun, V. D. (2009). Changes in the interaction of resting-state neural networks from adolescence to adulthood. Human Brain Map**, 30(8), 2356–2366. doi:10.1002/hbm.20673.
Sullivan, E. V., Muller-Oehring, E., Pitel, A. L., Chanraud, S., Shankaranarayanan, A., Alsop, D. C., et al. (2013). A selective insular perfusion deficit contributes to compromised salience network connectivity in recovering alcoholic men. Biological Psychiatry, 74(7), 547–555. doi:10.1016/j.biopsych.2013.02.026.
Tang, J., Liao, Y., Song, M., Gao, J. H., Zhou, B., Tan, C., et al. (2013a). Aberrant default mode functional connectivity in early onset schizophrenia. PLoS One, 8(7), e71061. doi:10.1371/journal.pone.0071061.
Tang, Y., Jiang, W., Liao, J., Wang, W., & Luo, A. (2013b). Identifying individuals with antisocial personality disorder using resting-state FMRI. PLoS One, 8(4), e60652. doi:10.1371/journal.pone.0060652.
Tomasi, D., Wang, G. J., & Volkow, N. D. (2013). Energetic cost of brain functional connectivity. Proceedings of the National Academy of Sciences of the United States of America, 110(33), 13642–13647. doi:10.1073/pnas.1303346110.
Uddin, L. Q., Supekar, K., Lynch, C. J., Khouzam, A., Phillips, J., Feinstein, C., et al. (2013). Salience network-based classification and prediction of symptom severity in children with autism. JAMA Psychiatry, 70(8), 869–879. doi:10.1001/jamapsychiatry.2013.104.
van den Heuvel, M. P., Stam, C. J., Kahn, R. S., & Hulshoff Pol, H. E. (2009). Efficiency of functional brain networks and intellectual performance. Journal of Neuroscience, 29(23), 7619–7624. doi:10.1523/JNEUROSCI.1443-09.2009.
van Goozen, S. H., Fairchild, G., Snoek, H., & Harold, G. T. (2007). The evidence for a neurobiological model of childhood antisocial behavior. Psychological Bulletin, 133(1), 149–182. doi:10.1037/0033-2909.133.1.149.
Veer, I. M., Beckmann, C. F., van Tol, M. J., Ferrarini, L., Milles, J., Veltman, D. J., et al. (2010). Whole brain resting-state analysis reveals decreased functional connectivity in major depression. Front Syst Neurosci, 4, doi:10.3389/fnsys.2010.00041.
Viding, E., Sebastian, C. L., Dadds, M. R., Lockwood, P. L., Cecil, C. A., De Brito, S. A., et al. (2012). Amygdala response to preattentive masked fear in children with conduct problems: the role of callous-unemotional traits. The American Journal of Psychiatry, 169(10), 1109–1116. doi:10.1176/appi.ajp.2012.12020191.
Whitfield-Gabrieli, S., Moran, J. M., Nieto-Castanon, A., Triantafyllou, C., Saxe, R., & Gabrieli, J. D. (2011). Associations and dissociations between default and self-reference networks in the human brain. NeuroImage, 55(1), 225–232. doi:10.1016/j.neuroimage.2010.11.048.
Woodworth, M., & Waschbusch, D. (2008). Emotional processing in children with conduct problems and callous/unemotional traits. Child: Care, Health and Development, 34(2), 234–244. doi:10.1111/j.1365-2214.2007.00792.x.
Yao NL, C. S., Cheung C, Pang S, Lau KK, Suckling J, Rowe J, Yu K, Mak KF, Chua SE, Ho SL, McAlonan GM (2014). The Default Mode Network is Disrupted in Parkinson’s Disease with Visual Hallucinations. Human Brain Map**, in press.
Zhang, S., & Li, C. S. (2012). Functional connectivity map** of the human precuneus by resting state fMRI. NeuroImage, 59(4), 3548–3562. doi:10.1016/j.neuroimage.2011.11.023.
Zhou, J., Chen, C., Wang, X., Cai, W., Zhang, S., Qiu, C., et al. (2012). Psychiatric disorders in adolescent boys in detention: a preliminary prevalence and case–control study in two Chinese provinces. Journal of Forensic Psychiatry and Psychology, 23(5–6), 664–675.
Zhou, J., Yao, N., Fairchild, G., Zhang, Y., & Wang, X. (2015). Altered hemodynamic activity in conduct disorder: a resting-state FMRI investigation. PLoS One, 10(3), e0122750. doi:10.1371/journal.pone.0122750.
Zuo, X. N., Kelly, C., Adelstein, J. S., Klein, D. F., Castellanos, F. X., & Milham, M. P. (2010). Reliable intrinsic connectivity networks: test-retest evaluation using ICA and dual regression approach. NeuroImage, 49(3), 2163–2177. doi:10.1016/j.neuroimage.2009.10.080.
Acknowledgments
This work was supported by MOE (Ministry of Education in China) Project of Humanities and Social Sciences (Project No. 13YJC190033), and the National Natural Science Foundation of China (NSFC, 81571341, 81371500, 81301155).
Author information
Authors and Affiliations
Corresponding authors
Ethics declarations
Conflict of interest
All authors declare that they have no conflict of interest.
Ethical approval
All procedures performed in studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards. Informed consent was provided by all participants and their parents or guardians. The study was approved by the Biomedical Ethics Board of the second **angya Hospital, Central South University, People’s Republic of China.
Additional information
Jiansong Zhou and Nailin Yao contributed equally to this work.
Rights and permissions
About this article
Cite this article
Zhou, J., Yao, N., Fairchild, G. et al. Disrupted default mode network connectivity in male adolescents with conduct disorder. Brain Imaging and Behavior 10, 995–1003 (2016). https://doi.org/10.1007/s11682-015-9465-6
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11682-015-9465-6