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Beta-adrenergic antagonism modulates functional connectivity in the default mode network of individuals with and without autism spectrum disorder

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Abstract

The beta-adrenergic antagonist propranolol benefits some social and communication domains affected in autism spectrum disorder (ASD), and these benefits appear to be associated with increased functional connectivity (FC) in the brain during task performance. FC is implicated in ASD, with the majority of studies suggesting long distance hypo-connectivity combined with regionally specific local hyper-connectivity. The objective in the current investigation was to examine the effect of propranolol on FC at rest and determine whether ASD-specific effects exist. Participants with and without ASD attended three sessions in which propranolol, nadolol (a beta-adrenergic antagonist that does not cross the blood-brain barrier), or placebo were administered. Resting-state fMRI data were acquired, and graph theory techniques were utilized to assess additional aspects of FC. Compared to placebo, propranolol administration was associated with decreased FC in the dorsal medial prefrontal cortex subnetwork of the default mode network and increased FC in the medial temporal lobe subnetwork, regardless of diagnosis. These effects were not seen with nadolol suggesting that the alterations in FC following propranolol administration were not exclusively due to peripheral cardiovascular effects. Thus, beta-adrenergic antagonism can up- or down- regulate FC, depending on the network, and alter coordinated functional activation in the brain. These changes in information processing, as demonstrated by FC, may mediate some of the clinical and behavioral effects of beta-adrenergic antagonism previously reported in patients with ASD.

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References

  • Alexander, J. K., Hillier, A., Smith, R. M., Tivarus, M. E., & Beversdorf, D. Q. (2007). Beta-adrenergic modulation of cognitive flexibility during stress. Journal of Cognitive Neuroscience, 19(3), 468–478.

    Article  PubMed  Google Scholar 

  • Anderson, J. S., Druzgal, T. J., Froehlich, A., DuBray, M. B., Lange, N., Alexander, A. L., et al. (2010). Decreased interhemispheric functional connectivity in autism. Cerebral Cortex, 21, 1134–1146.

    Article  PubMed  PubMed Central  Google Scholar 

  • Andrews-Hanna, J. R., Reidler, J. S., Sepulcre, J., Poulin, R., & Buckner, R. L. (2010). Functional-anatomic fractionation of the brain's default network. Neuron, 65, 550–562.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • APA (2013). Diagnostic and Statistical Manual of Mental Disorders: DSM-V. VA: Arlington.

    Google Scholar 

  • Arnsten, A. F. T. (2009). Stress signalling pathways that impair prefrontal cortex structure and function. [10.1038/nrn2648. Nature Reviews. Neuroscience, 10(6), 410–422.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Assaf, M., Jagannathan, K., Calhoun, V. D., Miller, L., Stevens, M. C., Sahl, R., et al. (2010). Abnormal functional connectivity of default mode sub-networks in autism spectrum disorder patients. NeuroImage, 53, 247–256.

    Article  PubMed  PubMed Central  Google Scholar 

  • Aston-Jones, G., & Cohen, J. D. (2005). An integrative theory of locus coeruleus-norepinephrine function: adaptive gain and optimal performance. Annual Review of Neuroscience, 28, 403–450.

    Article  CAS  PubMed  Google Scholar 

  • Baron-Cohen, S. (2001). Theory of mind and autism: a review. International review of research in mental retardation, 23, 169–184.

    Article  Google Scholar 

  • Beck, A. T., Epstein, N., Brown, G., & Steer, R. A. (1988). An inventory for measuring clinical anxiety: Psychometric properties. Journal of Consulting and Clinical Psychology, 56(6), 893–897.

    Article  CAS  PubMed  Google Scholar 

  • Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: a practical and powerful approach to multiple testing. Journal of the Royal Statistical Society, 57(1), 289–300.

    Google Scholar 

  • Berridge, C. W., & Waterhouse, B. D. (2003). The locus coeruleus-noradrenergic system: Modulation of behavioral state and state-dependent cognitive processes. Brain Research Reviews, 42, 33–84.

    Article  PubMed  Google Scholar 

  • Beversdorf, D. Q., White, D. M., Chever, D. C., Hughes, J. D., & Bornstein, R. A. (2002). Central beta-adrenergic modulation of cognitive flexibility. Neuroreport, 13(18), 2505–2507.

    Article  CAS  PubMed  Google Scholar 

  • Beversdorf, D. Q., Carpenter, A. L., Miller, R. F., Cios, J. S., & Hillier, A. (2008). Effect of propranolol on verbal problem solving in autism spectrum disorder. Neurocase, 14(4), 378–383.

    Article  PubMed  Google Scholar 

  • Beversdorf, D. Q., Saklayen, S., Higgins, K. F., Bodner, K. E., Kanne, S. M., & Christ, S. E. (2011). Effect of propranolol on word fluency in autism. Cognitive and Behavioral Neurology, 24(1), 11–17.

    Article  PubMed  Google Scholar 

  • Bodner, K. E., Beversdorf, D. Q., Saklayen, S. S., & Christ, S. E. (2012). Noradrenergic moderation of working memory impairments in adults with autism spectrum disorder. Journal of the International Neuropsychological Society, 18(03), 556–564.

    Article  PubMed  Google Scholar 

  • Broyd, S. J., Demanuele, C., Debener, S., Helps, S. K., James, C. J., & Sonuga-Barke, E. J. S. (2009). Default-mode brain dysfunction in mental disorders: A systematic review. Neuroscience & Biobehavioral Reviews, 33, 279–296.

    Article  Google Scholar 

  • Buckner, R. L., Andrews-Hanna, J. R., & Schacter, D. L. (2008). The brain's default network: Anatomy, function, and relevance to disease. Ann. N.Y. Acad. Science, 1124, 1–38.

    Google Scholar 

  • Bullmore, E., & Sporns, O. (2009). Complex brain networks: graph theoretical analysis of structural and functional systems. [10.1038/nrn2575]. Nature Reviews. Neuroscience, 10(3), 186–198.

    Article  CAS  PubMed  Google Scholar 

  • Bullmore, E. T., & Bassett, D. S. (2011) Brain graphs: graphical models of the human brain connectome. Annual Review of Clinical Psychology, 7(1), 113–140

  • Campbell, H. L., Tivarus, M. E., Hillier, A., & Beversdorf, D. Q. (2008). Increased task difficulty results in greater impact of noradrenergic modulation of cognitive flexibility. Pharmacology Biochemistry Behavior, 88(3), 222–229.

    Article  CAS  Google Scholar 

  • Cardinale, R. C., Shih, P., Fishman, I., Ford, L. M., & Müller, R. (2013). PErvasive rightward asymmetry shifts of functional networks in autism spectrum disorder. JAMA Psychiatry, 70(9), 975–982.

    Article  PubMed  PubMed Central  Google Scholar 

  • CDC (2014). Prevalence of autism spectrum disorders among children aged 8 years: autism and developmental disabilities monitoring network, 11 sites, United States, 2010. (Vol. 63, pp. 1–22). MMWR Surveillance Summaries.

  • Cherkassky, V. L., Kana, R. K., Keller, T. A., & Just, M. A. (2006). Functional connectivity in a baseline resting-state network in autism. Neuroreport, 17(16), 1687–1690.

    Article  PubMed  Google Scholar 

  • Corbett, B., Mendoza, S., Abdullah, M., Wegelin, J. A., & Levine, S. (2006). Cortisol circadian rhythms and response to stress in children with autism. Psychoneuroendocrinology, 31(1), 59–68.

    Article  CAS  PubMed  Google Scholar 

  • Corbett, B., Schupp, C., Simon, D., Ryan, N., & Mendoza, S. (2010). Elevated cortisol during play is associated with age and social engagement in children with autism. Molecular Autism, 1(1), 13.

    Article  PubMed  PubMed Central  Google Scholar 

  • Denny, B. T., Kober, H., Wager, T. D., & Ochsner, K. N. (2012). A Meta-analysis of Functional Neuroimaging Studies of Self- and Other Judgments Reveals a Spatial Gradient for Mentalizing in Medial Prefrontal Cortex. Journal of Cognitive Neuroscience, 24(8), 1742–1752.

    Article  PubMed  PubMed Central  Google Scholar 

  • Fox, M. D., & Raichle, M. E. (2007). Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nature Reviews, 8, 700–711.

    Article  CAS  PubMed  Google Scholar 

  • Friston, K. J. (1994). Functional and effective connectivity in neuroimaging: a synthesis. Human Brain Mapping, 2, 56–78.

    Article  Google Scholar 

  • Gotts, S. J., Jo, H. J., Wallace, G. L., Saad, Z. S., Cox, R. W., & Martin, A. (2013). Two distinct forms of functional lateralization in the human brain. Proceedings of the National Academy of Sciences, 110(36), E3435–E3444.

    Article  CAS  Google Scholar 

  • Graziano, P., & Derefinko, K. (2013). Cardiac vagal control and children's adaptive functioning: a meta-analysis. Biological Psychology, 94(1), 22–37.

    Article  PubMed  PubMed Central  Google Scholar 

  • Guye, M., Bettus, G., Bartolomei, F., & Cozzone, P. J. (2010). Graph theoretical analysis of structural and functional connectivity MRI in normal and pathological brain networks. Magnetic Resonance Materials in Physics, 23, 409–421.

    Article  Google Scholar 

  • Hasselmo, M. E., Linster, C., Patil, M., Ma, D. & Cekic, M. (1997). Noradrenergic suppression of synaptic transmission may influence cortical signal-to-noise. Journal of Neurophysiology, 77(6), 3326–3339.

  • Hermans, E. J., van Marle, H. J. F., Ossewaarde, L., Henckens, M. J. A. G., Qin, S., van Kesteren, M. T. R., et al. (2011). Stress-related noradrenergic activity prompts large-scale neural network reconfiguration. [10.1126/science.1209603. Science, 334(6059), 1151–1153.

    Article  CAS  PubMed  Google Scholar 

  • Hill, E., Berthoz, S., & Frith, U. (2004) Brief report: cognitive processing of own emotions in individuals with autistic spectrum disorder and in their relatives. Journal of Autism and Developmental Disorders, 34(2), 229–235

  • Hirstein, W., Iversen, P., & Ramachandran, V. S. (2001). Autonomic responses of autistic children to people and objects. Proceedings of the Royal Society of London. Series B: Biological Sciences, 268(1479), 1883–1888.

    CAS  Google Scholar 

  • IBM (2013). IBM SPSS Statistics for Macintosh (22 ed.). Armonk, NY: IBM Corp.

    Google Scholar 

  • Jenkinson, M., Beckman, C. F., Behrens, T. E., Woolrich, M. W., & Smith, S. M. (2012). FSL. NeuroImage, 62, 782–790.

    Article  PubMed  Google Scholar 

  • Just, M. A., Cherkassky, V. L., Keller, T. A., & Minshew, N. J. (2004). Cortical activation and synchronization during sentence comprehension in high-functioning autism: evidence of underconnectivity. [10.1093/brain/awh199]. Brain, 127(8), 1811–1821.

    Article  PubMed  Google Scholar 

  • Just, M. A., Cherkassky, V. L., Keller, T. A., Kana, R. K., & Minshew, N. J. (2007). Functional and Anatomical Cortical Underconnectivity in Autism: Evidence from an fMRI Study of an Executive Function Task and Corpus Callosum Morphometry. Cerebral Cortex, 17(4), 951–961.

    Article  PubMed  Google Scholar 

  • Kana, R. K., Keller, T. A., Minshew, N. J., & Just, M. A. (2007). Inhibitory control in high-functioning autism: decreased activation and underconnectivity in inhibition networks. [Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't]. Biological Psychiatry, 62(3), 198–206.

    Article  PubMed  Google Scholar 

  • Kennedy, D. P., & Courchesne, E. (2008). The intrinsic functinal organization of the brain is altered in autism. NeuroImage, 39(4), 1877–1885.

    Article  PubMed  Google Scholar 

  • Kushki, A., Drumm, E., Mobarak, M., Tanel, N., Dupuis, A., Chau, T., et al. (2013). Investigating the autonomic nervous system response to anxiety in children with autism spectrum disorders. PloS One, 8(4), 59730.

    Article  Google Scholar 

  • Lake, C., Ziegler, M. G., & Murphy, D. L. (1977). Increased norepinephrine levels and decreased dopamine-β-hydroxylase activity in primary autism. Archives of General Psychiatry, 34(5), 553–556.

    Article  CAS  PubMed  Google Scholar 

  • Le Couteur, A., Lord, C., & Rutter, M. (2003). The autism diagnostic interview-revised (ADI-R). Los Angeles, CA: Western Psychological Services.

    Google Scholar 

  • Leyfer, O. T., Folstein, S. E., Bacalman, S., Davis, N. O., Dinh, E., Morgan, J., et al. (2006). Comorbid psychiatric disorders in children with autism: interview development and rates of disorders. Journal of Autism and Developmental Disorders, 36, 849–861.

    Article  PubMed  Google Scholar 

  • Lind, S. E., & Bowler, D. M. (2010). Episodic memory and episodic future thinking in adults with autism. Journal of Abnormal Psychology, 119(4), 896.

    Article  PubMed  Google Scholar 

  • Lynch, C. J., Uddin, L. Q., Supekar, K., Khouzam, A., Phillips, J., & Menon, V. (2013). Default Mode Network in Childhood Autism: Posteromedial Cortex Heterogeneity and Relationship with Social Deficits. Biological Psychiatry, 74(3), 212–219.

    Article  PubMed  PubMed Central  Google Scholar 

  • Ming, X., Julu, P., Brimacombe, M., Connor, S., & Daniels, M. (2005). Reduced cardiac parasympathetic activity in children with autism. Brain Dev, 27(7), 509–516.

    Article  PubMed  Google Scholar 

  • Monk, C. S., Peltier, S. J., Wiggins, J. L., Weng, S.-J., Carrasco, M., Risi, S., et al. (2009). Abnormalities of intrinsic functional connectivity in autism spectrum disorders. NeuroImage, 47(2), 764–772.

    Article  PubMed  PubMed Central  Google Scholar 

  • Müller, R. A., Shih, P., Keehn, B., Deyoe, J. R., Leyden, K. M., & Shukla, D. K. (2011). Underconnected, but how? A survey of functional connectivity MRI studies in autism spectrum disorders. Cerebral Cortex, 21(10), 2233–2243.

    Article  PubMed  PubMed Central  Google Scholar 

  • Myers, S. M., Johnson, C. P., & Disabilities, t. C. o. C. W. (2007). Management of Children With Autism Spectrum Disorders. Pediatrics, 120(5), 1162–1182.

    Article  PubMed  Google Scholar 

  • Narayanan, A., White, C., Saklayen, S., Scaduto, M., Carpenter, A., Abduljalil, A., et al. (2010). Effect of propranolol on functional connectivity in autism Spectrum disorder—a pilot study. Brain Imaging and Behavior, 4(2), 189–197.

    Article  PubMed  PubMed Central  Google Scholar 

  • Power, J. D., Barnes, K. A., Synder, A. Z., Schlaggar, B. L., & Petersen, S. E. (2012). Spurious but systematic correlations in functional connectivty MRI networks arise from subject motion. NeuroImage, 59(3), 2142–2154.

    Article  PubMed  Google Scholar 

  • Radley, J. J., Williams, B., & Sawchenko, P. E. (2008). Noradrenergic innervation of the dorsal medial prefrontal cortex modulates hypothalamo-pituitary-adrenal responses to acute emotional stress. The Journal of Neuroscience: The Official Journal of the Society for Neuroscience, 28(22), 5806–5816.

    Article  CAS  Google Scholar 

  • Raichle, M. E., MacLeod, A. M., Snyder, A. Z., Powers, W. J., Gusnard, D. A., & Shulman, G. L. (2000). A default mode of brain function. PNAS, 98(2), 676–682.

    Article  Google Scholar 

  • Ratey, J., Bemporad, J., Sorgi, P., Bick, P., Polakoff, S., O'Driscoll, G., et al. (1987). Brief report: open trial effects of beta-blockers on speech and social behaviors in 8 autistic adults. Journal of Autism and Developmental Disorders, 17(3), 439–446.

    Article  CAS  PubMed  Google Scholar 

  • Reznikoff, G. A., Manaker, S., Rhodes, C. H., Winokur, A., & Rainbow, T. C. (1986). Localization and quantification of beta-adrenergic receptors in human brain. Neurology, 36(8), 1067–1067.

    Article  CAS  PubMed  Google Scholar 

  • Ross, E. D., Homan, R. W., & Buck, R. (1994). Differential hemispheric lateralization of primary and social emotions implications for developing a comprehensive neurology for emotions, repression, and the subconscious. Cognitive and Behavioral Neurology, 7, 1–19.

    Google Scholar 

  • Rubinov, M., & Sporns, O. (2010). Complex network measures of brain connectivity: uses and interpretations. [Research Support, Non-U.S. Gov't]. NeuroImage, 52(3), 1059–1069.

    Article  PubMed  Google Scholar 

  • Rudie, J. D., Brown, J. A., Beck-Pancer, D., Hernandez, L. M., Dennis, E. L., Thompson, P. M., et al. (2013). Altered functional and structural brain network organization in autism. NeuroImage: Clinical, 2(0), 79–94.

    Article  Google Scholar 

  • Sara, S. J. (2009). The locus coeruleus and noradrenergic modulation of cognition. [10.1038/nrn2573. Nature Reviews. Neuroscience, 10(3), 211–223.

    Article  CAS  PubMed  Google Scholar 

  • Schacter, D. L., Addis, D. R., & Buckner, R. L. (2007). Remembering the past to imagine the future: the prospective brain. [10.1038/nrn2213]. Nature Reviews. Neuroscience, 8(9), 657–661.

    Article  CAS  PubMed  Google Scholar 

  • Smith, S. M., Jenkinson, M., Woolrich, M. W., Beckman, C. F., Behrens, T. E., Johansen-Berg, H., et al. (2004). Advances in functional and structural MR image analysis and implementation as FSL. NeuroImage, 23(Supplement 1), S208-S219.

  • Song, X.-W., Dong, Z.-Y., Long, X.-Y., Li, S.-F., Zuo, X.-N., Zhu, C.-Z., et al. (2011). REST: A toolkit for resting-state functional magnetic resonance imaging data processing. PloS One, 6(9), E25031.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Tordjman, S., McBride, P. A., Hertzig, M. E., Snow, M. E., Anderson, G. M., Hall, L. M., et al. (1997). Plasma β-endorphin, Adrenocorticotropin hormone, and cortisol in autism. Journal of Child Psychology and Psychiatry, 38(6), 705–715.

    Article  CAS  PubMed  Google Scholar 

  • Tzourio-Mazoyer, N., Landeau, B., Papathanassiou, D., Crivello, F., Etard, O., Delcroix, N., et al. (2002). Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. NeuroImage, 15(1), 273–289.

    Article  CAS  PubMed  Google Scholar 

  • von dem Hagen, E. A. H., Stoyanova, R. S., Baron-Cohen, S., & Calder, A. J. (2013). Reduced functional connectivity within and between 'social' resting state networks in autism spectrum conditions. SCAN, 8, 694–701.

    Google Scholar 

  • Valentino, R. J., & Van Bockstaele, E. (2008). Convergent regulation of locus coeruleus activity as an adaptive response to stress. European Journal of Pharmacology, 583(2–3), 194–203.

  • Van Dijk, K. R. A., Hedden, T., Venkataraman, A., Evans, K. C., Lazar, S. W., & Buckner, R. L. (2010). Intrinsic functional connectivity as a tool for human connectomics: Theory, properties, and optimization. Journal of Neurophysiology, 103(1), 297–321.

    Article  PubMed  Google Scholar 

  • Van Dijk, K. R. A., Sabuncu, M. R., & Buckner, R. L. (2012). The influence of head motion on intrinsic functional connectivity MRI. NeuroImage, 59(2), 431–438.

    Article  PubMed  Google Scholar 

  • Washington, S. D., Gordon, E. M., Brar, J., Warburton, S., Sawyer, A. T., Wolfe, A., et al. (2014). Dysmaturation of the default mode network in autism. Human Brain Mapping, 35(4), 1284–1296.

    Article  PubMed  Google Scholar 

  • Wass, S. (2011). Distortions and disconnections: disrupted brain connectivity in autism. Brain and Cognition, 75(1), 18–28.

    Article  PubMed  Google Scholar 

  • Wechsler, D. (1999). WASI manual. San Antonio: Psychological Corporation.

    Google Scholar 

  • Weissenbacher, A., Kasess, C., Gerstl, F., Lanzenberger, R., Moser, E., & Windischberger, C. (2009). Correlations and anticorrelations in resting-state functional connectivity MRI: A quantitative comparison of preprocessing strategies. NeuroImage, 47, 1408–1416.

    Article  PubMed  Google Scholar 

  • Weng, S.-J., Wiggins, J. L., Peltier, S. J., Carrasco, M., Risi, S., Lord, C., et al. (2010). Alterations of resting state functional connectivity in the default network in adolescents with autism spectrum disorders. Brain Research, 1313(0), 202–214.

    Article  CAS  PubMed  Google Scholar 

  • White, S. W., Oswald, D., Ollendick, T., & Scahill, L. (2009). Anxiety in children and adolescents with autism spectrum disorders. Clinical Psychology Review, 29(3), 216–229.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zamzow, R. M., Ferguson, B. J., Stichter, J. P., Porges, E. C., Ragsdale, A. S., Lewis, M. L., et al. (2016) Effects of propranolol on conversational reciprocity in autism spectrum disorder: a pilot, double-blind, single-dose psychopharmacological challenge study. Psychopharmacology, 233(7), 1171–1178

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Acknowledgments

We would like to thank all of the individuals and their families that participated in this investigation as well as the faculty and staff at the University of Missouri Brain Imaging Center, Thompson Center for Autism and Neurodevelopmental Disorders, and School of Medicine that were involved in this work. This project was supported by a grant from the Health Resources and Services Administration (1R40MC19926) and the University of Missouri, School of Medicine Mission Enhancement Fund awarded to David Q. Beversdorf.

Disclosures

John P. Hegarty II, Bradley J. Ferguson, Rachel M. Zamzow, Landon J. Rohowetz, Jeffrey D. Johnson, Shawn E. Christ, and David Q. Beversdorf declare that they have no conflict of interest. All procedures followed were in accordance with the ethical standards of the responsible committee on human experimentation (institutional and national) and with the Helsinki Declaration of 1975, and the applicable revisions at the time of the investigation. Informed consent was obtained from all patients for being included in the study.

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Hegarty, J.P., Ferguson, B.J., Zamzow, R.M. et al. Beta-adrenergic antagonism modulates functional connectivity in the default mode network of individuals with and without autism spectrum disorder. Brain Imaging and Behavior 11, 1278–1289 (2017). https://doi.org/10.1007/s11682-016-9604-8

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