Abstract
To identify altered inter-hemispheric communication between patients with primary insomnia (PIs) and good sleepers (GSs), and their relationships with sleep and emotion-related parameters. Forty-eight PIs and 48 status-matched GSs were asked to complete a number of sleep and emotion-related questionnaires. Voxel-mirrored homotopic connectivity(VMHC) and seed-based functional connectivity were used to characterize the inter-hemispheric coordination. Seven PIs were examined twice to evaluate the test-retest reliability. Support vector machine and ROC curve were applied to discriminate the two groups. Pearson correlation and mediating causality analysis were used to describe the relationships between insomnia-related brain networks and sleep/emotion-related parameters. High test-retest stability (intraclass correlation coefficient ≥ 0.8) of the VMHC maps was observed. Intra-, and inter-hemispheric coordination dysfunctions of the default mode network, visual pathways and executive control network were found. These differences received good discriminatory power to distinguish the two groups (AUC, 0.887; sensitivity, 81.3%; specificity, 87.5%). Intra-, and inter-hemispheric communication within the default mode network and visual pathways correlated with and partially mediated the insomnia-related parameters, while the executive control network correlated with post-insomnia negative emotions. Altered inter-hemispheric coordination within the default mode network and visual pathway may be identified as core predisposing or perpetuating factors in the etiology of PIs, while the executive control network may underlie the post-insomnia negative emotional symptoms. These findings may suggest that the inter-hemispheric communication might be potential neuroimaging markers to discribe underlie neurobiological mechanism of PIs and expand our understanding of the etiology of PIs.
Similar content being viewed by others
References
Altena, E., Van Der Werf, Y. D., Strijers, R. L., & Van Someren, E. J. (2008). Sleep loss affects vigilance: effects of chronic insomnia and sleep therapy. Journal of Sleep Research, 17, 335–343.
Altena, E., Vrenken, H., Van Der Werf, Y. D., van den Heuvel, O. A., & Van Someren, E. J. (2010). Reduced orbitofrontal and parietal gray matter in chronic insomnia: a voxel-based morphometric study. Biological Psychiatry, 67, 182–185.
American Academy of Sleep Medicine. (2005). International classification of sleep disorders- second edition (ICSD-2). Vol., International Classification of Sleep Disorders Steering Committe, P. J. Hauri (Chairman). Chicago.
American Psychiatric Association. (2000). Diagnostic criteria from DSM-IV-TR. Washington, D.C.: American Psychiatric Association.
Blazhenkova, O., & Kozhevnikov, M. (2008). The new object-spatial-verbal cognitive style model: theory and measurement. Applied Cognitive Psychology, 23, 638–663.
Buckner, R. L., Andrews-Hanna, J. R., & Schacter, D. L. (2008). The brain's default network: anatomy, function, and relevance to disease. Annals of the New York Academy of Sciences, 1124, 1–38.
Bumb, J. M., Schilling, C., Enning, F., Haddad, L., Paul, F., Lederbogen, F., Deuschle, M., Schredl, M., & Nolte, I. (2014). Pineal gland volume in primary insomnia and healthy controls: a magnetic resonance imaging study. Journal of Sleep Research, 23, 274–280.
Burrell, J. R., Hodges, J. R., & Rowe, J. B. (2014). Cognition in corticobasal syndrome and progressive supranuclear palsy: a review. Movement Disorders, 29, 684–693.
Dai, X. J. (2017). Brain response to sleep-related attentional bias in patients with chronic insomnia. Journal of Thoracic Disease, 9, 1466–1468.
Dai, X. J., Gong, H. H., Wang, Y. X., Zhou, F. Q., Min, Y. J., Zhao, F., Wang, S. Y., Liu, B. X., & Xiao, X. Z. (2012). Gender differences in brain regional homogeneity of healthy subjects after normal sleep and after sleep deprivation: a resting-state fMRI study. Sleep Medicine, 13, 720–727.
Dai, X. J., Peng, D. C., Gong, H. H., Wan, A. L., Nie, X., Li, H. J., & Wang, Y. X. (2014). Altered intrinsic regional brain spontaneous activity and subjective sleep quality in patients with chronic primary insomnia: a resting-state fMRI study. Neuropsychiatric Disease and Treatment, 10, 2163–2175.
Dai, X. J., Liu, C. L., Zhou, R. L., Gong, H. H., Wu, B., Gao, L., & Wang, Y. X. (2015). Long-term total sleep deprivation decreases the default spontaneous activity and connectivity pattern in healthy male subjects: a resting-state fMRI study. Neuropsychiatric Disease and Treatment, 11, 761–772.
Dai, X. J., Nie, X., Liu, X., Pei, L., Jiang, J., Peng, D. C., Gong, H. H., Zeng, X. J., Wang, Y. X., & Zhan, Y. (2016). Gender differences in regional brain activity in patients with chronic primary insomnia: evidence from a resting-state fMRI study. Journal of Clinical Sleep Medicine, 12, 363–374.
Dai, X. J., Jiang, J., Zhang, Z., Nie, X., Liu, B. X., Pei, L., Gong, H., Hu, J., Lu, G., & Zhan, Y. (2018). Plasticity and susceptibility of brain morphometry alterations to insufficient sleep. Frontiers in Psychiatry, 9, 266.
De Martino, F., Valente, G., Staeren, N., Ashburner, J., Goebel, R., & Formisano, E. (2008). Combining multivariate voxel selection and support vector machines for mapping and classification of fMRI spatial patterns. NeuroImage, 43, 44–58.
Donohue, S. E., Hopf, J. M., Bartsch, M. V., Schoenfeld, M. A., Heinze, H. J., & Woldorff, M. G. (2016). The rapid capture of attention by rewarded objects. Journal of Cognitive Neuroscience, 28, 529–541.
Edinger, J. D., Means, M. K., Carney, C. E., & Krystal, A. D. (2008). Psychomotor performance deficits and their relation to prior nights' sleep among individuals with primary insomnia. Sleep, 31, 599–607.
Espie, C. A., Broomfield, N. M., MacMahon, K. M., Macphee, L. M., & Taylor, L. M. (2006). The attention-intention-effort pathway in the development of psychophysiologic insomnia: a theoretical review. Sleep Medicine Reviews, 10, 215–245.
Felling, R. J., & Singer, H. S. (2011). Neurobiology of tourette syndrome: current status and need for further investigation. Journal of Neuroscience: The Official Journal of the Society for Neuroscience, 31, 12387–12395.
Fox, M. D., & Raichle, M. E. (2007). Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nature Reviews. Neuroscience, 8, 700–711.
Gao, L., Bai, L., Zhang, Y., Dai, X. J., Netra, R., Min, Y., Zhou, F., Niu, C., Dun, W., Gong, H., & Zhang, M. (2015). Frequency-dependent changes of local resting oscillations in sleep-deprived brain. PLoS One, 10, e0120323.
Gusnard, D. A., Akbudak, E., Shulman, G. L., & Raichle, M. E. (2001a). Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proceedings of the National Academy of Sciences of the United States of America, 98, 4259–4264.
Gusnard, D. A., Raichle, M. E., & Raichle, M. E. (2001b). Searching for a baseline: functional imaging and the resting human brain. Nature Reviews. Neuroscience, 2, 685–694.
Harvey, A. G. (2002). A cognitive model of insomnia. Behaviour Research and Therapy, 40, 869–893.
Hayes, A. (2013a). Introduction to mediation, moderation, and conditional process analysis. Journal of Educational Measurement, 51, 335–337.
Hayes, A. F. (2013b). Introduction to mediation moderation and conditional process analysis a regressionbased approach. New York, NY: The Guilford Press.
Hickey, C., & Peelen, M. V. (2015). Neural mechanisms of incentive salience in naturalistic human vision. Neuron, 85, 512–518.
Hopf, J. M., Schoenfeld, M. A., Buschschulte, A., Rautzenberg, A., Krebs, R., & Nico, B. (2015). The modulatory impact of reward and attention on global feature selection in human visual cortex. Visual Cognition, 23, 229–248.
Huang, Z., Liang, P., Jia, X., Zhan, S., Li, N., Ding, Y., Lu, J., Wang, Y., & Li, K. (2012). Abnormal amygdala connectivity in patients with primary insomnia: Evidence from resting state fMRI. European Journal of Radiology, 81, 1288–1295.
Ji, G. J., Zhang, Z., Xu, Q., Zang, Y. F., Liao, W., & Lu, G. (2014). Generalized tonic-clonic seizures: aberrant interhemispheric functional and anatomical connectivity. Radiology, 271, 839–847.
Ji, G. J., Ren, C., Li, Y., Sun, J., Liu, T., Gao, Y., Xue, D., Shen, L., Cheng, W., Zhu, C., Tian, Y., Hu, P., Chen, X., & Wang, K. (2019). Regional and network properties of white matter function in Parkinson’s disease. Human Brain Mapping, 40, 1253–1263.
Joo, E. Y., Noh, H. J., Kim, J. S., Koo, D. L., Kim, D., Hwang, K. J., Kim, J. Y., Kim, S. T., Kim, M. R., & Hong, S. B. (2013). Brain gray matter deficits in patients with chronic primary insomnia. Sleep, 36, 999–1007.
Joo, E. Y., Kim, H., Suh, S., & Hong, S. B. (2014). Hippocampal substructural vulnerability to sleep disturbance and cognitive impairment in patients with chronic primary insomnia: magnetic resonance imaging morphometry. Sleep, 37, 1189–1198.
Kaufmann, T., Elvsashagen, T., Alnaes, D., Zak, N., Pedersen, P. O., Norbom, L. B., Quraishi, S. H., Tagliazucchi, E., Laufs, H., Bjornerud, A., Malt, U. F., Andreassen, O. A., Roussos, E., Duff, E. P., Smith, S. M., Groote, I. R., & Westlye, L. T. (2016). The brain functional connectome is robustly altered by lack of sleep. NeuroImage, 127, 324–332.
Killgore, W. D., Schwab, Z. J., Kipman, M., Deldonno, S. R., & Weber, M. (2013). Insomnia-related complaints correlate with functional connectivity between sensory-motor regions. Neuroreport, 24, 233–240.
Koechlin, E., & Summerfield, C. (2007). An information theoretical approach to prefrontal executive function. Trends in Cognitive Sciences, 11, 229–235.
Kosslyn, S. M., Ganis, G., & Thompson, W. L. (2001). Neural foundations of imagery. Nature Reviews. Neuroscience, 2, 635–642.
Kozhevnikov, M., Kosslyn, S., & Shephard, J. (2005). Spatial versus object visualizers: a new characterization of visual cognitive style. Memory & Cognition, 33, 710–726.
Li, Y., Wang, E., Zhang, H., Dou, S., Liu, L., Tong, L., Lei, Y., Wang, M., Xu, J., Shi, D., & Zhang, Q. (2014). Functional connectivity changes between parietal and prefrontal cortices in primary insomnia patients: evidence from resting-state fMRI. European Journal of Medical Research, 19, 32.
Li, H. J., Dai, X. J., Gong, H. H., Nie, X., Zhang, W., & Peng, D. C. (2015). Aberrant spontaneous low-frequency brain activity in male patients with severe obstructive sleep apnea revealed by resting-state functional MRI. Neuropsychiatric Disease and Treatment, 11, 207–214.
Li, S., Tian, J., Bauer, A., Huang, R., Wen, H., Li, M., Wang, T., Xia, L., & Jiang, G. (2016). Reduced integrity of right lateralized white matter in patients with primary insomnia: a diffusion-tensor imaging study. Radiology, 280, 520–528.
Liao, W., Chen, H., Feng, Y., Mantini, D., Gentili, C., Pan, Z., Ding, J., Duan, X., Qiu, C., Lui, S., Gong, Q., & Zhang, W. (2010). Selective aberrant functional connectivity of resting state networks in social anxiety disorder. NeuroImage, 52, 1549–1558.
Liao, W., Yu, Y., Miao, H. H., Feng, Y. X., Ji, G. J., & Feng, J. H. (2016). Inter-hemispheric intrinsic connectivity as a neuromarker for the diagnosis of boys with Tourette syndrome. Molecular Neurobiology, 54, 1–9.
Liu, X., Zheng, J., Liu, B. X., & Dai, X. J. (2018). Altered connection properties of important network hubs may be neural risk factors for individuals with primary insomnia. Scientific Reports, 8, 5891.
Maclean, M. H., & Giesbrecht, B. (2015). Neural evidence reveals the rapid effects of reward history on selective attention. Brain Research, 1606, 86–94.
Mason, M. F., Norton, M. I., Van Horn, J. D., Wegner, D. M., Grafton, S. T., & Macrae, C. N. (2007). Wandering minds: the default network and stimulus-independent thought. Science, 315, 393–395.
Merica, H., Blois, R., & Gaillard, J. M. (1998). Spectral characteristics of sleep EEG in chronic insomnia. The European Journal of Neuroscience, 10, 1826–1834.
Nie, X., Shao, Y., Liu, S. Y., Li, H. J., Wan, A. L., Nie, S., Peng, D. C., & Dai, X. J. (2015). Functional connectivity of paired default mode network subregions in primary insomnia. Neuropsychiatric Disease and Treatment, 11, 3085–3093.
Nofzinger, E. A., Buysse, D. J., Germain, A., Price, J. C., Miewald, J. M., & Kupfer, D. J. (2004). Functional neuroimaging evidence for hyperarousal in insomnia. The American Journal of Psychiatry, 161, 2126–2128.
Noh, H. J., Joo, E. Y., Kim, S. T., Yoon, S. M., Koo, D. L., Kim, D., Lee, G. H., & Hong, S. B. (2012). The relationship between hippocampal volume and cognition in patients with chronic primary insomnia. Journal of Clinical Neurology (Seoul, Korea), 8, 130–138.
O'Byrne, J. N., Berman Rosa, M., Gouin, J. P., & Dang-Vu, T. T. (2014). Neuroimaging findings in primary insomnia. Pathol Biol (Paris)., 62, 262–269.
Ohayon, M. M. (2002). Epidemiology of insomnia: what we know and what we still need to learn. Sleep Medicine Reviews, 6, 97–111.
Ohayon, M. M., Smolensky, M. H., & Roth, T. (2010). Consequences of shiftworking on sleep duration, sleepiness, and sleep attacks. Chronobiology International, 27, 575–589.
Perlis, M. L., Merica, H., Smith, M. T., & Giles, D. E. (2001). Beta EEG activity and insomnia. Sleep Medicine Reviews, 5, 363–374.
Power, J. D., Barnes, K. A., Snyder, A. Z., Schlaggar, B. L., & Petersen, S. E. (2012). Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion. NeuroImage, 59, 2142–2154.
Regen, W., Kyle, S. D., Nissen, C., Feige, B., Baglioni, C., Hennig, J., Riemann, D., & Spiegelhalder, K. (2016). Objective sleep disturbances are associated with greater waking resting-state connectivity between the retrosplenial cortex/ hippocampus and various nodes of the default mode network. Journal of Psychiatry & Neuroscience, 41, 295–303.
Riemann, D., Voderholzer, U., Spiegelhalder, K., Hornyak, M., Buysse, D. J., Nissen, C., Hennig, J., Perlis, M. L., van Elst, L. T., & Feige, B. (2007). Chronic insomnia and MRI-measured hippocampal volumes: a pilot study. Sleep, 30, 955–958.
Roth, T., Roehrs, T., & Pies, R. (2007). Insomnia: pathophysiology and implications for treatment. Sleep Medicine Reviews, 11, 71–79.
Satterthwaite, T. D., Elliott, M. A., Gerraty, R. T., Ruparel, K., Loughead, J., Calkins, M. E., Eickhoff, S. B., Hakonarson, H., Gur, R. C., Gur, R. E., & Wolf, D. H. (2013). An improved framework for confound regression and filtering for control of motion artifact in the preprocessing of resting-state functional connectivity data. NeuroImage, 64, 240–256.
Simpson, J. R., Jr., Drevets, W. C., Snyder, A. Z., Gusnard, D. A., & Raichle, M. E. (2001a). Emotion-induced changes in human medial prefrontal cortex: II. During anticipatory anxiety. Proceedings of the National Academy of Sciences of the United States of America, 98, 688–693.
Simpson, J. R., Jr., Snyder, A. Z., Gusnard, D. A., & Raichle, M. E. (2001b). Emotion-induced changes in human medial prefrontal cortex: I. During cognitive task performance. Proceedings of the National Academy of Sciences of the United States of America, 98, 683–687.
Spiegelhalder, K., Espie, C., & Riemann, D. (2009). Is sleep-related attentional bias due to sleepiness or sleeplessness? Cognition & Emotion, 23, 541–550.
Spiegelhalder, K., Regen, W., Baglioni, C., Kloppel, S., Abdulkadir, A., Hennig, J., Nissen, C., Riemann, D., & Feige, B. (2013). Insomnia does not appear to be associated with substantial structural brain changes. Sleep, 36, 731–737.
Spiegelhalder, K., Regen, W., Prem, M., Baglioni, C., Nissen, C., Feige, B., Schnell, S., Kiselev, V. G., Hennig, J., & Riemann, D. (2014). Reduced anterior internal capsule white matter integrity in primary insomnia. Human Brain Mapping, 35, 3431–3438.
Suh, S., Kim, H., Dang-Vu, T. T., Joo, E., & Shin, C. (2016). Cortical thinning and altered Cortico-cortical structural covariance of the default mode network in patients with persistent insomnia symptoms. Sleep, 39, 161–171.
Sylvester, C. M., Corbetta, M., Raichle, M. E., Rodebaugh, T. L., Schlaggar, B. L., Sheline, Y. I., Zorumski, C. F., & Lenze, E. J. (2012). Functional network dysfunction in anxiety and anxiety disorders. Trends in Neurosciences, 35, 527–535.
Tsigos, C., & Chrousos, G. P. (2002). Hypothalamic-pituitary-adrenal axis, neuroendocrine factors and stress. Journal of Psychosomatic Research, 53, 865–871.
Van Dijk, K. R., Sabuncu, M. R., & Buckner, R. L. (2012). The influence of head motion on intrinsic functional connectivity MRI. NeuroImage, 59, 431–438.
Varkevisser, M., & Kerkhof, G. A. (2005). Chronic insomnia and performance in a 24-h constant routine study. Journal of Sleep Research, 14, 49–59.
Walker, M. P., & Stickgold, R. (2006). Sleep, memory, and plasticity. Annual Review of Psychology, 57, 139–166.
Wee, C. Y., Yap, P. T., Shen, D., & Alzheimer's Disease Neuroimaging, I. (2013). Prediction of Alzheimer's disease and mild cognitive impairment using cortical morphological patterns. Human Brain Mapping, 34, 3411–3425.
Winkelman, J. W., Benson, K. L., Buxton, O. M., Lyoo, I. K., Yoon, S., O'Connor, S., & Renshaw, P. F. (2010). Lack of hippocampal volume differences in primary insomnia and good sleeper controls: an MRI volumetric study at 3 Tesla. Sleep Medicine, 11, 576–582.
Winkelman, J. W., Plante, D. T., Schoerning, L., Benson, K., Buxton, O. M., O'Connor, S. P., Jensen, J. E., Renshaw, P. F., & Gonenc, A. (2013). Increased rostral anterior cingulate cortex volume in chronic primary insomnia. Sleep, 36, 991–998.
Yan, C. G., Cheung, B., Kelly, C., Colcombe, S., Craddock, R. C., Di Martino, A., Li, Q., Zuo, X. N., Castellanos, F. X., & Milham, M. P. (2013). A comprehensive assessment of regional variation in the impact of head micromovements on functional connectomics. NeuroImage, 76, 183–201.
Zhou, F., Huang, S., Zhuang, Y., Gao, L., & Gong, H. (2017). Frequency-dependent changes in local intrinsic oscillations in chronic primary insomnia: a study of the amplitude of low-frequency fluctuations in the resting state. NeuroImage Clinical, 15, 458–465.
Zhu, Y., Feng, Z., Xu, J., Fu, C., Sun, J., Yang, X., Shi, D., & Qin, W. (2016). Increased interhemispheric resting-state functional connectivity after sleep deprivation: a resting-state fMRI study. Brain Imaging and Behavior, 10, 911–919.
Zuo, X. N., Kelly, C., Di Martino, A., Mennes, M., Margulies, D. S., Bangaru, S., Grzadzinski, R., Evans, A. C., Zang, Y. F., Castellanos, F. X., & Milham, M. P. (2010). Growing together and growing apart: regional and sex differences in the lifespan developmental trajectories of functional homotopy. The Journal of Neuroscience, 30, 15034–15043.
Acknowledgments
This work was supported by National Natural Science Foundation of China (grant No 81701678 and 81801315).
Author information
Authors and Affiliations
Contributions
XJ.D., Z. Z., and G. L. conceived and designed the whole experiment; XJ.D., BX. L., and X. N. collected the data; XJ.D., SZ. A., JP. H., Q. X., QR. Z., and Y. X. take responsibility for the integrity of the data, the accuracy of the data analysis and statistical data analysis; XJ.D. and BX. L. wrote the main manuscript text; XJ.D. under took the critical interpretation of the data. All authors contributed to the final version of the paper and have read, as well as, approved the final manuscript.
Corresponding authors
Ethics declarations
Conflicts of interest
All authors report no biomedical financial interests or potential conflicts of interest.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Dai, XJ., Liu, BX., Ai, S. et al. Altered inter-hemispheric communication of default-mode and visual networks underlie etiology of primary insomnia. Brain Imaging and Behavior 14, 1430–1444 (2020). https://doi.org/10.1007/s11682-019-00064-0
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11682-019-00064-0