Abstract
Schizophrenia patients often suffer from deficit in theory of mind (TOM). Prior neuroimaging studies revealed neuroimaging correlates of TOM deficit in adults with schizophrenia, neuroimaging correlates of TOM in adolescents is less well established. This study aimed to investigate gray matter volume (GMV) abnormalities and TOM deficits in schizophrenic adolescents, and examine the relationship between them. Twenty adolescent schizophrenic patients and 25 age, sex-matched healthy controls underwent T1-weighted magnetic resonance imaging (MRI) scans, and were examined for TOM based on the Reading the Mind in the Eyes test (RMET). Univariate voxel-based morphometry (VBM) and multivariate source-based morphometry (SBM) were employed to examine alterations of two GMV phenotypes in schizophrenic adolescents: voxel-wise GMV and covarying structural brain patterns (SBPs). Compared with controls, our results revealed a significant deficit in RMET performance of the patients, Voxel-wise VBM analysis revealed that patients exhibited decreased GMV in bilateral insula, orbitofrontal cortex, and right rolandic operculum, and GMV of these brain regions were positively correlated with RMET performance. Multivariate SBM analysis identified a significantly different between-group SBP comprising of bilateral insula and inferior frontal cortex, bilateral superior temporal cortex, and bilateral lateral parietal cortex and right rolandic operculum. The loading scores of this SBP was positively correlated with RMET performance. This study revealed impairment of TOM ability in schizophrenic adolescents and revealed an association between TOM deficit and decreased GMV in regions which are crucial for social cognition, thereby provided insight and possible target regions for understanding the neural pathology and normalizing TOM deficit in adolescent schizophrenia patients.
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The data that support the findings of this study are available on request from the corresponding author. The data are not publicly available due to privacy or ethical restrictions.
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References
Amann, B.L, Canales-Rodríguez, EJ, Madre, M, Radua, J, Monte, G, Alonso-Lana, S, ..., Sarró, S. (2016). Brain structural changes in schizoaffective disorder compared to schizophrenia and bipolar disorder. Acta Psychiatrica Scandinavica, 133(1), 23–33.
Brüne, M. (2005). “Theory of mind” in schizophrenia: A review of the literature. Schizophrenia Bulletin, 31(1), 21–42.
Cabinio, M., Rossetto, F., Blasi, V., Savazzi, F., Castelli, I., Massaro, D., ... Baglio, F. (2015). Mind-Reading ability and structural connectivity changes in aging. Frontiers in Psychology, 6, 1808. https://doi.org/10.3389/fpsyg.2015.01808.
Carrington, S. J., & Bailey, A. J. (2009). Are there theory of mind regions in the brain? A review of the neuroimaging literature. Human Brain Mapping, 30(8), 2313–2335. https://doi.org/10.1002/hbm.20671
Chan, K. Y., Zhao, F. F., Meng, S., Demaio, A. R., Reed, C., Theodoratou, E., ..., Rudan, I. (2015). Prevalence of schizophrenia in China between 1990 and 2010. Journal of Global Health, 5(1), 010410. https://doi.org/10.7189/jogh.05.010410.
Chang, M., Womer, F. Y., Bai, C., Zhou, Q., Wei, S., Jiang, X., ..., Wang, F. (2016). Voxel-based morphometry in individuals at genetic high risk for schizophrenia and patients with schizophrenia during their first episode of psychosis. PLoS One, 11(10), e0163749. https://doi.org/10.1371/journal.pone.0163749.
de Nijs, J., Schnack, H. G., Koevoets, M., Kubota, M., Kahn, R. S., van Haren, N. E. M., & Cahn, W. (2018). Reward-related brain structures are smaller in patients with schizophrenia and comorbid metabolic syndrome. Acta Psychiatrica Scandinavica, 138(6), 581–590. https://doi.org/10.1111/acps.12955
Duan, K., Premi, E., Pilotto, A., Cristillo, V., Benussi, A., Libri, I., ..., Campora, R. (2021). Alterations of frontal-temporal gray matter volume associate with clinical measures of older adults with COVID-19. Neurobiology of Stress, 14, 100326.
Filmer, H. L., Fox, A., & Dux, P. E. (2019). Causal evidence of right temporal parietal junction involvement in implicit theory of mind processing. NeuroImage, 196, 329–336. https://doi.org/10.1016/j.neuroimage.2019.04.032
Fujiwara, H., Yassin, W., & Murai, T. (2015). Neuroimaging studies of social cognition in schizophrenia. Psychiatry and Clinical Neurosciences, 69(5), 259–267. https://doi.org/10.1111/pcn.12258
García, R. R., Aliste, F., & Soto, G. (2018). Social cognition in schizophrenia: Cognitive and neurobiological aspects. Revista colombiana de psiquiatria, 47(3), 170–176. https://doi.org/10.1016/j.rcp.2017.03.004
Ge, R., Downar, J., Blumberger, D. M., Daskalakis, Z. J., Lam, R. W., & Vila-Rodriguez, F. (2019). Structural network integrity of the central executive network is associated with the therapeutic effect of rTMS in treatment resistant depression. Progress in Neuro-Psychopharmacology and Biological Psychiatry, 92, 217–225.
Ge, R., Ding, S., Keeling, T., Honer, W. G., Frangou, S., & Vila-Rodriguez, F. (2021). SS-Detect: development and validation of a new strategy for source-based morphometry in multiscanner studies. J Neuroimaging, 31(2), 261–271. https://doi.org/10.1111/jon.12814
Gennatas, Efstathios D, Avants, Brian B, Wolf, Daniel H, Satterthwaite, Theodore D, Ruparel, Kosha, Ciric, Rastko, ..., Gur, R.C. (2017). Age-related effects and sex differences in gray matter density, volume, mass, and cortical thickness from childhood to young adulthood. Journal of Neuroscience, 37(20), 5065–5073.
Gong, Y., & Cai, T. (1993). Chinese Wechsler intelligence scale for children. Hunan Map Press.
Guastella, A. J., Einfeld, S. L., Gray, K. M., Rinehart, N. J., Tonge, B. J., Lambert, T. J., & Hickie, I. B. (2010). Intranasal oxytocin improves emotion recognition for youth with autism spectrum disorders. Biological Psychiatry, 67(7), 692–694. https://doi.org/10.1016/j.biopsych.2009.09.020
Gupta, C. N., Turner, J. A., & Calhoun, V. D. (2019). Source-based morphometry: A decade of covarying structural brain patterns. Brain Structure and Function, 224(9), 3031–3044.
Hafkemeijer, A., Altmann-Schneider, I., de Craen, A. J. M., Slagboom, P. E., van der Grond, J., & Rombouts, S. A. R. B. (2014). Associations between age and gray matter volume in anatomical brain networks in middle-aged to older adults. Aging Cell, 13(6), 1068–1074.
Hafkemeijer, Anne, Möller, Christiane, Dopper, Elise GP, Jiskoot, Lize C, van den Berg-Huysmans, Annette A, van Swieten, John C, ..., Barkhof, F. (2016). Differences in structural covariance brain networks between behavioral variant frontotemporal dementia and Alzheimer's disease. Human Brain Mapping, 37(3), 978–988.
Hallerbäck, M. U., Lugnegård, T., Hjärthag, F., & Gillberg, C. (2009). The Reading the mind in the eyes test: Test–retest reliability of a Swedish version. Cognitive Neuropsychiatry, 14(2), 127–143.
Henry, J. D., Phillips, L. H., Beatty, W. W., McDonald, S., Longley, W. A., Joscelyne, A., & Rendell, P. G. (2009a). Evidence for deficits in facial affect recognition and theory of mind in multiple sclerosis. Journal of the International Neuropsychological Society, 15(2), 277–285.
Henry, J. D., Rendell, P. G., Scicluna, A., Jackson, M., & Phillips, L. H. (2009b). Emotion experience, expression, and regulation in Alzheimer's disease. Psychology and Aging, 24(1), 252.
Herold, R., Feldmann, A., Simon, M., Tényi, T., Kövér, F., Nagy, F., ..., Fekete, S. (2009). Regional gray matter reduction and theory of mind deficit in the early phase of schizophrenia: A voxel-based morphometric study. Acta Psychiatrica Scandinavica, 119(3), 199–208. https://doi.org/10.1111/j.1600-0447.2008.01297.x.
Himberg, J., Hyvärinen, A., & Esposito, F. (2004). Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage, 22(3), 1214–1222.
Hirao, K., Miyata, J., Fujiwara, H., Yamada, M., Namiki, C., Shimizu, M., ..., Murai, T. (2008). Theory of mind and frontal lobe pathology in schizophrenia: A voxel-based morphometry study. Schizophrenia Research, 105(1–3), 165–174. https://doi.org/10.1016/j.schres.2008.07.021.
Hooker, C. I., Bruce, L., Lincoln, S. H., Fisher, M., & Vinogradov, S. (2011). Theory of mind skills are related to gray matter volume in the ventromedial prefrontal cortex in schizophrenia. Biological Psychiatry, 70(12), 1169–1178.
Iwashiro, N., Suga, M., Takano, Y., Inoue, H., Natsubori, T., Satomura, Y., ..., Yamasue, H. (2012). Localized gray matter volume reductions in the pars triangularis of the inferior frontal gyrus in individuals at clinical high-risk for psychosis and first episode for schizophrenia. Schizophrenia Research, 137(1–3), 124–131. https://doi.org/10.1016/j.schres.2012.02.024.
Jáni, M., & Kašpárek, T. (2018). Emotion recognition and theory of mind in schizophrenia: A meta-analysis of neuroimaging studies. The World Journal of Biological Psychiatry, 19(sup3), S86–s96. https://doi.org/10.1080/15622975.2017.1324176
Kakeda, S., Watanabe, K., Nguyen, H., Katsuki, A., Sugimoto, K., Igata, N., ..., Korogi, Y. (2020). An independent component analysis reveals brain structural networks related to TNF-α in drug-naïve, first-episode major depressive disorder: A source-based morphometric study. Translational Psychiatry, 10(1), 1–7.
Kanske, P., Böckler, A., & Singer, T. (2015). Models, mechanisms and moderators dissociating empathy and theory of mind Social behavior from rodents to humans (pp. 193–206). Springer.
Keshavan, M. S., Collin, G., Guimond, S., Kelly, S., Prasad, K. M., & Lizano, P. (2020). Neuroimaging in Schizophrenia. Neuroimaging Clinics of North America, 30(1), 73–83. https://doi.org/10.1016/j.nic.2019.09.007
Kim, E., Kyeong, S., Cheon, K. A., Park, B., Oh, M. K., Chun, J. W., ..., Song, D. H. (2016). Neural responses to affective and cognitive theory of mind in children and adolescents with autism spectrum disorder. Neuroscience Letter, 621, 117–125. https://doi.org/10.1016/j.neulet.2016.04.026.
Koelkebeck, K., Hirao, K., Miyata, J., Kawada, R., Saze, T., Dannlowski, U., … Pedersen, A. (2013). Impact of gray matter reductions on theory of mind abilities in patients with schizophrenia. Social Neuroscience, 8(6), 631–639.
Kubera, K.M., Sambataro, F., Vasic, N., Wolf, N.D, Frasch, K., Hirjak, D., ..., Wolf, R.C. (2014). Source-based morphometry of gray matter volume in patients with schizophrenia who have persistent auditory verbal hallucinations. Progress in Neuro-Psychopharmacology and Biological Psychiatry, 50, 102–109.
Lewis, P. A., Rezaie, R., Brown, R., Roberts, N., & Dunbar, R. I. M. (2011). Ventromedial prefrontal volume predicts understanding of others and social network size. NeuroImage, 57(4), 1624–1629.
Maat, A., van Haren, N. E. M., Bartholomeusz, C. F., Kahn, R. S., & Cahn, W. (2016). Emotion recognition and theory of mind are related to gray matter volume of the prefrontal cortex in schizophrenia. European Neuropsychopharmacology, 26(2), 255–264.
Meisenzahl, EM, Koutsouleris, N, Bottlender, R, Scheuerecker, J, Jäger, M, Teipel, SJ, ..., Schmitt, G. (2008). Structural brain alterations at different stages of schizophrenia: A voxel-based morphometric study. Schizophrenia Research, 104(1–3), 44–60.
Olderbak, S., Wilhelm, O., Olaru, G., Geiger, M., Brenneman, M. W., & Roberts, R. D. (2015). A psychometric analysis of the reading the mind in the eyes test: Toward a brief form for research and applied settings. Frontiers in Psychology, 6, 1503.
Ostrom, T. M. (1984). The sovereignty of social cognition. Lawrence Erlbaum Associates Publishers, Vol. 1, pp. 1–38.
Otsuka, Y., Osaka, N., Ikeda, T., & Osaka, M. (2009). Individual differences in the theory of mind and superior temporal sulcus. Neuroscience Letters, 463(2), 150–153. https://doi.org/10.1016/j.neulet.2009.07.064
Petroni, A., Canales-Johnson, A., Urquina, H., Guex, R., Hurtado, E., Blenkmann, A., ..., Ibañez, A. (2011). The cortical processing of facial emotional expression is associated with social cognition skills and executive functioning: A preliminary study. Neuroscience Letters, 505(1), 41–46. https://doi.org/10.1016/j.neulet.2011.09.062.
Porcelli, S., Van Der Wee, N., van der Werff, S., Aghajani, M., Glennon, J. C., van Heukelum, S., ..., Serretti, A. (2019). Social brain, social dysfunction and social withdrawal. Neuroscience and Biobehavioral Reviews, 97, 10–33. https://doi.org/10.1016/j.neubiorev.2018.09.012.
Quidé, Y., Matosin, N., Atkins, J. R., Fitzsimmons, C., Cairns, M. J., Carr, V. J., & Green, M. J. (2018). Common variation in ZNF804A (rs1344706) is not associated with brain morphometry in schizophrenia or healthy participants. Progress in Neuro-Psychopharmacology & Biological Psychiatry, 82, 12–20. https://doi.org/10.1016/j.pnpbp.2017.12.007
Schurz, M., Radua, J., Aichhorn, M., Richlan, F., & Perner, J. (2014). Fractionating theory of mind: A meta-analysis of functional brain imaging studies. Neuroscience & Biobehavioral Reviews, 42, 9–34.
Singh, S., Modi, S., Goyal, S., Kaur, P., Singh, N., Bhatia, T., ..., Khushu, S. (2015). Functional and structural abnormalities associated with empathy in patients with schizophrenia: An fMRI and VBM study. Journal of Biosciences, 40(2), 355–364.
Spunt, R. P., & Adolphs, R. (2014). Validating the why/how contrast for functional MRI studies of theory of mind. Neuroimage, 99, 301–311.
Steenwijk, M.D, Geurts, J.J.G., Daams, M., Tijms, B.M., Wink, A.M., Balk, L.J., ..., Vrenken, H. (2016). Cortical atrophy patterns in multiple sclerosis are non-random and clinically relevant. Brain, 139(1), 115–126.
Sutoko, S., Atsumori, H., Obata, A., Funane, T., Kandori, A., Shimonaga, K., ..., Tsuji, T. (2020). Lesions in the right Rolandic operculum are associated with self-rating affective and apathetic depressive symptoms for post-stroke patients. Scientific Reports, 10(1), 1–10.
van Veluw, S. J., & Chance, S. A. (2014). Differentiating between self and others: An ALE meta-analysis of fMRI studies of self-recognition and theory of mind. Brain Imaging and Behavior, 8(1), 24–38. https://doi.org/10.1007/s11682-013-9266-8
Vellante, M., Baron-Cohen, S., Melis, M., Marrone, M., Petretto, D. R., Masala, C., & Preti, A. (2013). The “Reading the mind in the eyes” test: Systematic review of psychometric properties and a validation study in Italy. Cognitive Neuropsychiatry, 18(4), 326–354.
Völlm, B. A., Taylor, A. N. W., Richardson, P., Corcoran, R., Stirling, J., McKie, S., … Elliott, R. (2006). Neuronal correlates of theory of mind and empathy: A functional magnetic resonance imaging study in a nonverbal task. NeuroImage, 29(1), 90–98.
Welborn, B. L., & Lieberman, M. D. (2015). Person-specific theory of mind in medial pFC. Journal of Cognitive Neuroscience, 27(1), 1–12.
Xiao, Y., Geng, F., Riggins, T., Chen, G., & Redcay, E. (2019). Neural correlates of developing theory of mind competence in early childhood. NeuroImage, 184, 707–716.
Xu, L., Groth, K. M., Pearlson, G., Schretlen, D. J., & Calhoun, V. D. (2009). Source-based morphometry: The use of independent component analysis to identify gray matter differences with application to schizophrenia. Human Brain Mapping, 30(3), 711–724. https://doi.org/10.1002/hbm.20540
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This work was supported by the National Key Research and Development of China (No.2017YFC1309900, No.2016YFC1306204, No.2016YFC1306105) and the Key Research and Development Program of Hunan Province (No. 2017SK2032). These sources had no further role in this study design, in the data collection and analysis, in the writing of the report, and in the decision to submit the paper for publication.
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YS, XL and RG were responsible for study design. XG and CH were involved in statistical analysis and interpretation of results. XL were responsible for recruiting the participants and data collection. YS, CH were involved in statistical analysis and interpretation of results. XL and RG, YS, and XG were involved in manuscript preparation and drafting the paper. CH were involved in editing and revising the manuscript. YS, XL and RG were responsible for the critical revision of the manuscript. All authors have contributed to and have approved the final manuscript.
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Shen, Y., Gao, X., Huang, C. et al. Decreased gray matter volume is associated with theory of mind deficit in adolescents with schizophrenia. Brain Imaging and Behavior 16, 1441–1450 (2022). https://doi.org/10.1007/s11682-021-00591-9
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DOI: https://doi.org/10.1007/s11682-021-00591-9