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Changed hub and functional connectivity patterns of the posterior fusiform gyrus in chess experts

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Abstract

The hubs of the brain network play a key role in integrating and transferring information between different functional modules. However, the effects of long-term practice on functional network hubs in chess experts are largely undefined. Here, we investigated whether alterations of hubs can be detected in chess experts using resting-state functional magnetic resonance imaging (rs-fMRI) and graph theory methods. We first mapped the whole-brain voxel-wise functional connectivity and calculated the functional connectivity strength (FCS) map in each of the 28 chess players and 27 gender- and age-matched healthy novice players. Whole-brain resting-state functional connectivity analyses for the changed hub areas were conducted to further elucidate the corresponding changes of functional connectivity patterns in chess players. The hub analysis revealed increased FCS in the right posterior fusiform gyrus of the chess players, which was supported by analyses of this area’s regional homogeneity (ReHo), amplitude of low frequency fluctuations (ALFF), and fractional amplitude of low frequency fluctuations (fALFF). The following functional connectivity analyses revealed increased functional connectivities between the right posterior fusiform gyrus and the visuospatial attention and motor networks in chess players. These findings demonstrate that cognitive expertise has a positive influence on the functions of the brain regions associated with the chess expertise and that increased functional connections might in turn facilitate within and between networks communication for expert behavior to get superior performance.

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References

  • Achard, S., & Bullmore, E. (2007). Efficiency and cost of economical brain functional networks. PLoS Computational Biology, 3, e17.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Aciego, R., Garcia, L., & Betancort, M. (2012). The benefits of chess for the intellectual and social-emotional enrichment in schoolchildren. The Spanish Journal of Psychology, 15, 551–559.

    Article  PubMed  Google Scholar 

  • Amidzic, O., Riehle, H. J., Fehr, T., Wienbruch, C., & Elbert, T. (2001). Pattern of focal gamma-bursts in chess players. Nature, 412, 603.

    Article  CAS  PubMed  Google Scholar 

  • Astafiev, S. V., Stanley, C. M., Shulman, G. L., & Corbetta, M. (2004). Extrastriate body area in human occipital cortex responds to the performance of motor actions. Nature Neuroscience, 7, 542–548.

    Article  CAS  PubMed  Google Scholar 

  • Bassett, D. S., & Bullmore, E. (2006). Small-world brain networks. Neuroscientist, 12, 512–523.

    Article  PubMed  Google Scholar 

  • Bezzola, L., Mérillat, S., Gaser, C., & Jäncke, L. (2011). Training-induced neural plasticity in golf novices. The Journal of Neuroscience, 31(35), 12444–12448.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bilalic, M., Langner, R., Erb, M., & Grodd, W. (2010). Mechanisms and neural basis of object and pattern recognition: A study with chess experts. Journal of Experimental Psychology. General, 139, 728–742.

    Article  PubMed  Google Scholar 

  • Bilalic, M., Langner, R., Ulrich, R., & Grodd, W. (2011). Many faces of expertise: Fusiform face area in chess experts and novices. The Journal of Neuroscience, 31, 10206–10214.

    Article  CAS  PubMed  PubMed Central  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. Magnetic Resonance in Medicine, 34, 537–541.

    Article  CAS  PubMed  Google Scholar 

  • Buckner, R. L., Sepulcre, J., Talukdar, T., Krienen, F. M., Liu, H., Hedden, T., Andrews-Hanna, J. R., Sperling, R. A., & Johnson, K. A. (2009). Cortical hubs revealed by intrinsic functional connectivity: Mapping, assessment of stability, and relation to Alzheimer's disease. The Journal of Neuroscience, 29, 1860–1873.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Bullmore, E., & Sporns, O. (2009). Complex brain networks: Graph theoretical analysis of structural and functional systems. Nature Reviews. Neuroscience, 10, 186–198.

    Article  CAS  PubMed  Google Scholar 

  • Campitelli, G., Gobet, F., Head, K., Buckley, M., & Parker, A. (2007). Brain localization of memory chunks in chessplayers. The International Journal of Neuroscience, 117, 1641–1659.

    Article  PubMed  Google Scholar 

  • Chase, W. G., & Simon, H. A. (1973). Perception in chess. Cognitive Psychology, 4, 55–81.

    Article  Google Scholar 

  • Cole, M. W., Pathak, S., & Schneider, W. (2010). Identifying the brain's most globally connected regions. Neuroimage, 49, 3132–3148.

    Article  PubMed  Google Scholar 

  • Cole, M. W., Bassett, D. S., Power, J. D., Braver, T. S., & Petersen, S. E. (2014). Intrinsic and task-evoked network architectures of the human brain. Neuron, 83, 238–251.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Corbetta, M., & Shulman, G. L. (2002). Control of goal-directed and stimulus-driven attention in the brain. Nature Reviews. Neuroscience, 3, 201–215.

    Article  CAS  PubMed  Google Scholar 

  • Desimone, R., Albright, T. D., Gross, C. G., & Bruce, C. (1984). Stimulus-selective properties of inferior temporal neurons in the macaque. The Journal of Neuroscience, 4, 2051–2062.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Draganski, B., Gaser, C., Busch, V., Schuierer, G., Bogdahn, U., & May, A. (2004). Neuroplasticity: Changes in grey matter induced by training. Nature, 427, 311–312.

    Article  CAS  PubMed  Google Scholar 

  • Duan, X., He, S., Liao, W., Liang, D., Qiu, L., Wei, L., Li, Y., Liu, C., Gong, Q., & Chen, H. (2012a). Reduced caudate volume and enhanced striatal-DMN integration in chess experts. Neuroimage, 60, 1280–1286.

    Article  PubMed  Google Scholar 

  • Duan, X., Liao, W., Liang, D., Qiu, L., Gao, Q., Liu, C., Gong, Q., & Chen, H. (2012b). Large-scale brain networks in board game experts: Insights from a domain-related task and task-free resting state. PLoS One, 7, e32532.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Duan, X., Long, Z., Chen, H., Liang, D., Qiu, L., Huang, X., Liu, T. C., & Gong, Q. (2014). Functional organization of intrinsic connectivity networks in Chinese-chess experts. Brain Research, 1558, 33–43.

    Article  CAS  PubMed  Google Scholar 

  • Elo, A.E. (1978). The rating of chessplayers, past and present. Arco Pub.

    Google Scholar 

  • Fox, M. D., Corbetta, M., Snyder, A. Z., Vincent, J. L., & Raichle, M. E. (2006). Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proceedings of the National Academy of Sciences of the United States of America, 103, 10046–10051.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Fox, M. D., Snyder, A. Z., Vincent, J. L., & Raichle, M. E. (2007). Intrinsic fluctuations within cortical systems account for intertrial variability in human behavior. Neuron, 56, 171–184.

    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 

  • Gaser, C., & Schlaug, G. (2003a). Brain structures differ between musicians and non-musicians. The Journal of Neuroscience, 23, 9240–9245.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Gaser, C., & Schlaug, G. (2003b). Gray matter differences between musicians and nonmusicians. Annals of the New York Academy of Sciences, 999, 514–517.

    Article  PubMed  Google Scholar 

  • Gauthier, I., Skudlarski, P., Gore, J. C., & Anderson, A. W. (2000). Expertise for cars and birds recruits brain areas involved in face recognition. Nature Neuroscience, 3, 191–197.

    Article  CAS  PubMed  Google Scholar 

  • Greicius, M. D., Krasnow, B., Reiss, A. L., & Menon, V. (2003). Functional connectivity in the resting brain: A network analysis of the default mode hypothesis. Proceedings of the National Academy of Sciences of the United States of America, 100, 253–258.

    Article  CAS  PubMed  Google Scholar 

  • Gross, C. G. (1992). Representation of visual stimuli in inferior temporal cortex. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences, 335, 3–10.

    Article  CAS  PubMed  Google Scholar 

  • Hagmann, P., Cammoun, L., Gigandet, X., Meuli, R., Honey, C. J., Wedeen, V. J., & Sporns, O. (2008). Mapping the structural core of human cerebral cortex. PLoS Biology, 6, e159.

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Haier, R. J., Karama, S., Leyba, L., & Jung, R. E. (2009). MRI assessment of cortical thickness and functional activity changes in adolescent girls following three months of practice on a visual-spatial task. BMC Research Notes, 2(1), 174.

    Article  PubMed  PubMed Central  Google Scholar 

  • Hampson, M., Driesen, N. R., Skudlarski, P., Gore, J. C., & Constable, R. T. (2006a). Brain connectivity related to working memory performance. The Journal of Neuroscience, 26, 13338–13343.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Hampson, M., Tokoglu, F., Sun, Z., Schafer, R. J., Skudlarski, P., Gore, J. C., & Constable, R. T. (2006b). Connectivity-behavior analysis reveals that functional connectivity between left BA39 and Broca’s area varies with reading ability. Neuroimage, 31, 513–519.

    Article  PubMed  Google Scholar 

  • Kincade, J. M., Abrams, R. A., Astafiev, S. V., Shulman, G. L., & Corbetta, M. (2005). An event-related functional magnetic resonance imaging study of voluntary and stimulus-driven orienting of attention. The Journal of Neuroscience, 25, 4593–4604.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Kolb, B., Whishaw, I.Q., Teskey, G. (2014). An introduction to brain and behavior.

    Google Scholar 

  • Krawczyk, D. C., Boggan, A. L., McClelland, M. M., & Bartlett, J. C. (2011). The neural organization of perception in chess experts. Neuroscience Letters, 499, 64–69.

    Article  CAS  PubMed  Google Scholar 

  • Lewis, C. M., Baldassarre, A., Committeri, G., Romani, G. L., & Corbetta, M. (2009). Learning sculpts the spontaneous activity of the resting human brain. Proceedings of the National Academy of Sciences of the United States of America, 106, 17558–17563.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Li, K., Jiang, J., Qiu, L., Yang, X., Huang, X., Lui, S., & Gong, Q. (2015). A multimodal MRI dataset of professional chess players. Science Data, 2, 150044.

    Article  Google Scholar 

  • Liu, C., Wang, J., Hou, Y., Qi, Z., Wang, L., Zhan, S., Wang, R., & Wang, Y. (2018). Mapping the changed hubs and corresponding functional connectivity in idiopathic restless legs syndrome. Sleep Medicine, 45, 132–139.

    Article  PubMed  Google Scholar 

  • Logothetis, N. K., Pauls, J., & Poggio, T. (1995). Shape representation in the inferior temporal cortex of monkeys. Current Biology, 5, 552–563.

    Article  CAS  PubMed  Google Scholar 

  • Maguire, E. A., Gadian, D. G., Johnsrude, I. S., Good, C. D., Ashburner, J., Frackowiak, R. S., & Frith, C. D. (2000). Navigation-related structural change in the hippocampi of taxi drivers. Proceedings of the National Academy of Sciences of the United States of America, 97, 4398–4403.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Mears, D., & Pollard, H. B. (2016). Network science and the human brain: Using graph theory to understand the brain and one of its hubs, the amygdala, in health and disease. Journal of Neuroscience Research, 94, 590–605.

    Article  CAS  PubMed  Google Scholar 

  • Mennes, M., Zuo, X. N., Kelly, C., Di Martino, A., Zang, Y. F., Biswal, B., Castellanos, F. X., & Milham, M. P. (2011). Linking inter-individual differences in neural activation and behavior to intrinsic brain dynamics. Neuroimage, 54, 2950–2959.

    Article  PubMed  Google Scholar 

  • Munte, T. F., Altenmuller, E., & Jancke, L. (2002). The musician's brain as a model of neuroplasticity. Nature Reviews. Neuroscience, 3, 473–478.

    Article  PubMed  CAS  Google Scholar 

  • Onofrj, M., Curatola, L., Valentini, G., Antonelli, M., Thomas, A., & Fulgente, T. (1995). Non-dominant dorsal-prefrontal activation during chess problem solution evidenced by single photon emission computerized tomography (SPECT). Neuroscience Letters, 198, 169–172.

    Article  CAS  PubMed  Google Scholar 

  • Power, J. D., Cohen, A. L., Nelson, S. M., Wig, G. S., Barnes, K. A., Church, J. A., Vogel, A. C., Laumann, T. O., Miezin, F. M., Schlaggar, B. L., & Petersen, S. E. (2011). Functional network organization of the human brain. Neuron, 72, 665–678.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • 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.

    Article  PubMed  Google Scholar 

  • Raichle, M. E. (2010). The brain's dark energy. Scientific American, 302, 44–49.

    Article  PubMed  Google Scholar 

  • Rennig, J., Bilalic, M., Huberle, E., Karnath, H. O., & Himmelbach, M. (2013). The temporo-parietal junction contributes to global gestalt perception-evidence from studies in chess experts. Frontiers in Human Neuroscience, 7, 513.

    PubMed  PubMed Central  Google Scholar 

  • Saad, Z. S., Reynolds, R. C., Jo, H. J., Gotts, S. J., Chen, G., Martin, A., & Cox, R. W. (2013). Correcting brain-wide correlation differences in resting-state FMRI. Brain Connectivity, 3, 339–352.

    Article  PubMed  PubMed Central  Google Scholar 

  • Stark, C. E., & Squire, L. R. (2000). fMRI activity in the medial temporal lobe during recognition memory as a function of study-test interval. Hippocampus, 10, 329–337.

    Article  CAS  PubMed  Google Scholar 

  • Sun, H., Luo, L., Yuan, X., Zhang, L., He, Y., Yao, S., Wang, J., & Xiao, J. (2018). Regional homogeneity and functional connectivity patterns in major depressive disorder, cognitive vulnerability to depression and healthy subjects. Journal of Affective Disorders, 235, 229–235.

    Article  PubMed  Google Scholar 

  • Tanaka, K. (1993). Neuronal mechanisms of object recognition. Science, 262, 685–688.

    Article  CAS  PubMed  Google Scholar 

  • van den Heuvel, M. P., & Sporns, O. (2013). Network hubs in the human brain. Trends in Cognitive Sciences, 17, 683–696.

    Article  PubMed  Google Scholar 

  • van der Maas, H. L., & Wagenmakers, E. J. (2005). A psychometric analysis of chess expertise. The American Journal of Psychology, 118, 29–60.

    PubMed  Google Scholar 

  • Wan, X., Nakatani, H., Ueno, K., Asamizuya, T., Cheng, K., & Tanaka, K. (2011). The neural basis of intuitive best next-move generation in board game experts. Science, 331, 341–346.

    Article  CAS  PubMed  Google Scholar 

  • Wang, J., Fan, L., Zhang, Y., Liu, Y., Jiang, D., Zhang, Y., Yu, C., & Jiang, T. (2012). Tractography-based parcellation of the human left inferior parietal lobule. Neuroimage, 63, 641–652.

    Article  PubMed  Google Scholar 

  • Wang, L., Dai, Z., Peng, H., Tan, L., Ding, Y., He, Z., Zhang, Y., Xia, M., Li, Z., Li, W., Cai, Y., Lu, S., Liao, M., Zhang, L., Wu, W., He, Y., & Li, L. (2014). Overlapping and segregated resting-state functional connectivity in patients with major depressive disorder with and without childhood neglect. Human Brain Mapping, 35, 1154–1166.

    Article  PubMed  Google Scholar 

  • Wang, J., Fan, L., Wang, Y., Xu, W., Jiang, T., Fox, P. T., Eickhoff, S. B., Yu, C., & Jiang, T. (2015a). Determination of the posterior boundary of Wernicke's area based on multimodal connectivity profiles. Human Brain Mapping, 36, 1908–1924.

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  • Wang, J., Yang, Y., Fan, L., Xu, J., Li, C., Liu, Y., Fox, P. T., Eickhoff, S. B., Yu, C., & Jiang, T. (2015b). Convergent functional architecture of the superior parietal lobule unraveled with multimodal neuroimaging approaches. Human Brain Mapping, 36, 238–257.

    Article  PubMed  Google Scholar 

  • Wang, J., Tian, Y., Wang, M., Cao, L., Wu, H., Zhang, Y., Wang, K., & Jiang, T. (2016a). A lateralized top-down network for visuospatial attention and neglect. Brain Imaging and Behavior, 10, 1029–1037.

    Article  PubMed  Google Scholar 

  • Wang, J., Zhang, J., Rong, M., Wei, X., Zheng, D., Fox, P.T., Eickhoff, S.B., Jiang, T., (2016b). Functional topography of the right inferior parietal lobule structured by anatomical connectivity profiles. Hum Brain Mapp.

  • Wang, C., Wu, H., Chen, F., Xu, J., Li, H., Li, H., Wang, J., 2017a. Disrupted functional connectivity patterns of the insula subregions in drug-free major depressive disorder. Journal of Affective Disorders 234, 297–304.

  • Wang, J., Wei, Q., Bai, T., Zhou, X., Sun, H., Becker, B., Tian, Y., Wang, K., & Kendrick, K. (2017b). Electroconvulsive therapy selectively enhanced feedforward connectivity from fusiform face area to amygdala in major depressive disorder. Social Cognitive and Affective Neuroscience, 12, 1983–1992.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang, J., Wei, Q., Yuan, X., Jiang, X., Xu, J., Zhou, X., Tian, Y., Wang, K., 2017c. Local functional connectivity density is closely associated with the response of electroconvulsive therapy in major depressive disorder. Journal of Affective Disorders 225, 658–664.

  • Wang, J., Xie, S., Guo, X., Becker, B., Fox, P. T., Eickhoff, S. B., & Jiang, T. (2017d). Correspondent functional topography of the human left inferior parietal lobule at rest and under task revealed using resting-state fMRI and Coactivation based Parcellation. Human Brain Mapping, 38, 1659–1675.

    Article  PubMed  PubMed Central  Google Scholar 

  • Wang, J., Wei, Q., Wang, L., Zhang, H., Bai, T., Cheng, L., Tian, Y., & Wang, K. (2018). Functional reorganization of intra- and internetwork connectivity in major depressive disorder after electroconvulsive therapy. Human Brain Mapping, 39, 1403–1411.

    Article  PubMed  Google Scholar 

  • Wu, H., Sun, H., Xu, J., Wu, Y., Wang, C., Xiao, J., She, S., Huang, J., Zou, W., Peng, H., Lu, X., Huang, G., Jiang, T., Ning, Y., & Wang, J. (2016a). Changed hub and corresponding functional connectivity of Subgenual anterior cingulate cortex in major depressive disorder. Frontiers in Neuroanatomy, 10, 120.

    PubMed  PubMed Central  Google Scholar 

  • Wu, Y., Wang, J., Zhang, Y., Zheng, D., Zhang, J., Rong, M., Wu, H., Wang, Y., Zhou, K., & Jiang, T. (2016b). The neuroanatomical basis for posterior superior parietal lobule control lateralization of visuospatial attention. Frontiers in Neuroanatomy, 10, 32.

    PubMed  PubMed Central  Google Scholar 

  • Xu, Y. (2005). Revisiting the role of the fusiform face area in visual expertise. Cerebral Cortex, 15, 1234–1242.

    Article  PubMed  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, D., & Raichle, M. E. (2010). Disease and the brain's dark energy. Nature Reviews. Neurology, 6, 15–28.

    Article  PubMed  Google Scholar 

  • Zhang, W., Wang, J., Fan, L., Zhang, Y., Fox, P. T., Eickhoff, S. B., Yu, C., & Jiang, T. (2016). Functional organization of the fusiform gyrus revealed with connectivity profiles. Human Brain Mapping, 37, 3003–3016.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zou, Q. H., Zhu, C. Z., Yang, Y., Zuo, X. N., Long, X. Y., Cao, Q. J., Wang, Y. F., & Zang, Y. F. (2008). An improved approach to detection of amplitude of low-frequency fluctuation (ALFF) for resting-state fMRI: Fractional ALFF. Journal of Neuroscience Methods, 172, 137–141.

    Article  PubMed  PubMed Central  Google Scholar 

  • Zou, L., Ding, G., Abutalebi, J., Shu, H., & Peng, D. (2012). Structural plasticity of the left caudate in bimodal bilinguals. Cortex, 48, 1197–1206.

    Article  PubMed  Google Scholar 

  • Zuo, X. N., Ehmke, R., Mennes, M., Imperati, D., Castellanos, F. X., Sporns, O., & Milham, M. P. (2012). Network centrality in the human functional connectome. Cerebral Cortex, 22, 1862–1875.

    Article  PubMed  Google Scholar 

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This study is sponsored by Natural Science Foundation of China (Grant No:31500867, 31571237).

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Song, L., Peng, Q., Liu, S. et al. Changed hub and functional connectivity patterns of the posterior fusiform gyrus in chess experts. Brain Imaging and Behavior 14, 797–805 (2020). https://doi.org/10.1007/s11682-018-0020-0

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