Skip to main content
Erschienen in: Brain Structure and Function 1/2018

21.07.2017 | Original Article

Long-term intensive gymnastic training induced changes in intra- and inter-network functional connectivity: an independent component analysis

verfasst von: Huiyuan Huang, Junjing Wang, Carol Seger, Min Lu, Feng Deng, Xiaoyan Wu, Yuan He, Chen Niu, Jun Wang, Ruiwang Huang

Erschienen in: Brain Structure and Function | Ausgabe 1/2018

Einloggen, um Zugang zu erhalten

Abstract

Long-term intensive gymnastic training can induce brain structural and functional reorganization. Previous studies have identified structural and functional network differences between world class gymnasts (WCGs) and non-athletes at the whole-brain level. However, it is still unclear how interactions within and between functional networks are affected by long-term intensive gymnastic training. We examined both intra- and inter-network functional connectivity of gymnasts relative to non-athletes using resting-state fMRI (R-fMRI). R-fMRI data were acquired from 13 WCGs and 14 non-athlete controls. Group-independent component analysis (ICA) was adopted to decompose the R-fMRI data into spatial independent components and associated time courses. An automatic component identification method was used to identify components of interest associated with resting-state networks (RSNs). We identified nine RSNs, the basal ganglia network (BG), sensorimotor network (SMN), cerebellum (CB), anterior and posterior default mode networks (aDMN/pDMN), left and right fronto-parietal networks (lFPN/rFPN), primary visual network (PVN), and extrastriate visual network (EVN). Statistical analyses revealed that the intra-network functional connectivity was significantly decreased within the BG, aDMN, lFPN, and rFPN, but increased within the EVN in the WCGs compared to the controls. In addition, the WCGs showed uniformly decreased inter-network functional connectivity between SMN and BG, CB, and PVN, BG and PVN, and pDMN and rFPN compared to the controls. We interpret this generally weaker intra- and inter-network functional connectivity in WCGs during the resting state as a result of greater efficiency in the WCGs’ brain associated with long-term motor skill training.
Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Abou-Elseoud A, Starck T, Remes J, Nikkinen J, Tervonen O, Kiviniemi V (2010) The effect of model order selection in group PICA. Hum Brain Mapp 31:1207–1216PubMed Abou-Elseoud A, Starck T, Remes J, Nikkinen J, Tervonen O, Kiviniemi V (2010) The effect of model order selection in group PICA. Hum Brain Mapp 31:1207–1216PubMed
Zurück zum Zitat Alexander GE, Crutcher MD (1990) Functional architecture of basal ganglia circuits: neural substrates of parallel processing. Trends Neurosci 13:266–271PubMedCrossRef Alexander GE, Crutcher MD (1990) Functional architecture of basal ganglia circuits: neural substrates of parallel processing. Trends Neurosci 13:266–271PubMedCrossRef
Zurück zum Zitat Amedi A, Malach R, Hendler T, Peled S, Zohary E (2001) Visuo-haptic object-related activation in the ventral visual pathway. Nat Neurosci 4:324–330PubMedCrossRef Amedi A, Malach R, Hendler T, Peled S, Zohary E (2001) Visuo-haptic object-related activation in the ventral visual pathway. Nat Neurosci 4:324–330PubMedCrossRef
Zurück zum Zitat Astafiev SV, Stanley CM, Shulman GL, Corbetta M (2004) Extrastriate body area in human occipital cortex responds to the performance of motor actions. Nat Neurosci 7:542–548PubMedCrossRef Astafiev SV, Stanley CM, Shulman GL, Corbetta M (2004) Extrastriate body area in human occipital cortex responds to the performance of motor actions. Nat Neurosci 7:542–548PubMedCrossRef
Zurück zum Zitat Baldauf D, Desimone R (2014) Neural mechanisms of object-based attention. Science 344:424–427PubMedCrossRef Baldauf D, Desimone R (2014) Neural mechanisms of object-based attention. Science 344:424–427PubMedCrossRef
Zurück zum Zitat Beauchamp MS, LaConte S, Yasar N (2009) Distributed representation of single touches in somatosensory and visual cortex. Hum Brain Mapp 30:3163–3171PubMedCrossRef Beauchamp MS, LaConte S, Yasar N (2009) Distributed representation of single touches in somatosensory and visual cortex. Hum Brain Mapp 30:3163–3171PubMedCrossRef
Zurück zum Zitat Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360:1001–1013PubMedPubMedCentralCrossRef Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005) Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond B Biol Sci 360:1001–1013PubMedPubMedCentralCrossRef
Zurück zum Zitat Bell AJ, Sejnowski TJ (1995) An information-maximization approach to blind separation and blind deconvolution. Neural Comput 7:1129–1159PubMedCrossRef Bell AJ, Sejnowski TJ (1995) An information-maximization approach to blind separation and blind deconvolution. Neural Comput 7:1129–1159PubMedCrossRef
Zurück zum Zitat Bernardi G, Ricciardi E, Sani L, Gaglianese A, Papasogli A, Ceccarelli R, Franzoni F, Galetta F, Santoro G, Goebel R, Pietrini P (2013) How skill expertise shapes the brain functional architecture: an fMRI study of visuo-spatial and motor processing in professional racing-car and naive drivers. PLoS One 8(10):e77764PubMedPubMedCentralCrossRef Bernardi G, Ricciardi E, Sani L, Gaglianese A, Papasogli A, Ceccarelli R, Franzoni F, Galetta F, Santoro G, Goebel R, Pietrini P (2013) How skill expertise shapes the brain functional architecture: an fMRI study of visuo-spatial and motor processing in professional racing-car and naive drivers. PLoS One 8(10):e77764PubMedPubMedCentralCrossRef
Zurück zum Zitat Bray S, Arnold AEGF, Levy RM, Iaria G (2015) Spatial and temporal functional connectivity changes between resting and attentive states. Hum Brain Mapp 36:549–565PubMedCrossRef Bray S, Arnold AEGF, Levy RM, Iaria G (2015) Spatial and temporal functional connectivity changes between resting and attentive states. Hum Brain Mapp 36:549–565PubMedCrossRef
Zurück zum Zitat Burgess PW, Dumontheil I, Gilbert SJ (2007) The gateway hypothesis of rostral prefrontal cortex (area 10) function. Trends Cogn Sci 11:290–298PubMedCrossRef Burgess PW, Dumontheil I, Gilbert SJ (2007) The gateway hypothesis of rostral prefrontal cortex (area 10) function. Trends Cogn Sci 11:290–298PubMedCrossRef
Zurück zum Zitat Calhoun V, Adali T, Pearlson G, Pekar J (2001) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14:140–151PubMedCrossRef Calhoun V, Adali T, Pearlson G, Pekar J (2001) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14:140–151PubMedCrossRef
Zurück zum Zitat Callan DE, Naito E (2014) Neural processes distinguishing elite from expert and novice athletes. Cogn Behav Neurol 27:183–188PubMedCrossRef Callan DE, Naito E (2014) Neural processes distinguishing elite from expert and novice athletes. Cogn Behav Neurol 27:183–188PubMedCrossRef
Zurück zum Zitat Calvert GA, Thesen T (2004) Multisensory integration: methodological approaches and emerging principles in the human brain. J Physiol Paris 98:191–205PubMedCrossRef Calvert GA, Thesen T (2004) Multisensory integration: methodological approaches and emerging principles in the human brain. J Physiol Paris 98:191–205PubMedCrossRef
Zurück zum Zitat Calvo-Merino B, Glaser DE, Grezes J, Passingham RE, Haggard P (2005) Action observation and acquired motor skills: an FMRI study with expert dancers. Cereb Cortex 15:1243–1249PubMedCrossRef Calvo-Merino B, Glaser DE, Grezes J, Passingham RE, Haggard P (2005) Action observation and acquired motor skills: an FMRI study with expert dancers. Cereb Cortex 15:1243–1249PubMedCrossRef
Zurück zum Zitat Cha J, Ide JS, Bowman FD, Simpson HB, Posner J, Steinglass JE (2016) Abnormal reward circuitry in anorexia nervosa: a longitudinal, multimodal MRI study. Hum Brain Mapp 37:3835–3846PubMedPubMedCentralCrossRef Cha J, Ide JS, Bowman FD, Simpson HB, Posner J, Steinglass JE (2016) Abnormal reward circuitry in anorexia nervosa: a longitudinal, multimodal MRI study. Hum Brain Mapp 37:3835–3846PubMedPubMedCentralCrossRef
Zurück zum Zitat Chadick JZ, Gazzaley A (2011) Differential coupling of visual cortex with default or frontal-parietal network based on goals. Nat Neurosci 14:830–832PubMedPubMedCentralCrossRef Chadick JZ, Gazzaley A (2011) Differential coupling of visual cortex with default or frontal-parietal network based on goals. Nat Neurosci 14:830–832PubMedPubMedCentralCrossRef
Zurück zum Zitat Chang Y et al (2011) Neural correlates of motor imagery for elite archers. NMR Biomed 24:366–372PubMed Chang Y et al (2011) Neural correlates of motor imagery for elite archers. NMR Biomed 24:366–372PubMed
Zurück zum Zitat Chao-Gan Y, Yu-Feng Z (2010) DPARSF: a MATLAB toolbox for “pipeline” data analysis of resting-state fMRI. Front Syst Neurosci 4:13PubMedPubMedCentral Chao-Gan Y, Yu-Feng Z (2010) DPARSF: a MATLAB toolbox for “pipeline” data analysis of resting-state fMRI. Front Syst Neurosci 4:13PubMedPubMedCentral
Zurück zum Zitat Chein JM, Schneider W (2005) Neuroimaging studies of practice-related change: fMRI and meta-analytic evidence of a domain-general control network for learning. Cogn Brain Res 25:607–623CrossRef Chein JM, Schneider W (2005) Neuroimaging studies of practice-related change: fMRI and meta-analytic evidence of a domain-general control network for learning. Cogn Brain Res 25:607–623CrossRef
Zurück zum Zitat Chen G, Chen G, Xie C, Li S-J (2011) Negative functional connectivity and its dependence on the shortest path length of positive network in the resting-state human brain. Brain Connect 1:195–206PubMedPubMedCentralCrossRef Chen G, Chen G, Xie C, Li S-J (2011) Negative functional connectivity and its dependence on the shortest path length of positive network in the resting-state human brain. Brain Connect 1:195–206PubMedPubMedCentralCrossRef
Zurück zum Zitat Cole MW, Reynolds JR, Power JD, Repovs G, Anticevic A, Braver TS (2013) Multi-task connectivity reveals flexible hubs for adaptive task control. Nat Neurosci 16:1348–1355PubMedPubMedCentralCrossRef Cole MW, Reynolds JR, Power JD, Repovs G, Anticevic A, Braver TS (2013) Multi-task connectivity reveals flexible hubs for adaptive task control. Nat Neurosci 16:1348–1355PubMedPubMedCentralCrossRef
Zurück zum Zitat Corbetta M, Shulman GL (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3:201–215PubMedCrossRef Corbetta M, Shulman GL (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3:201–215PubMedCrossRef
Zurück zum Zitat Cropley VL, Scarr E, Fornito A, Klauser P, Bousman CA, Scott R, Cairns MJ, Tooney PA, Pantelis C, Dean B (2015) The effect of a muscarinic receptor 1 gene variant on grey matter volume in schizophrenia. Psychiatry Res Neuroimaging 234:182–187PubMedCrossRef Cropley VL, Scarr E, Fornito A, Klauser P, Bousman CA, Scott R, Cairns MJ, Tooney PA, Pantelis C, Dean B (2015) The effect of a muscarinic receptor 1 gene variant on grey matter volume in schizophrenia. Psychiatry Res Neuroimaging 234:182–187PubMedCrossRef
Zurück zum Zitat Damoiseaux J, Rombouts S, Barkhof F, Scheltens P, Stam C, Smith SM, Beckmann C (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103:13848–13853PubMedPubMedCentralCrossRef Damoiseaux J, Rombouts S, Barkhof F, Scheltens P, Stam C, Smith SM, Beckmann C (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci USA 103:13848–13853PubMedPubMedCentralCrossRef
Zurück zum Zitat De Bondt T, Smeets D, Pullens P, Van Hecke W, Jacquemyn Y, Parizel PM (2015) Stability of resting state networks in the female brain during hormonal changes and their relation to premenstrual symptoms. Brain Res 1624:275–285PubMedCrossRef De Bondt T, Smeets D, Pullens P, Van Hecke W, Jacquemyn Y, Parizel PM (2015) Stability of resting state networks in the female brain during hormonal changes and their relation to premenstrual symptoms. Brain Res 1624:275–285PubMedCrossRef
Zurück zum Zitat De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359–1367PubMedCrossRef De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29:1359–1367PubMedCrossRef
Zurück zum Zitat Debarnot U, Sperduti M, Di Rienzo F, Guillot A (2014) Experts bodies, experts minds: how physical and mental training shape the brain. Front Hum Neurosci 8:280PubMedPubMedCentralCrossRef Debarnot U, Sperduti M, Di Rienzo F, Guillot A (2014) Experts bodies, experts minds: how physical and mental training shape the brain. Front Hum Neurosci 8:280PubMedPubMedCentralCrossRef
Zurück zum Zitat DeCarlo LT (1998) Signal detection theory and generalized linear models. Psychol Methods 3:186CrossRef DeCarlo LT (1998) Signal detection theory and generalized linear models. Psychol Methods 3:186CrossRef
Zurück zum Zitat Deco G, Jirsa V, McIntosh AR, Sporns O, Kötter R (2009) Key role of coupling, delay, and noise in resting brain fluctuations. Proc Natl Acad Sci USA 106:10302–10307PubMedPubMedCentralCrossRef Deco G, Jirsa V, McIntosh AR, Sporns O, Kötter R (2009) Key role of coupling, delay, and noise in resting brain fluctuations. Proc Natl Acad Sci USA 106:10302–10307PubMedPubMedCentralCrossRef
Zurück zum Zitat Di X, Zhu S, Jin H, Wang P, Ye Z, Zhou K, Zhuo Y, Rao H (2012) Altered resting brain function and structure in professional badminton players. Brain Connect 2:225–233PubMedPubMedCentralCrossRef Di X, Zhu S, Jin H, Wang P, Ye Z, Zhou K, Zhuo Y, Rao H (2012) Altered resting brain function and structure in professional badminton players. Brain Connect 2:225–233PubMedPubMedCentralCrossRef
Zurück zum Zitat Douw L, Wakeman DG, Tanaka N, Liu HS, Stufflebeam SM (2016) State-dependent variability of dynamic functional connectivity between frontoparietal and default networks relates to cognitive flexibility. Neuroscience 339:12–21PubMedPubMedCentralCrossRef Douw L, Wakeman DG, Tanaka N, Liu HS, Stufflebeam SM (2016) State-dependent variability of dynamic functional connectivity between frontoparietal and default networks relates to cognitive flexibility. Neuroscience 339:12–21PubMedPubMedCentralCrossRef
Zurück zum Zitat Doyon J, Benali H (2005) Reorganization and plasticity in the adult brain during learning of motor skills. Curr Opin Neurobiol 15:161–167PubMedCrossRef Doyon J, Benali H (2005) Reorganization and plasticity in the adult brain during learning of motor skills. Curr Opin Neurobiol 15:161–167PubMedCrossRef
Zurück zum Zitat Doyon J, Bellec P, Amsel R, Penhune V, Monchi O, Carrier J, Lehéricy S, Benali H (2009) Contributions of the basal ganglia and functionally related brain structures to motor learning. Behav Brain Res 199:61–75PubMedCrossRef Doyon J, Bellec P, Amsel R, Penhune V, Monchi O, Carrier J, Lehéricy S, Benali H (2009) Contributions of the basal ganglia and functionally related brain structures to motor learning. Behav Brain Res 199:61–75PubMedCrossRef
Zurück zum Zitat Egolf EA, Calhoun VD, Kiehl KA (2004) Group ICA of fMRI Toolbox (GIFT). Biol Psychiatry 55:842–849CrossRef Egolf EA, Calhoun VD, Kiehl KA (2004) Group ICA of fMRI Toolbox (GIFT). Biol Psychiatry 55:842–849CrossRef
Zurück zum Zitat Felger JC, Li Z, Haroon E, Woolwine BJ, Jung MY, Hu X, Miller AH (2016) Inflammation is associated with decreased functional connectivity within corticostriatal reward circuitry in depression. Mol Psychiatry 21:1358–1365PubMedCrossRef Felger JC, Li Z, Haroon E, Woolwine BJ, Jung MY, Hu X, Miller AH (2016) Inflammation is associated with decreased functional connectivity within corticostriatal reward circuitry in depression. Mol Psychiatry 21:1358–1365PubMedCrossRef
Zurück zum Zitat Filippi M, Valsasina P, Misci P, Falini A, Comi G, Rocca MA (2013) The organization of intrinsic brain activity differs between genders: a resting-state fMRI study in a large cohort of young healthy subjects. Hum Brain Mapp 34:1330–1343PubMedCrossRef Filippi M, Valsasina P, Misci P, Falini A, Comi G, Rocca MA (2013) The organization of intrinsic brain activity differs between genders: a resting-state fMRI study in a large cohort of young healthy subjects. Hum Brain Mapp 34:1330–1343PubMedCrossRef
Zurück zum Zitat Fornito A, Zalesky A, Bullmore ET (2010) Network scaling effects in graph analytic studies of human resting-state FMRI data. Front Syst Neurosci 4:22PubMedPubMedCentral Fornito A, Zalesky A, Bullmore ET (2010) Network scaling effects in graph analytic studies of human resting-state FMRI data. Front Syst Neurosci 4:22PubMedPubMedCentral
Zurück zum Zitat Fornito A, Harrison BJ, Zalesky A, Simons JS (2012) Competitive and cooperative dynamics of large-scale brain functional networks supporting recollection. Proc Natl Acad Sci USA 109:12788–12793PubMedPubMedCentralCrossRef Fornito A, Harrison BJ, Zalesky A, Simons JS (2012) Competitive and cooperative dynamics of large-scale brain functional networks supporting recollection. Proc Natl Acad Sci USA 109:12788–12793PubMedPubMedCentralCrossRef
Zurück zum Zitat Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678PubMedPubMedCentralCrossRef Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678PubMedPubMedCentralCrossRef
Zurück zum Zitat Giacosa C, Karpati FJ, Foster NEV, Penhune VB, Hyde KL (2016) Dance and music training have different effects on white matter diffusivity in sensorimotor pathways. Neuroimage 135:273–286PubMedCrossRef Giacosa C, Karpati FJ, Foster NEV, Penhune VB, Hyde KL (2016) Dance and music training have different effects on white matter diffusivity in sensorimotor pathways. Neuroimage 135:273–286PubMedCrossRef
Zurück zum Zitat Greicius MD, Flores BH, Menon V, Glover GH, Solvason HB, Kenna H, Reiss AL, Schatzberg AF (2007) Resting-state functional connectivity in major depression: abnormally increased contributions from subgenual cingulate cortex and thalamus. Biol Psychiatry 62:429–437PubMedPubMedCentralCrossRef Greicius MD, Flores BH, Menon V, Glover GH, Solvason HB, Kenna H, Reiss AL, Schatzberg AF (2007) Resting-state functional connectivity in major depression: abnormally increased contributions from subgenual cingulate cortex and thalamus. Biol Psychiatry 62:429–437PubMedPubMedCentralCrossRef
Zurück zum Zitat Gusnard DA, Raichle ME (2001) Searching for a baseline: functional imaging and the resting human brain. Nat Rev Neurosci 2:685–694PubMedCrossRef Gusnard DA, Raichle ME (2001) Searching for a baseline: functional imaging and the resting human brain. Nat Rev Neurosci 2:685–694PubMedCrossRef
Zurück zum Zitat Hanggi J, Koeneke S, Bezzola L, Jancke L (2010) Structural neuroplasticity in the sensorimotor network of professional female ballet dancers. Hum Brain Mapp 31:1196–1206PubMed Hanggi J, Koeneke S, Bezzola L, Jancke L (2010) Structural neuroplasticity in the sensorimotor network of professional female ballet dancers. Hum Brain Mapp 31:1196–1206PubMed
Zurück zum Zitat Hardwick RM, Rottschy C, Miall RC, Eickhoff SB (2013) A quantitative meta-analysis and review of motor learning in the human brain. Neuroimage 67:283–297PubMedPubMedCentralCrossRef Hardwick RM, Rottschy C, Miall RC, Eickhoff SB (2013) A quantitative meta-analysis and review of motor learning in the human brain. Neuroimage 67:283–297PubMedPubMedCentralCrossRef
Zurück zum Zitat Haslinger B, Erhard P, Altenmüller E, Hennenlotter A, Schwaiger M, Gräfin von Einsiedel H, Rummeny E, Conrad B, Ceballos-Baumann AO (2004) Reduced recruitment of motor association areas during bimanual coordination in concert pianists. Hum Brain Mapp 22:206–215PubMedCrossRef Haslinger B, Erhard P, Altenmüller E, Hennenlotter A, Schwaiger M, Gräfin von Einsiedel H, Rummeny E, Conrad B, Ceballos-Baumann AO (2004) Reduced recruitment of motor association areas during bimanual coordination in concert pianists. Hum Brain Mapp 22:206–215PubMedCrossRef
Zurück zum Zitat Hearne L, Cocchi L, Zalesky A, Mattingley JB (2015) Interactions between default mode and control networks as a function of increasing cognitive reasoning complexity. Hum Brain Mapp 36:2719–2731PubMedCrossRef Hearne L, Cocchi L, Zalesky A, Mattingley JB (2015) Interactions between default mode and control networks as a function of increasing cognitive reasoning complexity. Hum Brain Mapp 36:2719–2731PubMedCrossRef
Zurück zum Zitat Heydrich L, Blanke O (2013) Distinct illusory own-body perceptions caused by damage to posterior insula and extrastriate cortex. Brain 136:790–803PubMedCrossRef Heydrich L, Blanke O (2013) Distinct illusory own-body perceptions caused by damage to posterior insula and extrastriate cortex. Brain 136:790–803PubMedCrossRef
Zurück zum Zitat Hikosaka O, Nakamura K, Sakai K, Nakahara H (2002) Central mechanisms of motor skill learning. Curr Opin Neurobiol 12:217–222PubMedCrossRef Hikosaka O, Nakamura K, Sakai K, Nakahara H (2002) Central mechanisms of motor skill learning. Curr Opin Neurobiol 12:217–222PubMedCrossRef
Zurück zum Zitat Himberg J, Hyvärinen A, Esposito F (2004) Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage 22:1214–1222PubMedCrossRef Himberg J, Hyvärinen A, Esposito F (2004) Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage 22:1214–1222PubMedCrossRef
Zurück zum Zitat Hjelmervik H, Hausmann M, Osnes B, Westerhausen R, Specht K (2014) Resting states are resting traits—an fMRI study of sex differences and menstrual cycle effects in resting state cognitive control networks. PLoS One 9:e103492PubMedPubMedCentralCrossRef Hjelmervik H, Hausmann M, Osnes B, Westerhausen R, Specht K (2014) Resting states are resting traits—an fMRI study of sex differences and menstrual cycle effects in resting state cognitive control networks. PLoS One 9:e103492PubMedPubMedCentralCrossRef
Zurück zum Zitat Huang R, Lu M, Song Z, Wang J (2015) Long-term intensive training induced brain structural changes in world class gymnasts. Brain Struct Funct 220:625–644PubMedCrossRef Huang R, Lu M, Song Z, Wang J (2015) Long-term intensive training induced brain structural changes in world class gymnasts. Brain Struct Funct 220:625–644PubMedCrossRef
Zurück zum Zitat Huang H, Ding Z, Mao D, Yuan J, Zhu F, Chen S, Xu Y, Lou L, Feng X, Qi L, Qiu W, Zhang H, Zang YF (2016) PreSurgMapp: a MATLAB toolbox for presurgical mapping of eloquent functional areas based on task-related and resting-state functional MRI. Neuroinformatics 14:421–438PubMedCrossRef Huang H, Ding Z, Mao D, Yuan J, Zhu F, Chen S, Xu Y, Lou L, Feng X, Qi L, Qiu W, Zhang H, Zang YF (2016) PreSurgMapp: a MATLAB toolbox for presurgical mapping of eloquent functional areas based on task-related and resting-state functional MRI. Neuroinformatics 14:421–438PubMedCrossRef
Zurück zum Zitat Jafri MJ, Pearlson GD, Stevens M, Calhoun VD (2008) A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 39:1666–1681PubMedCrossRef Jafri MJ, Pearlson GD, Stevens M, Calhoun VD (2008) A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 39:1666–1681PubMedCrossRef
Zurück zum Zitat Kastner S, De Weerd P, Desimone R, Ungerleider LC (1998) Mechanisms of directed attention in the human extrastriate cortex as revealed by functional MRI. Science 282:108–111PubMedCrossRef Kastner S, De Weerd P, Desimone R, Ungerleider LC (1998) Mechanisms of directed attention in the human extrastriate cortex as revealed by functional MRI. Science 282:108–111PubMedCrossRef
Zurück zum Zitat Kastner S, Pinsk MA, De Weerd P, Desimone R, Ungerleider LG (1999) Increased activity in human visual cortex during directed attention in the absence of visual stimulation. Neuron 22:751–761PubMedCrossRef Kastner S, Pinsk MA, De Weerd P, Desimone R, Ungerleider LG (1999) Increased activity in human visual cortex during directed attention in the absence of visual stimulation. Neuron 22:751–761PubMedCrossRef
Zurück zum Zitat Kim J, Lee HM, Kim WJ, Park HJ, Kim SW, Moon DH, Woo M, Tennant LK (2008) Neural correlates of pre-performance routines in expert and novice archers. Neurosci Lett 445:236–241PubMedCrossRef Kim J, Lee HM, Kim WJ, Park HJ, Kim SW, Moon DH, Woo M, Tennant LK (2008) Neural correlates of pre-performance routines in expert and novice archers. Neurosci Lett 445:236–241PubMedCrossRef
Zurück zum Zitat Kim W, Chang Y, Kim J, Seo J, Ryu K, Lee E, Woo M, Janelle CM (2014) An fMRI study of differences in brain activity among elite, expert, and novice archers at the moment of optimal aiming. Cogn Behav Neurol 27:173–182PubMedCrossRef Kim W, Chang Y, Kim J, Seo J, Ryu K, Lee E, Woo M, Janelle CM (2014) An fMRI study of differences in brain activity among elite, expert, and novice archers at the moment of optimal aiming. Cogn Behav Neurol 27:173–182PubMedCrossRef
Zurück zum Zitat Kiviniemi V, Starck T, Remes J, Long X, Nikkinen J, Haapea M, Veijola J, Moilanen I, Isohanni M, Zang YF, Tervonen O (2009) Functional segmentation of the brain cortex using high model order group PICA. Hum Brain Mapp 30:3865–3886PubMedCrossRef Kiviniemi V, Starck T, Remes J, Long X, Nikkinen J, Haapea M, Veijola J, Moilanen I, Isohanni M, Zang YF, Tervonen O (2009) Functional segmentation of the brain cortex using high model order group PICA. Hum Brain Mapp 30:3865–3886PubMedCrossRef
Zurück zum Zitat Koechlin E, Hyafil A (2007) Anterior prefrontal function and the limits of human decision-making. Science 318:594–598PubMedCrossRef Koechlin E, Hyafil A (2007) Anterior prefrontal function and the limits of human decision-making. Science 318:594–598PubMedCrossRef
Zurück zum Zitat Kong F, Hu SY, Wang X, Song YY, Liu J (2015) Neural correlates of the happy life: the amplitude of spontaneous low frequency fluctuations predicts subjective well-being. Neuroimage 107:136–145PubMedCrossRef Kong F, Hu SY, Wang X, Song YY, Liu J (2015) Neural correlates of the happy life: the amplitude of spontaneous low frequency fluctuations predicts subjective well-being. Neuroimage 107:136–145PubMedCrossRef
Zurück zum Zitat Leech R, Kamourieh S, Beckmann CF, Sharp DJ (2011) Fractionating the default mode network: distinct contributions of the ventral and dorsal posterior cingulate cortex to cognitive control. J Neurosci 31:3217–3224PubMedCrossRef Leech R, Kamourieh S, Beckmann CF, Sharp DJ (2011) Fractionating the default mode network: distinct contributions of the ventral and dorsal posterior cingulate cortex to cognitive control. J Neurosci 31:3217–3224PubMedCrossRef
Zurück zum Zitat Lewis CM, Baldassarre A, Committeri G, Romani GL, Corbetta M (2009) Learning sculpts the spontaneous activity of the resting human brain. Proc Natl Acad Sci USA 106:17558–17563PubMedPubMedCentralCrossRef Lewis CM, Baldassarre A, Committeri G, Romani GL, Corbetta M (2009) Learning sculpts the spontaneous activity of the resting human brain. Proc Natl Acad Sci USA 106:17558–17563PubMedPubMedCentralCrossRef
Zurück zum Zitat Li YO, Adali T, Calhoun VD (2007) Estimating the number of independent components for functional magnetic resonance imaging data. Hum Brain Mapp 28:1251–1266PubMedCrossRef Li YO, Adali T, Calhoun VD (2007) Estimating the number of independent components for functional magnetic resonance imaging data. Hum Brain Mapp 28:1251–1266PubMedCrossRef
Zurück zum Zitat Liang X, Wang J, Yan C, Shu N, Xu K, Gong G, He Y (2012) Effects of different correlation metrics and preprocessing factors on small-world brain functional networks: a resting-state functional MRI study. PLoS One 7:e32766PubMedPubMedCentralCrossRef Liang X, Wang J, Yan C, Shu N, Xu K, Gong G, He Y (2012) Effects of different correlation metrics and preprocessing factors on small-world brain functional networks: a resting-state functional MRI study. PLoS One 7:e32766PubMedPubMedCentralCrossRef
Zurück zum Zitat Mason MF, Norton MI, Van Horn JD, Wegner DM, Grafton ST, Macrae CN (2007) Wandering minds: the default network and stimulus-independent thought. Science 315:393–395PubMedPubMedCentralCrossRef Mason MF, Norton MI, Van Horn JD, Wegner DM, Grafton ST, Macrae CN (2007) Wandering minds: the default network and stimulus-independent thought. Science 315:393–395PubMedPubMedCentralCrossRef
Zurück zum Zitat McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, Bell AJ, Sejnowski TJ (1998) Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6:160–188PubMedCrossRef McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, Bell AJ, Sejnowski TJ (1998) Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6:160–188PubMedCrossRef
Zurück zum Zitat Nakano K (2000) Neural circuits and topographic organization of the basal ganglia and related regions. Brain Dev 22:5–16CrossRef Nakano K (2000) Neural circuits and topographic organization of the basal ganglia and related regions. Brain Dev 22:5–16CrossRef
Zurück zum Zitat Nakata H, Yoshie M, Miura A, Kudo K (2010) Characteristics of the athletes’ brain: evidence from neurophysiology and neuroimaging. Brain Res Rev 62:197–211PubMedCrossRef Nakata H, Yoshie M, Miura A, Kudo K (2010) Characteristics of the athletes’ brain: evidence from neurophysiology and neuroimaging. Brain Res Rev 62:197–211PubMedCrossRef
Zurück zum Zitat Nielsen JB, Cohen LG (2008) The Olympic brain. Does corticospinal plasticity play a role in acquisition of skills required for high-performance sports? J Physiol 586:65–70PubMedCrossRef Nielsen JB, Cohen LG (2008) The Olympic brain. Does corticospinal plasticity play a role in acquisition of skills required for high-performance sports? J Physiol 586:65–70PubMedCrossRef
Zurück zum Zitat Orlov T, Makin TR, Zohary E (2010) Topographic representation of the human body in the occipitotemporal cortex. Neuron 68:586–600PubMedCrossRef Orlov T, Makin TR, Zohary E (2010) Topographic representation of the human body in the occipitotemporal cortex. Neuron 68:586–600PubMedCrossRef
Zurück zum Zitat Paola M, Caltagirone C, Petrosini L (2013) Prolonged rock climbing activity induces structural changes in cerebellum and parietal lobe. Hum Brain Mapp 34:2707–2714PubMedCrossRef Paola M, Caltagirone C, Petrosini L (2013) Prolonged rock climbing activity induces structural changes in cerebellum and parietal lobe. Hum Brain Mapp 34:2707–2714PubMedCrossRef
Zurück zum Zitat Park IS, Lee KJ, Han JW, Lee NJ, Lee WT, Park KA, Rhyu IJ (2009) Experience-dependent plasticity of cerebellar vermis in basketball players. Cerebellum 8:334PubMedCrossRef Park IS, Lee KJ, Han JW, Lee NJ, Lee WT, Park KA, Rhyu IJ (2009) Experience-dependent plasticity of cerebellar vermis in basketball players. Cerebellum 8:334PubMedCrossRef
Zurück zum Zitat Park IS, Lee YN, Kwon S, Lee NJ, Rhyu IJ (2015) White matter plasticity in the cerebellum of elite basketball athletes. Anat Cell Biol 48:262–267PubMedPubMedCentralCrossRef Park IS, Lee YN, Kwon S, Lee NJ, Rhyu IJ (2015) White matter plasticity in the cerebellum of elite basketball athletes. Anat Cell Biol 48:262–267PubMedPubMedCentralCrossRef
Zurück zum Zitat Patel R, Spreng RN, Turner GR (2013) Functional brain changes following cognitive and motor skills training: a quantitative meta-analysis. Neurorehabil Neural Repair 27:187–199PubMedCrossRef Patel R, Spreng RN, Turner GR (2013) Functional brain changes following cognitive and motor skills training: a quantitative meta-analysis. Neurorehabil Neural Repair 27:187–199PubMedCrossRef
Zurück zum Zitat Piccoli T, Valente G, Linden DEJ, Re M, Esposito F, Sack AT, Di Salle F (2015) The default mode network and the working memory network are not anti-correlated during all phases of a working memory task. PLoS One 10(4):e0123354PubMedPubMedCentralCrossRef Piccoli T, Valente G, Linden DEJ, Re M, Esposito F, Sack AT, Di Salle F (2015) The default mode network and the working memory network are not anti-correlated during all phases of a working memory task. PLoS One 10(4):e0123354PubMedPubMedCentralCrossRef
Zurück zum Zitat Raichlen DA, Bharadwaj PK, Fitzhugh MC, Haws KA, Torre G-A, Trouard TP, Alexander GE (2016) Differences in resting state functional connectivity between young adult endurance athletes and healthy controls. Front Hum Neurosci 10:610PubMedPubMedCentralCrossRef Raichlen DA, Bharadwaj PK, Fitzhugh MC, Haws KA, Torre G-A, Trouard TP, Alexander GE (2016) Differences in resting state functional connectivity between young adult endurance athletes and healthy controls. Front Hum Neurosci 10:610PubMedPubMedCentralCrossRef
Zurück zum Zitat Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62:42–52PubMedPubMedCentralCrossRef Seeley WW, Crawford RK, Zhou J, Miller BL, Greicius MD (2009) Neurodegenerative diseases target large-scale human brain networks. Neuron 62:42–52PubMedPubMedCentralCrossRef
Zurück zum Zitat Shirer W, Ryali S, Rykhlevskaia E, Menon V, Greicius M (2012) Decoding subject-driven cognitive states with whole-brain connectivity patterns. Cereb Cortex 22:158–165PubMedCrossRef Shirer W, Ryali S, Rykhlevskaia E, Menon V, Greicius M (2012) Decoding subject-driven cognitive states with whole-brain connectivity patterns. Cereb Cortex 22:158–165PubMedCrossRef
Zurück zum Zitat Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, Mackay CE, Filippini N, Watkins KE, Toro R, Laird AR, Beckmann CF (2009) Correspondence of the brain’s functional architecture during activation and rest. Proc Natl Acad Sci USA 106:13040–13045PubMedPubMedCentralCrossRef Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, Mackay CE, Filippini N, Watkins KE, Toro R, Laird AR, Beckmann CF (2009) Correspondence of the brain’s functional architecture during activation and rest. Proc Natl Acad Sci USA 106:13040–13045PubMedPubMedCentralCrossRef
Zurück zum Zitat Smith SM, Miller KL, Salimi-Khorshidi G, Webster M, Beckmann CF, Nichols TE, Ramsey JD, Woolrich MW (2011) Network modelling methods for FMRI. Neuroimage 54:875–891PubMedCrossRef Smith SM, Miller KL, Salimi-Khorshidi G, Webster M, Beckmann CF, Nichols TE, Ramsey JD, Woolrich MW (2011) Network modelling methods for FMRI. Neuroimage 54:875–891PubMedCrossRef
Zurück zum Zitat Sridharan D, Levitin DJ, Menon V (2008) A critical role for the right fronto-insular cortex in switching between central-executive and default-mode networks. Proc Natl Acad Sci USA 105:12569–12574PubMedPubMedCentralCrossRef Sridharan D, Levitin DJ, Menon V (2008) A critical role for the right fronto-insular cortex in switching between central-executive and default-mode networks. Proc Natl Acad Sci USA 105:12569–12574PubMedPubMedCentralCrossRef
Zurück zum Zitat Stein BE, Stanford TR (2008) Multisensory integration: current issues from the perspective of the single neuron. Nat Rev Neurosci 9:255–266PubMedCrossRef Stein BE, Stanford TR (2008) Multisensory integration: current issues from the perspective of the single neuron. Nat Rev Neurosci 9:255–266PubMedCrossRef
Zurück zum Zitat Taubert M, Lohmann G, Margulies DS, Villringer A, Ragert P (2011) Long-term effects of motor training on resting-state networks and underlying brain structure. Neuroimage 57:1492–1498PubMedCrossRef Taubert M, Lohmann G, Margulies DS, Villringer A, Ragert P (2011) Long-term effects of motor training on resting-state networks and underlying brain structure. Neuroimage 57:1492–1498PubMedCrossRef
Zurück zum Zitat Walz A, Doppl K, Kaza E, Roschka S, Platz T, Lotze M (2015) Changes in cortical, cerebellar and basal ganglia representation after comprehensive long term unilateral hand motor training. Behav Brain Res 278:393–403PubMedCrossRef Walz A, Doppl K, Kaza E, Roschka S, Platz T, Lotze M (2015) Changes in cortical, cerebellar and basal ganglia representation after comprehensive long term unilateral hand motor training. Behav Brain Res 278:393–403PubMedCrossRef
Zurück zum Zitat Wang J, Wang L, Zang Y, Yang H, Tang H, Gong Q, Chen Z, Zhu C, He Y (2009) Parcellation-dependent small-world brain functional networks: a resting-state fMRI study. Hum Brain Mapp 30:1511–1523PubMedCrossRef Wang J, Wang L, Zang Y, Yang H, Tang H, Gong Q, Chen Z, Zhu C, He Y (2009) Parcellation-dependent small-world brain functional networks: a resting-state fMRI study. Hum Brain Mapp 30:1511–1523PubMedCrossRef
Zurück zum Zitat Wang J-H, Zuo X-N, Gohel S, Milham MP, Biswal BB, He Y (2011) Graph theoretical analysis of functional brain networks: test–retest evaluation on short-and long-term resting-state functional MRI data. PLoS One 6:e21976PubMedPubMedCentralCrossRef Wang J-H, Zuo X-N, Gohel S, Milham MP, Biswal BB, He Y (2011) Graph theoretical analysis of functional brain networks: test–retest evaluation on short-and long-term resting-state functional MRI data. PLoS One 6:e21976PubMedPubMedCentralCrossRef
Zurück zum Zitat Wang B, Fan Y, Lu M, Li S, Song Z, Peng X, Zhang R, Lin Q, He Y, Wang J (2013a) Brain anatomical networks in world class gymnasts: a DTI tractography study. Neuroimage 65:476–487PubMedCrossRef Wang B, Fan Y, Lu M, Li S, Song Z, Peng X, Zhang R, Lin Q, He Y, Wang J (2013a) Brain anatomical networks in world class gymnasts: a DTI tractography study. Neuroimage 65:476–487PubMedCrossRef
Zurück zum Zitat Wang JH, Zuo XN, Dai ZJ, Xia MR, Zhao ZL, Zhao XL, Jia JP, Han Y, He Y (2013b) Disrupted functional brain connectome in individuals at risk for Alzheimer’s disease. Biol Psychiatry 73:472–481PubMedCrossRef Wang JH, Zuo XN, Dai ZJ, Xia MR, Zhao ZL, Zhao XL, Jia JP, Han Y, He Y (2013b) Disrupted functional brain connectome in individuals at risk for Alzheimer’s disease. Biol Psychiatry 73:472–481PubMedCrossRef
Zurück zum Zitat Wang L, Liu Q, Shen H, Li H, Hu D (2015) Large-scale functional brain network changes in taxi drivers: evidence from resting-state fMRI. Hum Brain Mapp 36:862–871PubMedCrossRef Wang L, Liu Q, Shen H, Li H, Hu D (2015) Large-scale functional brain network changes in taxi drivers: evidence from resting-state fMRI. Hum Brain Mapp 36:862–871PubMedCrossRef
Zurück zum Zitat Wang J, Lu M, Fan Y, Wen X, Zhang R, Wang B, Ma Q, Song Z, He Y, Wang J, Huang R (2016) Exploring brain functional plasticity in world class gymnasts: a network analysis. Brain Struct Funct 221:3503–3519PubMedCrossRef Wang J, Lu M, Fan Y, Wen X, Zhang R, Wang B, Ma Q, Song Z, He Y, Wang J, Huang R (2016) Exploring brain functional plasticity in world class gymnasts: a network analysis. Brain Struct Funct 221:3503–3519PubMedCrossRef
Zurück zum Zitat Weiner KS, Grill-Spector K (2013) Neural representations of faces and limbs neighbor in human high-level visual cortex: evidence for a new organization principle. Psychol Res 77:74–97PubMedCrossRef Weiner KS, Grill-Spector K (2013) Neural representations of faces and limbs neighbor in human high-level visual cortex: evidence for a new organization principle. Psychol Res 77:74–97PubMedCrossRef
Zurück zum Zitat Woldorff MG, Fox PT, Matzke M, Lancaster JL, Veeraswamy S, Zamarripa F, Seabolt M, Glass T, Gao JH, Martin CC, Jerabek P (1997) Retinotopic organization of early visual spatial attention effects as revealed by PET and ERPs. Hum Brain Mapp 5:280–286PubMedCrossRef Woldorff MG, Fox PT, Matzke M, Lancaster JL, Veeraswamy S, Zamarripa F, Seabolt M, Glass T, Gao JH, Martin CC, Jerabek P (1997) Retinotopic organization of early visual spatial attention effects as revealed by PET and ERPs. Hum Brain Mapp 5:280–286PubMedCrossRef
Zurück zum Zitat Wu T, Kansaku K, Hallett M (2004) How self-initiated memorized movements become automatic: a functional MRI study. J Neurophysiol 91:1690–1698PubMedCrossRef Wu T, Kansaku K, Hallett M (2004) How self-initiated memorized movements become automatic: a functional MRI study. J Neurophysiol 91:1690–1698PubMedCrossRef
Zurück zum Zitat Zanto TP, Gazzaley A (2013) Fronto-parietal network: flexible hub of cognitive control. Trends Cogn Sci 17:602–603PubMedCrossRef Zanto TP, Gazzaley A (2013) Fronto-parietal network: flexible hub of cognitive control. Trends Cogn Sci 17:602–603PubMedCrossRef
Zurück zum Zitat Zhang H, Jia W, Liao W, Zang Y (2013) Automatic component identification method based on normalized sensitivity/specificity measurement. In: Annual meeting of Organization of Hum Brain Mapping (OHBM), Seattle Zhang H, Jia W, Liao W, Zang Y (2013) Automatic component identification method based on normalized sensitivity/specificity measurement. In: Annual meeting of Organization of Hum Brain Mapping (OHBM), Seattle
Zurück zum Zitat Zuo X-N, Xing X-X (2014) Test–retest reliabilities of resting-state FMRI measurements in human brain functional connectomics: a systems neuroscience perspective. Neurosci Biobehav Rev 45:100–118PubMedCrossRef Zuo X-N, Xing X-X (2014) Test–retest reliabilities of resting-state FMRI measurements in human brain functional connectomics: a systems neuroscience perspective. Neurosci Biobehav Rev 45:100–118PubMedCrossRef
Zurück zum Zitat Zuo X-N, Kelly C, Adelstein JS, Klein DF, Castellanos FX, Milham MP (2010) Reliable intrinsic connectivity networks: test–retest evaluation using ICA and dual regression approach. Neuroimage 49:2163–2177PubMedCrossRef Zuo X-N, Kelly C, Adelstein JS, Klein DF, Castellanos FX, Milham MP (2010) Reliable intrinsic connectivity networks: test–retest evaluation using ICA and dual regression approach. Neuroimage 49:2163–2177PubMedCrossRef
Metadaten
Titel
Long-term intensive gymnastic training induced changes in intra- and inter-network functional connectivity: an independent component analysis
verfasst von
Huiyuan Huang
Junjing Wang
Carol Seger
Min Lu
Feng Deng
Xiaoyan Wu
Yuan He
Chen Niu
Jun Wang
Ruiwang Huang
Publikationsdatum
21.07.2017
Verlag
Springer Berlin Heidelberg
Erschienen in
Brain Structure and Function / Ausgabe 1/2018
Print ISSN: 1863-2653
Elektronische ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-017-1479-y

Weitere Artikel der Ausgabe 1/2018

Brain Structure and Function 1/2018 Zur Ausgabe

Leitlinien kompakt für die Neurologie

Mit medbee Pocketcards sicher entscheiden.

Seit 2022 gehört die medbee GmbH zum Springer Medizin Verlag

Update Neurologie

Bestellen Sie unseren Fach-Newsletter und bleiben Sie gut informiert.