Skip to main content
Top
Published in: Brain Structure and Function 3/2015

01-05-2015 | Original Article

Individual differences in regional prefrontal gray matter morphometry and fractional anisotropy are associated with different constructs of executive function

Authors: H. R. Smolker, B. E. Depue, A. E. Reineberg, J. M. Orr, M. T. Banich

Published in: Brain Structure and Function | Issue 3/2015

Login to get access

Abstract

Although the relationship between structural differences within the prefrontal cortex (PFC) and executive function (EF) has been widely explored in cognitively impaired populations, little is known about this relationship in healthy young adults. Using optimized voxel-based morphometry (VBM), surface-based morphometry (SBM), and fractional anisotropy (FA) we determined the association between regional PFC grey matter (GM) morphometry and white matter tract diffusivity with performance on tasks that tap different aspects of EF as drawn from Miyake et al.’s three-factor model of EF. Reductions in both GM volume (VBM) and cortical folding (SBM) in the ventromedial PFC (vmPFC), ventrolateral PFC (vlPFC), and dorsolateral PFC (dlPFC) predicted better common EF, shifting-specific, and updating-specific performance, respectively. Despite capturing different components of GM morphometry, voxel- and surface-based findings were highly related, exhibiting regionally overlapping relationships with EF. Increased white matter FA in fiber tracts that connect the vmPFC and vlPFC with posterior regions of the brain also predicted better common EF and shifting-specific performance, respectively. These results suggest that the neural mechanisms supporting distinct aspects of EF may differentially rely on distinct regions of the PFC, and at least in healthy young adults, are influenced by regional morphometry of the PFC and the FA of major white matter tracts that connect the PFC with posterior cortical and subcortical regions.
Literature
go back to reference Kochunov P, Robin DA, Royall DR, Coyle T, Lancaster J, Kochunov V, Schlosser AE et al (2009) Can structural MRI indices of cerebral integrity track cognitive trends in executive control function during normal maturation and adulthood? Hum Brain Mapp 30(8):2581–2594. doi:10.1002/hbm.20689 PubMedCentralPubMed Kochunov P, Robin DA, Royall DR, Coyle T, Lancaster J, Kochunov V, Schlosser AE et al (2009) Can structural MRI indices of cerebral integrity track cognitive trends in executive control function during normal maturation and adulthood? Hum Brain Mapp 30(8):2581–2594. doi:10.​1002/​hbm.​20689 PubMedCentralPubMed
go back to reference Amunts K, Schleicher A, Bürgel U, Mohlberg H, Uylings H, Zilles K (1999) Broca’s region revisited: cytoarchitecture and intersubject variability. J Comp Neurol 412(2):319–341PubMed Amunts K, Schleicher A, Bürgel U, Mohlberg H, Uylings H, Zilles K (1999) Broca’s region revisited: cytoarchitecture and intersubject variability. J Comp Neurol 412(2):319–341PubMed
go back to reference Andersen S (2003) Trajectories of brain development: point of vulnerability or window of opportunity? Neurosci Biobehav Rev 27(1–2):3–18PubMed Andersen S (2003) Trajectories of brain development: point of vulnerability or window of opportunity? Neurosci Biobehav Rev 27(1–2):3–18PubMed
go back to reference Antonova E, Kumari V, Morris R, Halari R, Anilkumar A, Mehrotra R, Sharma T (2005) The relationship of structural alterations to cognitive deficits in schizophrenia: a voxel-based morphometry study. Biol Psychiatry 58(6):457–467. doi:10.1016/j.biopsych.2005.04.036 PubMed Antonova E, Kumari V, Morris R, Halari R, Anilkumar A, Mehrotra R, Sharma T (2005) The relationship of structural alterations to cognitive deficits in schizophrenia: a voxel-based morphometry study. Biol Psychiatry 58(6):457–467. doi:10.​1016/​j.​biopsych.​2005.​04.​036 PubMed
go back to reference Arbuckle JL (2006) Amos (version 7.0) [computer program]. SPSS, Chicago Arbuckle JL (2006) Amos (version 7.0) [computer program]. SPSS, Chicago
go back to reference Behrens TEJ, Woolrich MW, Jenkinson M, Johansen-Berg H, Nunes RG, Clare S, Matthews PM, Brady JM, Smith SM (2003a) Characterization and propagation of uncertainty in diffusion-weighted MR imaging. Magn Reson Med 50(5):1077–1088PubMed Behrens TEJ, Woolrich MW, Jenkinson M, Johansen-Berg H, Nunes RG, Clare S, Matthews PM, Brady JM, Smith SM (2003a) Characterization and propagation of uncertainty in diffusion-weighted MR imaging. Magn Reson Med 50(5):1077–1088PubMed
go back to reference Behrens TEJ, Johansen-Berg H, Woolrich MW, Smith SM, Wheeler-Kingshott CAM, Boulby PA, Barker GJ, Sillery EL, Sheehan K, Ciccarelli O, Thompson AJ, Brady JM, Matthews PM (2003b) Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging. Nat Neurosci 6(7):750–757PubMed Behrens TEJ, Johansen-Berg H, Woolrich MW, Smith SM, Wheeler-Kingshott CAM, Boulby PA, Barker GJ, Sillery EL, Sheehan K, Ciccarelli O, Thompson AJ, Brady JM, Matthews PM (2003b) Non-invasive mapping of connections between human thalamus and cortex using diffusion imaging. Nat Neurosci 6(7):750–757PubMed
go back to reference Bouret S, Richmond BJ (2010) Ventromedial and orbital prefrontal neurons differentially encode internally and externally driven motivational values in monkeys. J Neurosci Off J Soc Neurosci 30(25):8591–8601. doi:10.1523/JNEUROSCI.0049-10.2010 Bouret S, Richmond BJ (2010) Ventromedial and orbital prefrontal neurons differentially encode internally and externally driven motivational values in monkeys. J Neurosci Off J Soc Neurosci 30(25):8591–8601. doi:10.​1523/​JNEUROSCI.​0049-10.​2010
go back to reference Burzynska AZ, Nagel IE, Preuschhof C, Gluth S, Bäckman L, Li S-C, Lindenberger U et al (2012) Cortical thickness is linked to executive functioning in adulthood and aging. Hum Brain Mapp 33(7):1607–1620. doi:10.1002/hbm.21311 PubMed Burzynska AZ, Nagel IE, Preuschhof C, Gluth S, Bäckman L, Li S-C, Lindenberger U et al (2012) Cortical thickness is linked to executive functioning in adulthood and aging. Hum Brain Mapp 33(7):1607–1620. doi:10.​1002/​hbm.​21311 PubMed
go back to reference Collette Fabienne, Van der Linden M, Laureys S, Delfiore G, Degueldre C, Luxen A, Salmon E (2005) Exploring the unity and diversity of the neural substrates of executive functioning. Hum Brain Mapp 25(4):409–423. doi:10.1002/hbm.20118 PubMed Collette Fabienne, Van der Linden M, Laureys S, Delfiore G, Degueldre C, Luxen A, Salmon E (2005) Exploring the unity and diversity of the neural substrates of executive functioning. Hum Brain Mapp 25(4):409–423. doi:10.​1002/​hbm.​20118 PubMed
go back to reference Courchesne E, Chisum HJ, Townsend J, Covington J, Egaas B, Harwood M, Hinds S et al (2000) Normal brain development and aging: quantitative analysis at in vivo MR imaging in healthy volunteers. Radiology 216(3):672–682PubMed Courchesne E, Chisum HJ, Townsend J, Covington J, Egaas B, Harwood M, Hinds S et al (2000) Normal brain development and aging: quantitative analysis at in vivo MR imaging in healthy volunteers. Radiology 216(3):672–682PubMed
go back to reference Curtis CE, D’Esposito M (2003) Persistent activity in the prefrontal cortex during working memory. Trends Cogn Sci 7(9):415–423PubMed Curtis CE, D’Esposito M (2003) Persistent activity in the prefrontal cortex during working memory. Trends Cogn Sci 7(9):415–423PubMed
go back to reference Dale AM, Sereno MI (1993) Improved localization of cortical activity by combining EEG and MEG with MRI cortical surface reconstruction: a linear approach. J Cogn Neurosci 5:162–176PubMed Dale AM, Sereno MI (1993) Improved localization of cortical activity by combining EEG and MEG with MRI cortical surface reconstruction: a linear approach. J Cogn Neurosci 5:162–176PubMed
go back to reference Dale AM, Fischl B, Sereno MI (1999) Cortical surface-based analysis. I. Segmentation and surface reconstruction. Neuroimage 9:179–194PubMed Dale AM, Fischl B, Sereno MI (1999) Cortical surface-based analysis. I. Segmentation and surface reconstruction. Neuroimage 9:179–194PubMed
go back to reference Derrfuss J, Brass M, Neumann J, Von Cramon DY (2005) Involvement of the inferior frontal junction in cognitive control: meta-analyses of switching and Stroop studies. Hum Brain Mapp 25(1):22–34. doi:10.1002/hbm.20127 PubMed Derrfuss J, Brass M, Neumann J, Von Cramon DY (2005) Involvement of the inferior frontal junction in cognitive control: meta-analyses of switching and Stroop studies. Hum Brain Mapp 25(1):22–34. doi:10.​1002/​hbm.​20127 PubMed
go back to reference Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006) An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31:968–980PubMed Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006) An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31:968–980PubMed
go back to reference Dineen RA, Vilisaar J, Hlinka J, Bradshaw CM, Morgan PS, Constantinescu CS, Auer DP (2009) Disconnection as a mechanism for cognitive dysfunction in multiple sclerosis. Brain J Neurol 132(Pt 1):239–249. doi:10.1093/brain/awn275 Dineen RA, Vilisaar J, Hlinka J, Bradshaw CM, Morgan PS, Constantinescu CS, Auer DP (2009) Disconnection as a mechanism for cognitive dysfunction in multiple sclerosis. Brain J Neurol 132(Pt 1):239–249. doi:10.​1093/​brain/​awn275
go back to reference Duncan J, Owen AM (2000) Common regions of the human frontal lobe recruited by diverse cognitive demands. Trends Neurosci 23(10):475–483PubMed Duncan J, Owen AM (2000) Common regions of the human frontal lobe recruited by diverse cognitive demands. Trends Neurosci 23(10):475–483PubMed
go back to reference Elderkin-Thompson V, Hellemann G, Pham D, Kumar A (2009) Prefrontal brain morphology and executive function in healthy and depressed elderly. Int J Geriatr Psychiatry 24(5):459–468. doi:10.1002/gps.2137 PubMed Elderkin-Thompson V, Hellemann G, Pham D, Kumar A (2009) Prefrontal brain morphology and executive function in healthy and depressed elderly. Int J Geriatr Psychiatry 24(5):459–468. doi:10.​1002/​gps.​2137 PubMed
go back to reference Fischl B, Dale AM (2000) Measuring the thickness of the human cerebral cortex from magnetic resonance images. Proc Natl Acad Sci USA 97:11050–11055PubMedCentralPubMed Fischl B, Dale AM (2000) Measuring the thickness of the human cerebral cortex from magnetic resonance images. Proc Natl Acad Sci USA 97:11050–11055PubMedCentralPubMed
go back to reference Fischl B, Sereno MI, Dale AM (1999a) Cortical surface-based analysis. II: inflation, flattening, and a surface-based coordinate system. Neuroimage 9:195–207PubMed Fischl B, Sereno MI, Dale AM (1999a) Cortical surface-based analysis. II: inflation, flattening, and a surface-based coordinate system. Neuroimage 9:195–207PubMed
go back to reference Fischl B, Sereno MI, Tootell RB, Dale AM (1999b) High-resolution intersubject averaging and a coordinate system for the cortical surface. Hum Brain Mapp 8:272–284PubMed Fischl B, Sereno MI, Tootell RB, Dale AM (1999b) High-resolution intersubject averaging and a coordinate system for the cortical surface. Hum Brain Mapp 8:272–284PubMed
go back to reference Fischl B, Liu A, Dale AM (2001) Automated manifold surgery: constructing geometrically accurate and topologically correct models of the human cerebral cortex. IEEE Trans Med Imaging 20:70–80PubMed Fischl B, Liu A, Dale AM (2001) Automated manifold surgery: constructing geometrically accurate and topologically correct models of the human cerebral cortex. IEEE Trans Med Imaging 20:70–80PubMed
go back to reference Fischl B, van der Kouwe A, Destrieux C, Halgren E, Segonne F, Salat DH, Busa E, Seidman LJ, Goldstein J, Kennedy D, Caviness V, Makris N, Rosen B, Dale AM (2004a) Automatically parcellating the human cerebral cortex. Cereb Cortex 14:11–22PubMed Fischl B, van der Kouwe A, Destrieux C, Halgren E, Segonne F, Salat DH, Busa E, Seidman LJ, Goldstein J, Kennedy D, Caviness V, Makris N, Rosen B, Dale AM (2004a) Automatically parcellating the human cerebral cortex. Cereb Cortex 14:11–22PubMed
go back to reference Fornito A, Wood SJ, Whittle S, Fuller J, Adamson C, Saling MM, Velakoulis D et al (2008) Variability of the paracingulate sulcus and morphometry of the medial frontal cortex: associations with cortical thickness, surface area, volume, and sulcal depth. Hum Brain Mapp 29(2):222–236. doi:10.1002/hbm.20381 PubMed Fornito A, Wood SJ, Whittle S, Fuller J, Adamson C, Saling MM, Velakoulis D et al (2008) Variability of the paracingulate sulcus and morphometry of the medial frontal cortex: associations with cortical thickness, surface area, volume, and sulcal depth. Hum Brain Mapp 29(2):222–236. doi:10.​1002/​hbm.​20381 PubMed
go back to reference Fornito A, Yücel M, Patti J, Wood SJ, Pantelis C (2009) Mapping grey matter reductions in schizophrenia: an anatomical likelihood estimation analysis of voxel-based morphometry studies. Schizophr Res 108(1–3):104–113. doi:10.1016/j.schres.2008.12.011 PubMed Fornito A, Yücel M, Patti J, Wood SJ, Pantelis C (2009) Mapping grey matter reductions in schizophrenia: an anatomical likelihood estimation analysis of voxel-based morphometry studies. Schizophr Res 108(1–3):104–113. doi:10.​1016/​j.​schres.​2008.​12.​011 PubMed
go back to reference Gautam P, Cherbuin N, Sachdev PS, Wen W, Anstey KJ (2011) Relationships between cognitive function and frontal grey matter volumes and thickness in middle aged and early old-aged adults: the PATH through life study. Neuroimage 55(3):845–855. doi:10.1016/j.neuroimage.2011.01.015 PubMed Gautam P, Cherbuin N, Sachdev PS, Wen W, Anstey KJ (2011) Relationships between cognitive function and frontal grey matter volumes and thickness in middle aged and early old-aged adults: the PATH through life study. Neuroimage 55(3):845–855. doi:10.​1016/​j.​neuroimage.​2011.​01.​015 PubMed
go back to reference Goel V, Vartanian O (2005) Dissociating the roles of right ventral lateral and dorsal lateral prefrontal cortex in generation and maintenance of hypotheses in set-shift problems. Cereb Cortex 15(8):1170–1177. doi:10.1093/cercor/bhh217 PubMed Goel V, Vartanian O (2005) Dissociating the roles of right ventral lateral and dorsal lateral prefrontal cortex in generation and maintenance of hypotheses in set-shift problems. Cereb Cortex 15(8):1170–1177. doi:10.​1093/​cercor/​bhh217 PubMed
go back to reference Good CD, Johnsrude I, Ashburner J, Henson RN, Friston KJ, Frackowiak RS (2001) Cerebral asymmetry and the effects of sex and handedness on brain structure: a voxel-based morphometric analysis of 465 normal adult human brains. Neuroimage 14(3):685–700. doi:10.1006/nimg.2001.0857 PubMed Good CD, Johnsrude I, Ashburner J, Henson RN, Friston KJ, Frackowiak RS (2001) Cerebral asymmetry and the effects of sex and handedness on brain structure: a voxel-based morphometric analysis of 465 normal adult human brains. Neuroimage 14(3):685–700. doi:10.​1006/​nimg.​2001.​0857 PubMed
go back to reference Grieve SM, Williams LM, Paul RH, Clark CR, Gordon E (2007) Cognitive aging, executive function, and fractional anisotropy: a diffusion tensor MR imaging study. Am J Neuroradiol 28(2):226–235PubMed Grieve SM, Williams LM, Paul RH, Clark CR, Gordon E (2007) Cognitive aging, executive function, and fractional anisotropy: a diffusion tensor MR imaging study. Am J Neuroradiol 28(2):226–235PubMed
go back to reference Hartberg CB, Lawyer G, Nyman H, Jönsson EG, Haukvik UK, Saetre P, Bjerkan PS et al (2010) Investigating relationships between cortical thickness and cognitive performance in patients with schizophrenia and healthy adults. Psychiatry Res 182(2):123–133. doi:10.1016/j.pscychresns.2010.01.001 PubMed Hartberg CB, Lawyer G, Nyman H, Jönsson EG, Haukvik UK, Saetre P, Bjerkan PS et al (2010) Investigating relationships between cortical thickness and cognitive performance in patients with schizophrenia and healthy adults. Psychiatry Res 182(2):123–133. doi:10.​1016/​j.​pscychresns.​2010.​01.​001 PubMed
go back to reference Hogstrom LJ, Westlye LT, Walhovd KB, Fjell AM (2013) The structure of the cerebral cortex across adult life: age-related patterns of surface area, thickness, and gyrification. Cereb Cortex 23(12):2521–2530PubMed Hogstrom LJ, Westlye LT, Walhovd KB, Fjell AM (2013) The structure of the cerebral cortex across adult life: age-related patterns of surface area, thickness, and gyrification. Cereb Cortex 23(12):2521–2530PubMed
go back to reference Hua K, Zhang J, Wakana S, Jiang H, Li X, Reich DS, Calabresi PA, Pekar JJ, van Zijl PC, Mori S (2008) Tract probability maps in stereotaxic spaces: analyses of white matter anatomy and tract-specific quantification. Neuroimage 39(1):336–347PubMedCentralPubMed Hua K, Zhang J, Wakana S, Jiang H, Li X, Reich DS, Calabresi PA, Pekar JJ, van Zijl PC, Mori S (2008) Tract probability maps in stereotaxic spaces: analyses of white matter anatomy and tract-specific quantification. Neuroimage 39(1):336–347PubMedCentralPubMed
go back to reference Kaller CP, Heinze K, Mader I, Unterrainer JM, Rahm B, Weiller C, Köstering L (2012) Linking planning performance and gray matter density in mid-dorsolateral prefrontal cortex: moderating effects of age and sex. Neuroimage 63(3):1454–1463. doi:10.1016/j.neuroimage.2012.08.032 PubMed Kaller CP, Heinze K, Mader I, Unterrainer JM, Rahm B, Weiller C, Köstering L (2012) Linking planning performance and gray matter density in mid-dorsolateral prefrontal cortex: moderating effects of age and sex. Neuroimage 63(3):1454–1463. doi:10.​1016/​j.​neuroimage.​2012.​08.​032 PubMed
go back to reference Kehagia AA, Murray GK, Robbins TW (2010) Learning and cognitive flexibility: frontostriatal function and monoaminergic modulation. Curr Opin Neurobiol 20(2):199–204PubMed Kehagia AA, Murray GK, Robbins TW (2010) Learning and cognitive flexibility: frontostriatal function and monoaminergic modulation. Curr Opin Neurobiol 20(2):199–204PubMed
go back to reference Koechlin E, Basso G, Pietrini P, Panzer S, Grafman J (1999) The role of anterior prefrontal cortex in human cognition. Nature 399:148–151PubMed Koechlin E, Basso G, Pietrini P, Panzer S, Grafman J (1999) The role of anterior prefrontal cortex in human cognition. Nature 399:148–151PubMed
go back to reference Konishi S, Nakajima K, Uchida I, Kameyama M, Nakahara K, Sekihara K, Miyashita Y (1998) Transient activation of inferior prefrontal cortex during cognitive set shifting. Nat Neurosci 1(1):80–84. doi:10.1038/283 PubMed Konishi S, Nakajima K, Uchida I, Kameyama M, Nakahara K, Sekihara K, Miyashita Y (1998) Transient activation of inferior prefrontal cortex during cognitive set shifting. Nat Neurosci 1(1):80–84. doi:10.​1038/​283 PubMed
go back to reference Koutsouleris N, Patschurek-Kliche K, Scheuerecker J, Decker P, Bottlender R, Schmitt G, Rujescu D et al (2010) Neuroanatomical correlates of executive dysfunction in the at-risk mental state for psychosis. Schizophr Res 123(2–3):160–174. doi:10.1016/j.schres.2010.08.026 PubMed Koutsouleris N, Patschurek-Kliche K, Scheuerecker J, Decker P, Bottlender R, Schmitt G, Rujescu D et al (2010) Neuroanatomical correlates of executive dysfunction in the at-risk mental state for psychosis. Schizophr Res 123(2–3):160–174. doi:10.​1016/​j.​schres.​2010.​08.​026 PubMed
go back to reference Kuperberg GR, Broome MR, McGuire PK, David AS, Eddy M, Ozawa F, Goff D et al (2003) Regionally localized thinning of the cerebral cortex in schizophrenia. Arch Gen Psychiatry 60(9):878–888. doi:10.1001/archpsyc.60.9.878 PubMed Kuperberg GR, Broome MR, McGuire PK, David AS, Eddy M, Ozawa F, Goff D et al (2003) Regionally localized thinning of the cerebral cortex in schizophrenia. Arch Gen Psychiatry 60(9):878–888. doi:10.​1001/​archpsyc.​60.​9.​878 PubMed
go back to reference Li, Q., Sun, J., Guo, L., Zang, Y., Feng, Z., Huang, X., Yang, H., et al. (2010). Increased fractional anisotropy in white matter of the right frontal region in children with attention-deficit/hyperactivity disorder: a diffusion tensor imaging study. Neuroendocrinol Lett 31(6):747–53. http://www.ncbi.nlm.nih.gov/pubmed/21196923 Li, Q., Sun, J., Guo, L., Zang, Y., Feng, Z., Huang, X., Yang, H., et al. (2010). Increased fractional anisotropy in white matter of the right frontal region in children with attention-deficit/hyperactivity disorder: a diffusion tensor imaging study. Neuroendocrinol Lett 31(6):747–53. http://​www.​ncbi.​nlm.​nih.​gov/​pubmed/​21196923
go back to reference Makris N, Buka SL, Biederman J, Papadimitriou GM, Hodge SM, Valera EM, Brown AB et al (2008) Attention and executive systems abnormalities in adults with childhood ADHD: a DT-MRI study of connections. Cereb Cortex 18(5):1210–1220. doi:10.1093/cercor/bhm156 PubMed Makris N, Buka SL, Biederman J, Papadimitriou GM, Hodge SM, Valera EM, Brown AB et al (2008) Attention and executive systems abnormalities in adults with childhood ADHD: a DT-MRI study of connections. Cereb Cortex 18(5):1210–1220. doi:10.​1093/​cercor/​bhm156 PubMed
go back to reference McAlonan GM, Cheung V, Chua SE, Oosterlaan J, Hung S, Tang C, Lee C et al (2009) Age-related grey matter volume correlates of response inhibition and shifting in attention-deficit hyperactivity disorder. Br J Psychiatry J Ment Sci 194(2):123–129. doi:10.1192/bjp.bp.108.051359 McAlonan GM, Cheung V, Chua SE, Oosterlaan J, Hung S, Tang C, Lee C et al (2009) Age-related grey matter volume correlates of response inhibition and shifting in attention-deficit hyperactivity disorder. Br J Psychiatry J Ment Sci 194(2):123–129. doi:10.​1192/​bjp.​bp.​108.​051359
go back to reference Miyake A, Friedman NP, Emerson MJ, Witzki AH, Howerter A, Wager TD (2000) The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: a latent variable analysis. Cogn Psychol 41(1):49–100. doi:10.1006/cogp.1999.0734 PubMed Miyake A, Friedman NP, Emerson MJ, Witzki AH, Howerter A, Wager TD (2000) The unity and diversity of executive functions and their contributions to complex “frontal lobe” tasks: a latent variable analysis. Cogn Psychol 41(1):49–100. doi:10.​1006/​cogp.​1999.​0734 PubMed
go back to reference Monchi O, Petrides M, Petre V, Worsley K, Dagher A (2001) Wisconsin Card Sorting revisited: distinct neural circuits participating in different stages of the task identified by event-related functional magnetic resonance imaging. J Neurosci Off J Soc Neurosci 21(19):7733–7741 Monchi O, Petrides M, Petre V, Worsley K, Dagher A (2001) Wisconsin Card Sorting revisited: distinct neural circuits participating in different stages of the task identified by event-related functional magnetic resonance imaging. J Neurosci Off J Soc Neurosci 21(19):7733–7741
go back to reference Nagy Z, Westerberg H, Klingberg T (2004) Maturation of white matter is associated with the development of cognitive functions during childhood. J Cogn Neurosci 16(7):1227–1233. doi:10.1162/0898929041920441 PubMed Nagy Z, Westerberg H, Klingberg T (2004) Maturation of white matter is associated with the development of cognitive functions during childhood. J Cogn Neurosci 16(7):1227–1233. doi:10.​1162/​0898929041920441​ PubMed
go back to reference Nakamura M, Nestor PG, Levitt JJ, Cohen AS, Kawashima T, Shenton ME, McCarley RW (2008) Orbitofrontal volume deficit in schizophrenia and thought disorder. Brain J Neurol 131(Pt 1):180–195. doi:10.1093/brain/awm265 Nakamura M, Nestor PG, Levitt JJ, Cohen AS, Kawashima T, Shenton ME, McCarley RW (2008) Orbitofrontal volume deficit in schizophrenia and thought disorder. Brain J Neurol 131(Pt 1):180–195. doi:10.​1093/​brain/​awm265
go back to reference Narayanan NS, Prabhakaran V, Bunge SA, Christoff K, Fine EM, Gabrieli JDE (2005) The role of the prefrontal cortex in the maintenance of working memory: an event-related fMRI analysis. Neuropsychology 19(2):223–232. doi:10.1037/0894-4105.19.2.223 PubMed Narayanan NS, Prabhakaran V, Bunge SA, Christoff K, Fine EM, Gabrieli JDE (2005) The role of the prefrontal cortex in the maintenance of working memory: an event-related fMRI analysis. Neuropsychology 19(2):223–232. doi:10.​1037/​0894-4105.​19.​2.​223 PubMed
go back to reference Newman LM, Trivedi MA, Bendlin BB, Ries ML, Johnson SC (2007) The relationship between gray matter morphometry and neuropsychological performance in a large sample of cognitively healthy adults. Brain Imaging Behav 1(1–2):3–10. doi:10.1007/s11682-007-9000-5 PubMedCentralPubMed Newman LM, Trivedi MA, Bendlin BB, Ries ML, Johnson SC (2007) The relationship between gray matter morphometry and neuropsychological performance in a large sample of cognitively healthy adults. Brain Imaging Behav 1(1–2):3–10. doi:10.​1007/​s11682-007-9000-5 PubMedCentralPubMed
go back to reference Pa J, Possin KL, Wilson SM, Quitania LC, Kramer JH, Boxer AL, Weiner MW et al (2010) Gray matter correlates of set-shifting among neurodegenerative disease, mild cognitive impairment, and healthy older adults. J Int Neuropsychol Soc JINS 16(4):640–650. doi:10.1017/S1355617710000408 Pa J, Possin KL, Wilson SM, Quitania LC, Kramer JH, Boxer AL, Weiner MW et al (2010) Gray matter correlates of set-shifting among neurodegenerative disease, mild cognitive impairment, and healthy older adults. J Int Neuropsychol Soc JINS 16(4):640–650. doi:10.​1017/​S135561771000040​8
go back to reference Patterson K, Nestor PJ, Rogers TT (2007) Where do you know what you know? The representation of semantic knowledge in the human brain. Nat Rev Neurosci 8(12):976–987. doi:10.1038/nrn2277 PubMed Patterson K, Nestor PJ, Rogers TT (2007) Where do you know what you know? The representation of semantic knowledge in the human brain. Nat Rev Neurosci 8(12):976–987. doi:10.​1038/​nrn2277 PubMed
go back to reference Petrides M (2005) Lateral prefrontal cortex: architectonic and functional organization. Philos Trans R Soc Lond B Biol Sci 360:781–795PubMedCentralPubMed Petrides M (2005) Lateral prefrontal cortex: architectonic and functional organization. Philos Trans R Soc Lond B Biol Sci 360:781–795PubMedCentralPubMed
go back to reference Provost J-S, Petrides M, Simard F, Monchi O (2012) Investigating the long-lasting residual effect of a set shift on frontostriatal activity. Cereb Cortex 22(12):2811–2819. doi:10.1093/cercor/bhr358 PubMed Provost J-S, Petrides M, Simard F, Monchi O (2012) Investigating the long-lasting residual effect of a set shift on frontostriatal activity. Cereb Cortex 22(12):2811–2819. doi:10.​1093/​cercor/​bhr358 PubMed
go back to reference Reuter M, Rosas HD, Fischl B (2010) Highly accurate inverse consistent registration: a robust approach. Neuroimage 53(4):1181–1196PubMedCentralPubMed Reuter M, Rosas HD, Fischl B (2010) Highly accurate inverse consistent registration: a robust approach. Neuroimage 53(4):1181–1196PubMedCentralPubMed
go back to reference Rüsch N, Spoletini I, Wilke M, Bria P, Di Paola M, Di Iulio F, Martinotti G et al (2007) Prefrontal-thalamic-cerebellar gray matter networks and executive functioning in schizophrenia. Schizophr Res 93(1–3):79–89. doi:10.1016/j.schres.2007.01.029 PubMed Rüsch N, Spoletini I, Wilke M, Bria P, Di Paola M, Di Iulio F, Martinotti G et al (2007) Prefrontal-thalamic-cerebellar gray matter networks and executive functioning in schizophrenia. Schizophr Res 93(1–3):79–89. doi:10.​1016/​j.​schres.​2007.​01.​029 PubMed
go back to reference Ruscheweyh R, Deppe M, Lohmann H, Wersching H, Korsukewitz C, Duning T, Bluhm S et al (2012) Executive performance is related to regional gray matter volume in healthy older individuals. Hum Brain Mapp. doi:10.1002/hbm.22146 PubMed Ruscheweyh R, Deppe M, Lohmann H, Wersching H, Korsukewitz C, Duning T, Bluhm S et al (2012) Executive performance is related to regional gray matter volume in healthy older individuals. Hum Brain Mapp. doi:10.​1002/​hbm.​22146 PubMed
go back to reference Segonne F, Dale AM, Busa E, Glessner M, Salat D, Hahn HK, Fischl B (2004) A hybrid approach to the skull stripping problem in MRI. Neuroimage 22:1060–1075PubMed Segonne F, Dale AM, Busa E, Glessner M, Salat D, Hahn HK, Fischl B (2004) A hybrid approach to the skull stripping problem in MRI. Neuroimage 22:1060–1075PubMed
go back to reference Segonne F, Pacheco J, Fischl B (2007) Geometrically accurate topology-correction of cortical surfaces using nonseparating loops. IEEE Trans Med Imaging 26:518–529PubMed Segonne F, Pacheco J, Fischl B (2007) Geometrically accurate topology-correction of cortical surfaces using nonseparating loops. IEEE Trans Med Imaging 26:518–529PubMed
go back to reference Sled JG, Zijdenbos AP, Evans AC (1998) A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans Med Imaging 17:87–97PubMed Sled JG, Zijdenbos AP, Evans AC (1998) A nonparametric method for automatic correction of intensity nonuniformity in MRI data. IEEE Trans Med Imaging 17:87–97PubMed
go back to reference Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM, Behrens TEJ (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMed Smith SM, Jenkinson M, Johansen-Berg H, Rueckert D, Nichols TE, Mackay CE, Watkins KE, Ciccarelli O, Cader MZ, Matthews PM, Behrens TEJ (2006) Tract-based spatial statistics: voxelwise analysis of multi-subject diffusion data. Neuroimage 31:1487–1505PubMed
go back to reference Sowell ER, Thompson PM, Tessner KD, Toga AW (2001) Mapping continued brain growth and gray matter density reduction in dorsal frontal cortex: inverse relationships during postadolescent brain maturation. J Neurosci Off J Soc Neurosci 21(22):8819–8829 Sowell ER, Thompson PM, Tessner KD, Toga AW (2001) Mapping continued brain growth and gray matter density reduction in dorsal frontal cortex: inverse relationships during postadolescent brain maturation. J Neurosci Off J Soc Neurosci 21(22):8819–8829
go back to reference Sowell E, Peterson B, Thompson P, Welcome S, Henkenius A, Toga A (2003) Mapping cortical change across the human life span. Nat Neurosci 6:309–315. doi:10.1038/nn1008 PubMed Sowell E, Peterson B, Thompson P, Welcome S, Henkenius A, Toga A (2003) Mapping cortical change across the human life span. Nat Neurosci 6:309–315. doi:10.​1038/​nn1008 PubMed
go back to reference Sowell ER, Thompson PM, Leonard CM, Welcome SE, Kan E, Toga AW (2004) Longitudinal mapping of cortical thickness and brain growth in normal children. J Neurosci 24:8223–8231PubMed Sowell ER, Thompson PM, Leonard CM, Welcome SE, Kan E, Toga AW (2004) Longitudinal mapping of cortical thickness and brain growth in normal children. J Neurosci 24:8223–8231PubMed
go back to reference Stuss DT, Alexander MP (2000) Executive functions and the frontal lobes: a conceptual view. Psychol Res 63(3–4):289–298PubMed Stuss DT, Alexander MP (2000) Executive functions and the frontal lobes: a conceptual view. Psychol Res 63(3–4):289–298PubMed
go back to reference Takeuchi H, Taki Y, Sassa Y, Hashizume H, Sekiguchi A, Fukushima A, Kawashima R (2012a) Brain structures associated with executive functions during everyday events in a non-clinical sample. Brain Struct Funct. doi:10.1007/s00429-012-0444-z Takeuchi H, Taki Y, Sassa Y, Hashizume H, Sekiguchi A, Fukushima A, Kawashima R (2012a) Brain structures associated with executive functions during everyday events in a non-clinical sample. Brain Struct Funct. doi:10.​1007/​s00429-012-0444-z
go back to reference Takeuchi H, Taki Y, Sassa Y, Hashizume H, Sekiguchi A, Nagase T, Nouchi R et al (2012b) Regional gray and white matter volume associated with Stroop interference: evidence from voxel-based morphometry. Neuroimage 59(3):2899–2907. doi:10.1016/j.neuroimage.2011.09.064 PubMed Takeuchi H, Taki Y, Sassa Y, Hashizume H, Sekiguchi A, Nagase T, Nouchi R et al (2012b) Regional gray and white matter volume associated with Stroop interference: evidence from voxel-based morphometry. Neuroimage 59(3):2899–2907. doi:10.​1016/​j.​neuroimage.​2011.​09.​064 PubMed
go back to reference Tanaka SC, Doya K, Okada G, Ueda K, Okamoto Y, Yamawaki S (2004) Prediction of immediate and future rewards differentially recruit cortico-basal ganglia loops. Nat Neurosci 7:887–893. doi:10.1038/nn1279 PubMed Tanaka SC, Doya K, Okada G, Ueda K, Okamoto Y, Yamawaki S (2004) Prediction of immediate and future rewards differentially recruit cortico-basal ganglia loops. Nat Neurosci 7:887–893. doi:10.​1038/​nn1279 PubMed
go back to reference Vasic N, Walter H, Höse A, Wolf RC (2008) Gray matter reduction associated with psychopathology and cognitive dysfunction in unipolar depression: a voxel-based morphometry study. J Affect Disord 109(1–2):107–116. doi:10.1016/j.jad.2007.11.011 PubMed Vasic N, Walter H, Höse A, Wolf RC (2008) Gray matter reduction associated with psychopathology and cognitive dysfunction in unipolar depression: a voxel-based morphometry study. J Affect Disord 109(1–2):107–116. doi:10.​1016/​j.​jad.​2007.​11.​011 PubMed
go back to reference Wager TD, Smith EE (2003) Neuroimaging studies of working memory: a meta-analysis. Cogn Affective Behav Neurosci 3(4):255–274 Wager TD, Smith EE (2003) Neuroimaging studies of working memory: a meta-analysis. Cogn Affective Behav Neurosci 3(4):255–274
go back to reference Zhang Y, Zhang J, Xu J, Wu X, Zhang Y, Feng H, Wang J et al (2013) Cortical gyrification reductions and subcortical atrophy in Parkinson’s disease. Mov Disord Off J Mov Disord Soc 00(00):1–5. doi:10.1002/mds.25680 Zhang Y, Zhang J, Xu J, Wu X, Zhang Y, Feng H, Wang J et al (2013) Cortical gyrification reductions and subcortical atrophy in Parkinson’s disease. Mov Disord Off J Mov Disord Soc 00(00):1–5. doi:10.​1002/​mds.​25680
go back to reference Zimmerman ME, Brickman AM, Paul RH, Grieve SM, Tate DF, Gunstad J, Cohen RA et al (2006) The relationship between frontal gray matter volume and cognition varies across the healthy adult lifespan. Am J Geriatr Psychiatry Off J Am Assoc Geriatr Psychiatry 14(10):823–833. doi:10.1097/01.JGP.0000238502.40963.ac Zimmerman ME, Brickman AM, Paul RH, Grieve SM, Tate DF, Gunstad J, Cohen RA et al (2006) The relationship between frontal gray matter volume and cognition varies across the healthy adult lifespan. Am J Geriatr Psychiatry Off J Am Assoc Geriatr Psychiatry 14(10):823–833. doi:10.​1097/​01.​JGP.​0000238502.​40963.​ac
Metadata
Title
Individual differences in regional prefrontal gray matter morphometry and fractional anisotropy are associated with different constructs of executive function
Authors
H. R. Smolker
B. E. Depue
A. E. Reineberg
J. M. Orr
M. T. Banich
Publication date
01-05-2015
Publisher
Springer Berlin Heidelberg
Published in
Brain Structure and Function / Issue 3/2015
Print ISSN: 1863-2653
Electronic ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-014-0723-y

Other articles of this Issue 3/2015

Brain Structure and Function 3/2015 Go to the issue