Feedback learning is a crucial skill for cognitive flexibility that continues to develop into adolescence, and is linked to neural activity within a frontoparietal network. Although it is well conceptualized that activity in the frontoparietal network changes during development, there is surprisingly little consensus about the direction of change. Using a longitudinal design (N = 208, 8-27 years, two measurements in two years), we investigated developmental trajectories in frontoparietal activity during feedback learning. Our first aim was to test for linear and nonlinear developmental trajectories in dorsolateral prefrontal cortex (DLPFC), superior parietal cortex (SPC), supplementary motor area (SMA) and anterior cingulate cortex (ACC). Second, we tested which factors (task performance, working memory, cortical thickness) explained additional variance in time-related changes in activity besides age. Developmental patterns for activity in DLPFC and SPC were best characterized by a quadratic age function leveling off/peaking in late adolescence. There was a linear increase in SMA and a linear decrease with age in ACC activity. In addition to age, task performance explained variance in DLPFC and SPC activity, whereas cortical thickness explained variance in SMA activity. Together, these findings provide a novel perspective of linear and nonlinear developmental changes in the frontoparietal network during feedback learning. (C) 2016 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY-NC-ND license
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Univ Calif Davis, Med Ctr, Sacramento, CA 95817 USA
Univ Calif Davis, Imaging Res Ctr, Sacramento, CA 95817 USAUniv Calif Davis, Med Ctr, Sacramento, CA 95817 USA
Carter, Cameron S.
van Veen, Vincent
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Univ Calif Berkeley, Berkeley, CA 94720 USAUniv Calif Davis, Med Ctr, Sacramento, CA 95817 USA
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Church, Jessica A.
Petersen, Steven E.
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Dept Radiol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Anat & Neurobiol, St Louis, MO 63110 USA
Washington Univ, Dept Psychol, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Petersen, Steven E.
Schlaggar, Bradley L.
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Dept Radiol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Anat & Neurobiol, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Pediat, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
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Leiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Crone, Eveline A.
Zanolie, Kiki
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Leiden Inst Brain & Cognit, Leiden, Netherlands
Erasmus Univ, Rotterdam, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Zanolie, Kiki
Van Leijenhorst, Linda
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Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Van Leijenhorst, Linda
Westenberg, P. Michiel
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Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Westenberg, P. Michiel
Rombouts, Serge A. R. B.
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Leiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
机构:
Univ Calif Davis, Med Ctr, Sacramento, CA 95817 USA
Univ Calif Davis, Imaging Res Ctr, Sacramento, CA 95817 USAUniv Calif Davis, Med Ctr, Sacramento, CA 95817 USA
Carter, Cameron S.
van Veen, Vincent
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Univ Calif Berkeley, Berkeley, CA 94720 USAUniv Calif Davis, Med Ctr, Sacramento, CA 95817 USA
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Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Church, Jessica A.
Petersen, Steven E.
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机构:
Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Dept Radiol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Anat & Neurobiol, St Louis, MO 63110 USA
Washington Univ, Dept Psychol, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Petersen, Steven E.
Schlaggar, Bradley L.
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机构:
Washington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Dept Radiol, Sch Med, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Anat & Neurobiol, St Louis, MO 63110 USA
Washington Univ, Sch Med, Dept Pediat, St Louis, MO 63110 USAWashington Univ, Dept Neurol, Sch Med, St Louis, MO 63110 USA
机构:
Leiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Crone, Eveline A.
Zanolie, Kiki
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机构:
Leiden Inst Brain & Cognit, Leiden, Netherlands
Erasmus Univ, Rotterdam, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Zanolie, Kiki
Van Leijenhorst, Linda
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h-index: 0
机构:
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Van Leijenhorst, Linda
Westenberg, P. Michiel
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h-index: 0
机构:
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Westenberg, P. Michiel
Rombouts, Serge A. R. B.
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h-index: 0
机构:
Leiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands
Leiden Inst Brain & Cognit, Leiden, NetherlandsLeiden Univ, Dept Dev Psychol, Med Ctr, NL-2333 AK Leiden, Netherlands