Skip to main content
Top
Published in: European Child & Adolescent Psychiatry 12/2013

Open Access 01-12-2013 | Review

Functional brain imaging across development

Author: Katya Rubia

Published in: European Child & Adolescent Psychiatry | Issue 12/2013

Login to get access

Abstract

The developmental cognitive neuroscience literature has grown exponentially over the last decade. This paper reviews the functional magnetic resonance imaging (fMRI) literature on brain function development of typically late developing functions of cognitive and motivation control, timing and attention as well as of resting state neural networks. Evidence shows that between childhood and adulthood, concomitant with cognitive maturation, there is progressively increased functional activation in task-relevant lateral and medial frontal, striatal and parieto-temporal brain regions that mediate these higher level control functions. This is accompanied by progressively stronger functional inter-regional connectivity within task-relevant fronto-striatal and fronto-parieto-temporal networks. Negative age associations are observed in earlier developing posterior and limbic regions, suggesting a shift with age from the recruitment of “bottom-up” processing regions towards “top-down” fronto-cortical and fronto-subcortical connections, leading to a more mature, supervised cognition. The resting state fMRI literature further complements this evidence by showing progressively stronger deactivation with age in anti-correlated task-negative resting state networks, which is associated with better task performance. Furthermore, connectivity analyses during the resting state show that with development increasingly stronger long-range connections are being formed, for example, between fronto-parietal and fronto-cerebellar connections, in both task-positive networks and in task-negative default mode networks, together with progressively lesser short-range connections, suggesting progressive functional integration and segregation with age. Overall, evidence suggests that throughout development between childhood and adulthood, there is progressive refinement and integration of both task-positive fronto-cortical and fronto-subcortical activation and task-negative deactivation, leading to a more mature and controlled cognition.
Literature
1.
go back to reference De Luca CR, Wood SJ, Anderson V, Buchanan JA, Proffitt TM, Mahony K et al (2003) Normative data from the Cantab. I: development of executive function over the lifespan. J Clin Exp Neuropsychol 25:242–254PubMedCrossRef De Luca CR, Wood SJ, Anderson V, Buchanan JA, Proffitt TM, Mahony K et al (2003) Normative data from the Cantab. I: development of executive function over the lifespan. J Clin Exp Neuropsychol 25:242–254PubMedCrossRef
2.
go back to reference Anderson V (2001) Assessing executive functions in children: biological, psychological, and developmental considerations. Pediatr Rehabil 4:119–136PubMed Anderson V (2001) Assessing executive functions in children: biological, psychological, and developmental considerations. Pediatr Rehabil 4:119–136PubMed
3.
go back to reference Davidson MC, Amso D, Cruess Anderson L, Diamond A (2006) Development of cognitive control and executive functions from 4 to 13 years: evidence from manipulations of memory, inhibition, and task switching. Neuropsychologia. 44:2037–2078PubMedCrossRef Davidson MC, Amso D, Cruess Anderson L, Diamond A (2006) Development of cognitive control and executive functions from 4 to 13 years: evidence from manipulations of memory, inhibition, and task switching. Neuropsychologia. 44:2037–2078PubMedCrossRef
4.
go back to reference Stuss DT, Alexander MP (2000) Executive functions and the frontal lobes: a conceptual view. Psychol Res 63:289–298PubMedCrossRef Stuss DT, Alexander MP (2000) Executive functions and the frontal lobes: a conceptual view. Psychol Res 63:289–298PubMedCrossRef
5.
go back to reference Miller EK, Cohen JD (2001) An integrative theory of prefrontal cortex function. Annu Rev Neurosci 24:167–202PubMedCrossRef Miller EK, Cohen JD (2001) An integrative theory of prefrontal cortex function. Annu Rev Neurosci 24:167–202PubMedCrossRef
6.
go back to reference Zelazo PD, Müller U (2002) Executive function in typical and atypical development. Blackwell, Oxford Zelazo PD, Müller U (2002) Executive function in typical and atypical development. Blackwell, Oxford
7.
go back to reference Overman WH, Frassrand K, Ansel S, Trawalter S, Bies B, Redmond A (2004) Performance on the IOWA card task by adolescents and adults. Neuropsychologia. 42:1838–1851PubMedCrossRef Overman WH, Frassrand K, Ansel S, Trawalter S, Bies B, Redmond A (2004) Performance on the IOWA card task by adolescents and adults. Neuropsychologia. 42:1838–1851PubMedCrossRef
8.
go back to reference Hooper CJ, Luciana M, Conklin HM, Yarger RS (2004) Adolescents’ performance on the Iowa gambling task: implications for the development of decision making and ventromedial prefrontal cortex. Dev Psychol 40:1148–1158PubMedCrossRef Hooper CJ, Luciana M, Conklin HM, Yarger RS (2004) Adolescents’ performance on the Iowa gambling task: implications for the development of decision making and ventromedial prefrontal cortex. Dev Psychol 40:1148–1158PubMedCrossRef
9.
go back to reference Steinberg L, Graham S, O’Brien L, Woolard J, Cauffman E, Banich MT (2009) Age differences in future orientation and delay discounting. Child Dev 80:28–44PubMedCrossRef Steinberg L, Graham S, O’Brien L, Woolard J, Cauffman E, Banich MT (2009) Age differences in future orientation and delay discounting. Child Dev 80:28–44PubMedCrossRef
10.
go back to reference Drake C, Jones MR, Baruch C (2000) The development of rhythmic attending in auditory sequences: attunement, referent period, focal attending. Cognition 77:251–288PubMedCrossRef Drake C, Jones MR, Baruch C (2000) The development of rhythmic attending in auditory sequences: attunement, referent period, focal attending. Cognition 77:251–288PubMedCrossRef
11.
go back to reference Droit-Volet S, Meck WH, Penney TB (2007) Sensory modality and time perception in children and adults. Behav Process 74:244–250CrossRef Droit-Volet S, Meck WH, Penney TB (2007) Sensory modality and time perception in children and adults. Behav Process 74:244–250CrossRef
12.
go back to reference McAuley J, Riess-Jones M, Holub S, Johnston HM, Miller NS (2006) The time of our lives: life span development of timing and event tracking. J Exp Psychol 135:348–367CrossRef McAuley J, Riess-Jones M, Holub S, Johnston HM, Miller NS (2006) The time of our lives: life span development of timing and event tracking. J Exp Psychol 135:348–367CrossRef
13.
go back to reference Rubia K (2006) The neural correlates of timing functions. In: Glicksohn J, Myslobodsky M (eds) Timing the future: the case for a time-based prospective memory. World Scientific Publishing, Hackensack, NJ, pp 213–238CrossRef Rubia K (2006) The neural correlates of timing functions. In: Glicksohn J, Myslobodsky M (eds) Timing the future: the case for a time-based prospective memory. World Scientific Publishing, Hackensack, NJ, pp 213–238CrossRef
14.
go back to reference Rubia K, Smith A (2004) The neural correlates of cognitive time management: a review. Acta Neurobiol Exp 64:329–340 Rubia K, Smith A (2004) The neural correlates of cognitive time management: a review. Acta Neurobiol Exp 64:329–340
15.
go back to reference Karatekin C, Marcus DJ, Couperus JW (2007) Regulation of cognitive resources during sustained attention and working memory in 10-year-olds and adults. Psychophysiology 44:128–144PubMedCrossRef Karatekin C, Marcus DJ, Couperus JW (2007) Regulation of cognitive resources during sustained attention and working memory in 10-year-olds and adults. Psychophysiology 44:128–144PubMedCrossRef
16.
go back to reference Klenberg L, Korkman M, Lahti-Nuuttila P (2001) Differential development of attention and executive functions in 3-to 12-year-old Finnish children. Dev Neuropsychol 20:407–428PubMedCrossRef Klenberg L, Korkman M, Lahti-Nuuttila P (2001) Differential development of attention and executive functions in 3-to 12-year-old Finnish children. Dev Neuropsychol 20:407–428PubMedCrossRef
17.
go back to reference Simonds J, Kieras JE, Rueda MR, Rothbart MK (2007) Effortful control, executive attention, and emotional regulation in 7–10-year-old children. Cogn Dev 22:474–488CrossRef Simonds J, Kieras JE, Rueda MR, Rothbart MK (2007) Effortful control, executive attention, and emotional regulation in 7–10-year-old children. Cogn Dev 22:474–488CrossRef
18.
go back to reference Sisk CL, Zehr JL (2005) Pubertal hormones organize the adolescent brain and behavior. Front Neuroendocrinol 26:163–174PubMedCrossRef Sisk CL, Zehr JL (2005) Pubertal hormones organize the adolescent brain and behavior. Front Neuroendocrinol 26:163–174PubMedCrossRef
19.
go back to reference Weiss EM, Siedentopf C, Hofer A, Deisenhammer EA, Hoptman MJ, Kremser C et al (2003) Brain activation pattern during a verbal fluency test in healthy male and female volunteers: a functional magnetic resonance imaging study. Neurosci Lett 352:191–194PubMedCrossRef Weiss EM, Siedentopf C, Hofer A, Deisenhammer EA, Hoptman MJ, Kremser C et al (2003) Brain activation pattern during a verbal fluency test in healthy male and female volunteers: a functional magnetic resonance imaging study. Neurosci Lett 352:191–194PubMedCrossRef
20.
go back to reference Huttenlocher PR, Dabholkar AS (1997) Regional differences in synaptogenesis in human cerebral cortex. J Comp Neurol 387:167–178PubMedCrossRef Huttenlocher PR, Dabholkar AS (1997) Regional differences in synaptogenesis in human cerebral cortex. J Comp Neurol 387:167–178PubMedCrossRef
21.
go back to reference Liston C, Watts R, Tottenham N, Davidson MC, Niogi S, Ulug AM et al (2006) Frontostriatal microstructure modulates efficient recruitment of cognitive control. Cereb Cortex 16:553–560PubMedCrossRef Liston C, Watts R, Tottenham N, Davidson MC, Niogi S, Ulug AM et al (2006) Frontostriatal microstructure modulates efficient recruitment of cognitive control. Cereb Cortex 16:553–560PubMedCrossRef
22.
go back to reference Sowell ER, Thompson PM, Toga AW (2004) Mapping changes in the human cortex throughout the span of life. Neuroscientist. 10:372–392PubMedCrossRef Sowell ER, Thompson PM, Toga AW (2004) Mapping changes in the human cortex throughout the span of life. Neuroscientist. 10:372–392PubMedCrossRef
23.
24.
go back to reference Gogtay N, Giedd JN, Lusk L, Hayashi KM, Greenstein D, Vaituzis AC et al (2004) Dynamic mapping of human cortical development during childhood through early adulthood. Proc Nat Acad Sci USA 101:8174–8179PubMedCrossRef Gogtay N, Giedd JN, Lusk L, Hayashi KM, Greenstein D, Vaituzis AC et al (2004) Dynamic mapping of human cortical development during childhood through early adulthood. Proc Nat Acad Sci USA 101:8174–8179PubMedCrossRef
25.
26.
go back to reference Raznahan A, Shaw P, Lalonde F, Stockman M, Wallace GL, Greenstein D et al (2011) How does your cortex grow? J Neurosci 31:7174–7177PubMedCrossRef Raznahan A, Shaw P, Lalonde F, Stockman M, Wallace GL, Greenstein D et al (2011) How does your cortex grow? J Neurosci 31:7174–7177PubMedCrossRef
27.
go back to reference Rubia K, Smith AB, Taylor E, Brammer M (2007) Linear age-correlated functional development of right inferior fronto-striato-cerebellar networks during response inhibition and anterior cingulate during error-related processes. Hum Brain Mapp 28:1163–1177PubMedCrossRef Rubia K, Smith AB, Taylor E, Brammer M (2007) Linear age-correlated functional development of right inferior fronto-striato-cerebellar networks during response inhibition and anterior cingulate during error-related processes. Hum Brain Mapp 28:1163–1177PubMedCrossRef
28.
go back to reference Christakou A, Halari R, Smith AB, Ifkovits E, Brammer M, Rubia K (2009) Sex-dependent age modulation of frontostriatal and temporo-parietal activation during cognitive control. Neuroimage. 48:223–236PubMedCrossRef Christakou A, Halari R, Smith AB, Ifkovits E, Brammer M, Rubia K (2009) Sex-dependent age modulation of frontostriatal and temporo-parietal activation during cognitive control. Neuroimage. 48:223–236PubMedCrossRef
29.
go back to reference Christakou A, Brammer M, Rubia K (2011) Maturation of limbic corticostriatal activation and connectivity associated with developmental changes in temporal discounting. Neuroimage 54:1344–1354PubMedCrossRef Christakou A, Brammer M, Rubia K (2011) Maturation of limbic corticostriatal activation and connectivity associated with developmental changes in temporal discounting. Neuroimage 54:1344–1354PubMedCrossRef
30.
go back to reference Marsh R, Zhu H, Schultz RT, Quackenbush G, Royal J, Skudlarski P et al (2006) A developmental fMRI study of self-regulatory control. Hum Brain Mapp 27:848–863PubMedCrossRef Marsh R, Zhu H, Schultz RT, Quackenbush G, Royal J, Skudlarski P et al (2006) A developmental fMRI study of self-regulatory control. Hum Brain Mapp 27:848–863PubMedCrossRef
31.
go back to reference Smith A, Giampietro V, Brammer M, Taylor E, Simmons AN, Rubia K (2011) Progressive functional development of frontostriatoparietal networks during time perception. Hum Front Neurosci 5:1–14 Smith A, Giampietro V, Brammer M, Taylor E, Simmons AN, Rubia K (2011) Progressive functional development of frontostriatoparietal networks during time perception. Hum Front Neurosci 5:1–14
32.
go back to reference Smith A, Halari R, Giampietro V, Brammer M, Rubia K (2011) Developmental effects of reward on sustained attention networks. Neuroimage. 56:1693–1704PubMedCrossRef Smith A, Halari R, Giampietro V, Brammer M, Rubia K (2011) Developmental effects of reward on sustained attention networks. Neuroimage. 56:1693–1704PubMedCrossRef
33.
go back to reference Stevens MC, Kiehl KA, Pearlson GD, Calhoun VD (2007) Functional neural networks underlying response inhibition in adolescents and adults. Behav Brain Res 181:12–22PubMedCrossRef Stevens MC, Kiehl KA, Pearlson GD, Calhoun VD (2007) Functional neural networks underlying response inhibition in adolescents and adults. Behav Brain Res 181:12–22PubMedCrossRef
34.
go back to reference Stevens MC, Kiehl KA, Pearlson GD, Calhoun VD (2009) Brain network dynamics during error commission. Hum Brain Mapp 30:24–37PubMedCrossRef Stevens MC, Kiehl KA, Pearlson GD, Calhoun VD (2009) Brain network dynamics during error commission. Hum Brain Mapp 30:24–37PubMedCrossRef
35.
go back to reference Rubia K, Hyde Z, Giampietro V, Smith A (2010) Effects of age and sex on developmental neural networks of visual–spatial attention allocation. Neuroimage. 51:817–827PubMedCrossRef Rubia K, Hyde Z, Giampietro V, Smith A (2010) Effects of age and sex on developmental neural networks of visual–spatial attention allocation. Neuroimage. 51:817–827PubMedCrossRef
36.
go back to reference Fair DA, Cohen AL, Dosenbach NU, Church JA, Miezin FM, Barch DM et al (2008) The maturing architecture of the brain’s default network. Proc Natl Acad Sci USA 105:4028–4034PubMedCrossRef Fair DA, Cohen AL, Dosenbach NU, Church JA, Miezin FM, Barch DM et al (2008) The maturing architecture of the brain’s default network. Proc Natl Acad Sci USA 105:4028–4034PubMedCrossRef
37.
go back to reference Fair DA, Dosenbach NU, Church JA, Cohen AL, Brahmbhatt S, Miezin FM et al (2007) Development of distinct control networks through segregation and integration. Proc Natl Acad Sci USA 104:13507–13512PubMedCrossRef Fair DA, Dosenbach NU, Church JA, Cohen AL, Brahmbhatt S, Miezin FM et al (2007) Development of distinct control networks through segregation and integration. Proc Natl Acad Sci USA 104:13507–13512PubMedCrossRef
38.
go back to reference Williams BR, Ponesse JS, Schachar RJ, Logan GD, Tannock R (1999) Development of inhibitory control across the life span. Dev Psychol 35:205–213PubMedCrossRef Williams BR, Ponesse JS, Schachar RJ, Logan GD, Tannock R (1999) Development of inhibitory control across the life span. Dev Psychol 35:205–213PubMedCrossRef
39.
go back to reference Chambers CD, Garavan H, Bellgrove MA (2009) Insights into the neural basis of response inhibition from cognitive and clinical neuroscience. Neurosci Biobehav Rev 33:631–646PubMedCrossRef Chambers CD, Garavan H, Bellgrove MA (2009) Insights into the neural basis of response inhibition from cognitive and clinical neuroscience. Neurosci Biobehav Rev 33:631–646PubMedCrossRef
40.
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 25:22–34PubMedCrossRef 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 25:22–34PubMedCrossRef
41.
go back to reference Adleman NE, Menon V, Blasey CM, White CD, Warsofsky IS, Glover GH et al (2002) A developmental fMRI study of the stroop color-word task. Neuroimage. 16:61–75PubMedCrossRef Adleman NE, Menon V, Blasey CM, White CD, Warsofsky IS, Glover GH et al (2002) A developmental fMRI study of the stroop color-word task. Neuroimage. 16:61–75PubMedCrossRef
42.
go back to reference Rubia K, Smith AB, Woolley J, Nosarti C, Heyman I, Taylor E et al (2006) Progressive increase of frontostriatal brain activation from childhood to adulthood during event-related tasks of cognitive control. Hum Brain Mapp 27:973–993PubMedCrossRef Rubia K, Smith AB, Woolley J, Nosarti C, Heyman I, Taylor E et al (2006) Progressive increase of frontostriatal brain activation from childhood to adulthood during event-related tasks of cognitive control. Hum Brain Mapp 27:973–993PubMedCrossRef
43.
go back to reference Bunge SA, Dudukovic NM, Thomason ME, Vaidya CJ, Gabrieli JDE (2002) Immature frontal lobe contributions to cognitive control in children: evidence from fMRI. Neuron 33:301–311PubMedCrossRef Bunge SA, Dudukovic NM, Thomason ME, Vaidya CJ, Gabrieli JDE (2002) Immature frontal lobe contributions to cognitive control in children: evidence from fMRI. Neuron 33:301–311PubMedCrossRef
44.
go back to reference Wager TD, Jonides J, Reading S (2004) Neuroimaging studies of shifting attention: a meta-analysis. Neuroimage. 22:1679–1693PubMedCrossRef Wager TD, Jonides J, Reading S (2004) Neuroimaging studies of shifting attention: a meta-analysis. Neuroimage. 22:1679–1693PubMedCrossRef
45.
go back to reference Andrews-Hanna JR, Seghete KLM, Claus ED, Burgess GC, Ruzic L, Banich MT (2011) Cognitive control in adolescence: neural underpinnings and relation to self-report behaviors. Plos One 6:e21598PubMedCrossRef Andrews-Hanna JR, Seghete KLM, Claus ED, Burgess GC, Ruzic L, Banich MT (2011) Cognitive control in adolescence: neural underpinnings and relation to self-report behaviors. Plos One 6:e21598PubMedCrossRef
46.
go back to reference Konrad K, Neufang S, Thiel CM, Specht K, Hanisch C, Fan J et al (2005) Development of attentional networks: an fMRI study with children and adults. NeuroImage. 28:429–439PubMedCrossRef Konrad K, Neufang S, Thiel CM, Specht K, Hanisch C, Fan J et al (2005) Development of attentional networks: an fMRI study with children and adults. NeuroImage. 28:429–439PubMedCrossRef
47.
go back to reference Neufang S, Fink GR, Herpertz-Dahlmann B, Willmes K, Konrad K (2008) Developmental changes in neural activation and psychophysiological interaction patterns of brain regions associated with interference control and time perception. Neuroimage. 43:399–409PubMedCrossRef Neufang S, Fink GR, Herpertz-Dahlmann B, Willmes K, Konrad K (2008) Developmental changes in neural activation and psychophysiological interaction patterns of brain regions associated with interference control and time perception. Neuroimage. 43:399–409PubMedCrossRef
48.
go back to reference Casey BJ, Davidson MC, Hara Y, Thomas KM, Martinez A, Galvan A et al (2004) Early development of subcortical regions involved in non-cued attention switching. Dev Sci 7:534–542PubMedCrossRef Casey BJ, Davidson MC, Hara Y, Thomas KM, Martinez A, Galvan A et al (2004) Early development of subcortical regions involved in non-cued attention switching. Dev Sci 7:534–542PubMedCrossRef
49.
go back to reference Morton JB, Bosma R, Ansari D (2009) Age-related changes in brain activation associated with dimensional shifts of attention: an fMRI study. Neuroimage. 46:249–256PubMedCrossRef Morton JB, Bosma R, Ansari D (2009) Age-related changes in brain activation associated with dimensional shifts of attention: an fMRI study. Neuroimage. 46:249–256PubMedCrossRef
50.
go back to reference Crone EA, Donohue SE, Honomichl R, Wendelken C, Bunge SA (2006) Brain regions mediating flexible rule use during development. J Neurosci 26:11239–11247PubMedCrossRef Crone EA, Donohue SE, Honomichl R, Wendelken C, Bunge SA (2006) Brain regions mediating flexible rule use during development. J Neurosci 26:11239–11247PubMedCrossRef
51.
go back to reference Thomas LA, Hall JM, Skup M, Jenkins SE, Pine DS, Leibenluft E (2011) A developmental neuroimaging investigation of the change paradigm. Dev Sci 14:148–161PubMedCrossRef Thomas LA, Hall JM, Skup M, Jenkins SE, Pine DS, Leibenluft E (2011) A developmental neuroimaging investigation of the change paradigm. Dev Sci 14:148–161PubMedCrossRef
52.
go back to reference Rubia K, Overmeyer S, Taylor E, Brammer M, Williams S, Simmons A et al (2000) Functional frontalisation with age: mapping neurodevelopmental trajectories with fMRI. Neurosci Biobehav Rev 24:13–19PubMedCrossRef Rubia K, Overmeyer S, Taylor E, Brammer M, Williams S, Simmons A et al (2000) Functional frontalisation with age: mapping neurodevelopmental trajectories with fMRI. Neurosci Biobehav Rev 24:13–19PubMedCrossRef
53.
go back to reference Houde O, Rossi S, Lubin A, Joliot M (2011) Mapping numerical processing, reading, and executive functions in the developing brain: an fMRI meta-analysis of 52 studies including 842 children. Dev Sci 13:876–885CrossRef Houde O, Rossi S, Lubin A, Joliot M (2011) Mapping numerical processing, reading, and executive functions in the developing brain: an fMRI meta-analysis of 52 studies including 842 children. Dev Sci 13:876–885CrossRef
54.
go back to reference Ridderinkhof KR, Ullsperger M, Crone EA, Nieuwenhuiss S (2004) The role of the medial frontal cortex in cognitive control. Science 306:443–447PubMedCrossRef Ridderinkhof KR, Ullsperger M, Crone EA, Nieuwenhuiss S (2004) The role of the medial frontal cortex in cognitive control. Science 306:443–447PubMedCrossRef
55.
go back to reference Velanova K, Wheeler ME, Luna B (2008) Maturational changes in anterior cingulate and frontoparietal recruitment support the development of error processing and inhibitory control. Cereb Cortex 18:2505–2522PubMedCrossRef Velanova K, Wheeler ME, Luna B (2008) Maturational changes in anterior cingulate and frontoparietal recruitment support the development of error processing and inhibitory control. Cereb Cortex 18:2505–2522PubMedCrossRef
56.
go back to reference Yeo BTT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M et al (2011) The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J Neurophysiol 106:1125–1165PubMedCrossRef Yeo BTT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M et al (2011) The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J Neurophysiol 106:1125–1165PubMedCrossRef
57.
go back to reference Szelag E, Kowalska J, Rymarczyk K, Pöppel E (2002) Duration processing in children as determined by time reproduction: implications for a few seconds temporal window. Acta Psychol 110:1–19CrossRef Szelag E, Kowalska J, Rymarczyk K, Pöppel E (2002) Duration processing in children as determined by time reproduction: implications for a few seconds temporal window. Acta Psychol 110:1–19CrossRef
58.
go back to reference Wiener M, Turkeltaub P, Coslett HB (2010) The image of time: a voxel-wise meta-analysis. Neuroimage. 49:1728–1740PubMedCrossRef Wiener M, Turkeltaub P, Coslett HB (2010) The image of time: a voxel-wise meta-analysis. Neuroimage. 49:1728–1740PubMedCrossRef
59.
go back to reference Livesey AC, Wall MB, Smith AT (2007) Time perception: manipulation of task difficulty dissociates clock functions from other cognitive demands. Neuropsychologia. 45:321–331PubMedCrossRef Livesey AC, Wall MB, Smith AT (2007) Time perception: manipulation of task difficulty dissociates clock functions from other cognitive demands. Neuropsychologia. 45:321–331PubMedCrossRef
60.
go back to reference Petersen SE, Buchel C (2011) The neural mechanisms of inter-temporal decision-making: understanding variability. Trends Cogn Sci 15:227–239CrossRef Petersen SE, Buchel C (2011) The neural mechanisms of inter-temporal decision-making: understanding variability. Trends Cogn Sci 15:227–239CrossRef
61.
go back to reference Christakou A, Brammer M, Giampietro V, Rubia K (2009) Right ventromedial and dorsolateral prefrontal cortices mediate adaptive decisions under ambiguity by integrating choice utility and outcome evaluation. J Neurosci 29:11020–11028PubMedCrossRef Christakou A, Brammer M, Giampietro V, Rubia K (2009) Right ventromedial and dorsolateral prefrontal cortices mediate adaptive decisions under ambiguity by integrating choice utility and outcome evaluation. J Neurosci 29:11020–11028PubMedCrossRef
62.
go back to reference Leon-Carrion J, Garcia-Orza J, Perez-Santamaria FJ (2004) Development of the inhibitory component of the executive functions in children and adolescents. Int J Neurosci 114:1291–1311PubMedCrossRef Leon-Carrion J, Garcia-Orza J, Perez-Santamaria FJ (2004) Development of the inhibitory component of the executive functions in children and adolescents. Int J Neurosci 114:1291–1311PubMedCrossRef
63.
go back to reference Astle DE, Scerif G (2009) Using developmental cognitive neuroscience to study behavioral and attentional control. Dev Psychobiol 51:107–118PubMedCrossRef Astle DE, Scerif G (2009) Using developmental cognitive neuroscience to study behavioral and attentional control. Dev Psychobiol 51:107–118PubMedCrossRef
64.
go back to reference Parasuraman R, Warm J, See JE (1998) Brain systems of vigilance. In: Parasuraman R (ed) The attentive brain. MIT Press, Cambridge, pp 221–256 Parasuraman R, Warm J, See JE (1998) Brain systems of vigilance. In: Parasuraman R (ed) The attentive brain. MIT Press, Cambridge, pp 221–256
65.
go back to reference Galvan A, Hare TA, Parra CE, Penn J, Voss H, Glover G et al (2006) Earlier development of the accumbens relative to orbitofrontal cortex might underlie risk-taking behavior in adolescents. J Neurosci 26:6885–6892PubMedCrossRef Galvan A, Hare TA, Parra CE, Penn J, Voss H, Glover G et al (2006) Earlier development of the accumbens relative to orbitofrontal cortex might underlie risk-taking behavior in adolescents. J Neurosci 26:6885–6892PubMedCrossRef
66.
go back to reference Ernst M, Nelson EE, Jazbec S, McClure EB, Monk CS, Leibenluft E et al (2005) Amygdala and nucleus accumbens in responses to receipt and omission of gains in adults and adolescents. NeuroImage. 25:1279–1291PubMedCrossRef Ernst M, Nelson EE, Jazbec S, McClure EB, Monk CS, Leibenluft E et al (2005) Amygdala and nucleus accumbens in responses to receipt and omission of gains in adults and adolescents. NeuroImage. 25:1279–1291PubMedCrossRef
67.
go back to reference Eshel N, Nelson EE, Blair RJ, Pine DS, Ernst M (2007) Neural substrates of choice selection in adults and adolescents: development of the ventrolateral prefrontal and anterior cingulate cortices. Neuropsychologia. 45:1270–1279PubMedCrossRef Eshel N, Nelson EE, Blair RJ, Pine DS, Ernst M (2007) Neural substrates of choice selection in adults and adolescents: development of the ventrolateral prefrontal and anterior cingulate cortices. Neuropsychologia. 45:1270–1279PubMedCrossRef
68.
go back to reference van Leijenhorst L, Crone EA, Bunge SA (2006) Neural correlates of developmental differences in risk estimation and feedback processing. Neuropsychologia. 44:2158–2170PubMedCrossRef van Leijenhorst L, Crone EA, Bunge SA (2006) Neural correlates of developmental differences in risk estimation and feedback processing. Neuropsychologia. 44:2158–2170PubMedCrossRef
69.
go back to reference Van Leijenhorst L, Moor BG, de Macks ZAO, Rombouts SARB, Westenberg PM, Crone EA (2010) Adolescent risky decision-making: neurocognitive development of reward and control regions. Neuroimage. 51:345–355PubMedCrossRef Van Leijenhorst L, Moor BG, de Macks ZAO, Rombouts SARB, Westenberg PM, Crone EA (2010) Adolescent risky decision-making: neurocognitive development of reward and control regions. Neuroimage. 51:345–355PubMedCrossRef
70.
go back to reference Somerville LH, Hare T, Casey BJ (2010) Frontostriatal maturation predicts cognitive control failure to appetitive cues in adolescents. J Cogn Neurosci 23:2123–2134PubMedCrossRef Somerville LH, Hare T, Casey BJ (2010) Frontostriatal maturation predicts cognitive control failure to appetitive cues in adolescents. J Cogn Neurosci 23:2123–2134PubMedCrossRef
71.
go back to reference Giedd JN, Blumenthal J, Jeffries NO, Castellanos FX, Liu H, Zijdenbos A et al (1999) Brain development during childhood and adolescence: a longitudinal MRI study. Nat Neurosci 2:861–863PubMedCrossRef Giedd JN, Blumenthal J, Jeffries NO, Castellanos FX, Liu H, Zijdenbos A et al (1999) Brain development during childhood and adolescence: a longitudinal MRI study. Nat Neurosci 2:861–863PubMedCrossRef
72.
go back to reference Giedd JN, Rapoport JL (2010) Structural MRI of pediatric brain development: what have we learned and where are we going? Neuron 67:728–734PubMedCrossRef Giedd JN, Rapoport JL (2010) Structural MRI of pediatric brain development: what have we learned and where are we going? Neuron 67:728–734PubMedCrossRef
73.
go back to reference Frederikse ML, Lu A, Aylward E, Barta P, Pearlson G (1999) Sex Differences in the inferior parietal lobule. Cereb Cortex. 9:886–901 Frederikse ML, Lu A, Aylward E, Barta P, Pearlson G (1999) Sex Differences in the inferior parietal lobule. Cereb Cortex. 9:886–901
74.
go back to reference Weissman DH, Roberts KC, Visscher KM, Woldorff MG (2006) The neural bases of momentary lapses in attention. Nat Neurosci 9:971–978PubMedCrossRef Weissman DH, Roberts KC, Visscher KM, Woldorff MG (2006) The neural bases of momentary lapses in attention. Nat Neurosci 9:971–978PubMedCrossRef
75.
go back to reference Gao W, Zhu H, Giovanello KS, Smith JK, Shen D, Gilmore JH et al (2009) Evidence on the emergence of the brain’s default network from 2-week-old to 2-year-old healthy pediatric subjects. Proc Nat Acad Sci USA 106:6790–6795PubMedCrossRef Gao W, Zhu H, Giovanello KS, Smith JK, Shen D, Gilmore JH et al (2009) Evidence on the emergence of the brain’s default network from 2-week-old to 2-year-old healthy pediatric subjects. Proc Nat Acad Sci USA 106:6790–6795PubMedCrossRef
76.
go back to reference Smyser CD, Snyder AZ, Neil JJ (2010) Functional connectivity MRI in infants: exploration of the functional organization of the developing brain. Neuroimage. 56:1437–1452CrossRef Smyser CD, Snyder AZ, Neil JJ (2010) Functional connectivity MRI in infants: exploration of the functional organization of the developing brain. Neuroimage. 56:1437–1452CrossRef
77.
go back to reference 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 360:1001–1013PubMedCrossRef 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 360:1001–1013PubMedCrossRef
78.
go back to reference Supekar K, Uddin LQ, Prater K, Amin H, Greicius MD, Menon V (2010) Development of functional and structural connectivity within the default mode network in young children. Neuroimage. 52:290–301PubMedCrossRef Supekar K, Uddin LQ, Prater K, Amin H, Greicius MD, Menon V (2010) Development of functional and structural connectivity within the default mode network in young children. Neuroimage. 52:290–301PubMedCrossRef
79.
go back to reference Thomason ME, Chang CE, Glover GH, Gabrieli JDE, Greicius MD, Gotlib IH (2008) Default-mode function and task-induced deactivation have overlapping brain substrates in children. Neuroimage. 41:1493–1503PubMedCrossRef Thomason ME, Chang CE, Glover GH, Gabrieli JDE, Greicius MD, Gotlib IH (2008) Default-mode function and task-induced deactivation have overlapping brain substrates in children. Neuroimage. 41:1493–1503PubMedCrossRef
80.
go back to reference Kelly AMC, Di Martino A, Uddin LQ, Shehzad Z, Gee DG, Reiss PT et al (2008) Development of anterior cingulate functional connectivity from late childhood to early adulthood. Cereb Cortex. 19(3):640–657PubMedCrossRef Kelly AMC, Di Martino A, Uddin LQ, Shehzad Z, Gee DG, Reiss PT et al (2008) Development of anterior cingulate functional connectivity from late childhood to early adulthood. Cereb Cortex. 19(3):640–657PubMedCrossRef
81.
go back to reference Power JD, Fair DA, Schlaggar BL, Petersen SE (2010) The development of human functional brain networks. Neuron 67:735–748PubMedCrossRef Power JD, Fair DA, Schlaggar BL, Petersen SE (2010) The development of human functional brain networks. Neuron 67:735–748PubMedCrossRef
82.
go back to reference Hagmann P, Sporns O, Madan N, Cammoun L, Pienaar R, Wedeen VJ et al (2010) White matter maturation reshapes structural connectivity in the late developing human brain. Proc Nat Acad Sci USA 107:19067–19072PubMedCrossRef Hagmann P, Sporns O, Madan N, Cammoun L, Pienaar R, Wedeen VJ et al (2010) White matter maturation reshapes structural connectivity in the late developing human brain. Proc Nat Acad Sci USA 107:19067–19072PubMedCrossRef
83.
go back to reference Damoiseaux JS, Greicius MD (2009) Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct Funct 213:525–533PubMedCrossRef Damoiseaux JS, Greicius MD (2009) Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct Funct 213:525–533PubMedCrossRef
84.
go back to reference Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H et al (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27:2349–2356PubMedCrossRef Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H et al (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27:2349–2356PubMedCrossRef
85.
86.
go back to reference Honey CJ, Sporns O, Cammoun L, Gigandet X, Thiran JP, Meuli R et al (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Nat Acad Sci USA 106:2035–2040PubMedCrossRef Honey CJ, Sporns O, Cammoun L, Gigandet X, Thiran JP, Meuli R et al (2009) Predicting human resting-state functional connectivity from structural connectivity. Proc Nat Acad Sci USA 106:2035–2040PubMedCrossRef
87.
go back to reference Durston S, Davidson M, Tottenham N, Galvan A, Spicer J, Fossella JA et al (2006) A shift from diffuse to focal brain activation during development. Dev Sci 5:F9–F16CrossRef Durston S, Davidson M, Tottenham N, Galvan A, Spicer J, Fossella JA et al (2006) A shift from diffuse to focal brain activation during development. Dev Sci 5:F9–F16CrossRef
88.
go back to reference Sowell ER, Thompson PM, Holmes CJ, Batth R, Jernigan TL, Toga AW (1999) Localizing age-related changes in brain structure between childhood and adolescence using statistical parametric mapping. Neuroimage. 9:587–597PubMedCrossRef Sowell ER, Thompson PM, Holmes CJ, Batth R, Jernigan TL, Toga AW (1999) Localizing age-related changes in brain structure between childhood and adolescence using statistical parametric mapping. Neuroimage. 9:587–597PubMedCrossRef
89.
go back to reference Olesen PJ, Nagy Z, Westerberg H, Klingberg T (2003) Combined analysis of DTI and fMRI data reveals a joint maturation of white and grey matter in a fronto-parietal network. Brain Res Cogn Brain Res 18:48–57PubMedCrossRef Olesen PJ, Nagy Z, Westerberg H, Klingberg T (2003) Combined analysis of DTI and fMRI data reveals a joint maturation of white and grey matter in a fronto-parietal network. Brain Res Cogn Brain Res 18:48–57PubMedCrossRef
90.
go back to reference Lu LH, Dapretto M, O’Hare ED, Kan E, McCourt ST, Thompson PM et al (2009) Relationships between brain activation and brain structure in normally developing children. Cereb Cortex 19:2595–2604PubMedCrossRef Lu LH, Dapretto M, O’Hare ED, Kan E, McCourt ST, Thompson PM et al (2009) Relationships between brain activation and brain structure in normally developing children. Cereb Cortex 19:2595–2604PubMedCrossRef
91.
go back to reference Just MA, Cherkassy VL, Keller TA, Kana RK, Minshew NJ (2007) Functional and anatomical cortical underconnectivity in autism: evidence from an FMRI study of an executive function task and corpus callosum morphometry. Cereb Cortex 17:951–961PubMedCrossRef Just MA, Cherkassy VL, Keller TA, Kana RK, Minshew NJ (2007) Functional and anatomical cortical underconnectivity in autism: evidence from an FMRI study of an executive function task and corpus callosum morphometry. Cereb Cortex 17:951–961PubMedCrossRef
92.
go back to reference Rubia K (2011) “Cool” inferior fronto-striatal dysfunction in attention deficit hyperactivity disorder (ADHD) versus “hot” ventromedial orbitofronto-limbic dysfunction in conduct disorder: a review. Biol Psychiatry 69:e69–e87 Rubia K (2011) “Cool” inferior fronto-striatal dysfunction in attention deficit hyperactivity disorder (ADHD) versus “hot” ventromedial orbitofronto-limbic dysfunction in conduct disorder: a review. Biol Psychiatry 69:e69–e87
93.
go back to reference Konrad K, Eickhoff SB (2010) Is the ADHD brain wired differently? A review on structural and functional connectivity in attention deficit hyperactivity disorder. Hum Brain Mapp 31:904–916PubMedCrossRef Konrad K, Eickhoff SB (2010) Is the ADHD brain wired differently? A review on structural and functional connectivity in attention deficit hyperactivity disorder. Hum Brain Mapp 31:904–916PubMedCrossRef
94.
go back to reference Shaw P, Eckstrand K, Sharp W, Blumenthal J, Lerch JP, Greenstein D et al (2007) Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation. Proc Nat Acad Sci USA 104:19649–19654PubMedCrossRef Shaw P, Eckstrand K, Sharp W, Blumenthal J, Lerch JP, Greenstein D et al (2007) Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation. Proc Nat Acad Sci USA 104:19649–19654PubMedCrossRef
95.
go back to reference Shaw P, Lerch J, Greenstein D, Sharp W, Clasen L, Evans A et al (2006) Longitudinal mapping of cortical thickness and clinical outcome in children and adolescents with attention-deficit/hyperactivity disorder. Arch Gen Psychiatry 63:540–549PubMedCrossRef Shaw P, Lerch J, Greenstein D, Sharp W, Clasen L, Evans A et al (2006) Longitudinal mapping of cortical thickness and clinical outcome in children and adolescents with attention-deficit/hyperactivity disorder. Arch Gen Psychiatry 63:540–549PubMedCrossRef
Metadata
Title
Functional brain imaging across development
Author
Katya Rubia
Publication date
01-12-2013
Publisher
Springer Berlin Heidelberg
Published in
European Child & Adolescent Psychiatry / Issue 12/2013
Print ISSN: 1018-8827
Electronic ISSN: 1435-165X
DOI
https://doi.org/10.1007/s00787-012-0291-8

Other articles of this Issue 12/2013

European Child & Adolescent Psychiatry 12/2013 Go to the issue