Developmental maturation of dynamic causal control signals in higher-order cognition: A neurocognitive network model

PLoS Computational Biology

Volumn 8, Issue 2, 2012, Pages

  Supekar, Kaustubh ^a   Menon, Vinod ^a  

^a STANFORD UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

MAGNETIC RESONANCE IMAGING; PROBLEM SOLVING; PROCESS CONTROL; TENSORS;

COGNITIVE DEVELOPMENT; COGNITIVE SKILL; CONTROL PROCESS; CONTROL SIGNAL; DEVELOPMENTAL CHANGES; HIGH-ORDER; HIGHER-ORDER; HUMAN COGNITION; NETWORK MODELS; POSTERIOR PARIETAL CORTICES;

DIFFUSION TENSOR IMAGING;

ADULT; ANTERIOR CINGULATE; ANTERIOR INSULA; ARTICLE; BRAIN DEVELOPMENT; CAUSAL MODELING; CHILD; COGNITION; COGNITIVE DEVELOPMENT; CONTROL SYSTEM; CONTROLLED STUDY; DIFFUSION TENSOR IMAGING; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; MALE; NERVE CELL NETWORK; NEUROIMAGING; POSTERIOR PARIETAL CORTEX; PREFRONTAL CORTEX; PROBLEM SOLVING; SCHOOL CHILD; TASK PERFORMANCE; THALAMUS VENTRAL NUCLEUS; BIOLOGICAL MODEL; BRAIN CORTEX; CHILD DEVELOPMENT; GROWTH, DEVELOPMENT AND AGING; HISTOLOGY; METHODOLOGY; NERVE FIBER; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; REGRESSION ANALYSIS;

CEREBRAL CORTEX; CHILD; CHILD DEVELOPMENT; COGNITION; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; MODELS, NEUROLOGICAL; NERVE FIBERS; NEURAL PATHWAYS; REGRESSION ANALYSIS; YOUNG ADULT;

EID: 84861114045     PISSN: 1553734X     EISSN: 15537358     Source Type: Journal    
DOI: 10.1371/journal.pcbi.1002374     Document Type: Article

References (59)

1. Bunge SA, Wright SB, (2007) Neurodevelopmental changes in working memory and cognitive control. Curr Opin Neurobiol 17: 243-250.
2. Davidson MC, Amso D, Anderson LC, 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: 2037-2078.
3. Bressler SL, Menon V, (2010) Large-scale brain networks in cognition: emerging methods and principles. Trends Cogn Sci 14: 277-290.
4. Dosenbach NU, Fair DA, Cohen AL, Schlaggar BL, Petersen SE, (2008) A dual-networks architecture of top-down control. Trends Cogn Sci 12: 99-105.
5. MacDonald AW 3rd, Cohen JD, Stenger VA, Carter CS, (2000) Dissociating the role of the dorsolateral prefrontal and anterior cingulate cortex in cognitive control. Science 288: 1835-1838.
6. Miller EK, Cohen JD, (2001) An integrative theory of prefrontal cortex function. Annu Rev Neurosci 24: 167-202.
7. Posner MI, Rothbart MK, (2007) Research on attention networks as a model for the integration of psychological science. Annu Rev Psychol 58: 1-23.
8. 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 U S A 105: 12569-12574.
9. Aron AR, Fletcher PC, Bullmore ET, Sahakian BJ, Robbins TW, (2003) Stop-signal inhibition disrupted by damage to right inferior frontal gyrus in humans. Nat Neurosci 6: 115-116.
10. Levy BJ, Wagner AD, (2011) Cognitive control and right ventrolateral prefrontal cortex: reflexive reorienting, motor inhibition, and action updating. Ann N Y Acad Sci 1224: 40-62.
11. Greicius M, Krasnow B, Reiss A, Menon V, (2003) Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc Natl Acad Sci U S A 100: 253-258.
12. Seeley W, Menon V, Schatzberg A, Keller J, Glover G, et al. (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27: 2349-2356.
13. Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, et al. (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 103: 13848-13853.
14. Dosenbach N, Fair D, Miezin F, Cohen A, Wenger K, et al. (2007) Distinct brain networks for adaptive and stable task control in humans. Proc Natl Acad Sci U S A 104: 11073-11078.
15. Badre D, Wagner AD, (2007) Left ventrolateral prefrontal cortex and the cognitive control of memory. Neuropsychologia 45: 2883-2901.
16. Miller EK, (2000) The prefrontal cortex and cognitive control. Nat Rev Neurosci 1: 59-65.
17. Koechlin E, Ody C, Kouneiher F, (2003) The architecture of cognitive control in the human prefrontal cortex. Science 302: 1181-1185.
18. Menon V, Uddin LQ, (2010) Saliency, switching, attention and control: a network model of insula function. Brain Struct Funct 214: 655-667.
19. Sterzer P, Kleinschmidt A, (2010) Anterior insula activations in perceptual paradigms: often observed but barely understood. Brain Struct Funct 214: 611-622.
20. Adleman NE, Menon V, Blasey CM, White CD, Warsofsky IS, et al. (2002) A developmental fMRI study of the Stroop color-word task. Neuroimage 16: 61-75.
21. Bunge SA, Dudukovic NM, Thomason ME, Vaidya CJ, Gabrieli JD, (2002) Immature frontal lobe contributions to cognitive control in children: evidence from fMRI. Neuron 33: 301-311.
22. Bunge SA, Crone EA, (2009) Neural correlates of the development of cognitive control. In: Rumsey J, Ernst M, editors. Neuroimaging in Developmental Clinical Neuroscience Cambridge University Press.
23. Crone EA, Zanolie K, Van Leijenhorst L, Westenberg PM, Rombouts SA, (2008) Neural mechanisms supporting flexible performance adjustment during development. Cogn Affect Behav Neurosci 8: 165-177.
24. Klingberg T, Forssberg H, Westerberg H, (2002) Increased brain activity in frontal and parietal cortex underlies the development of visuospatial working memory capacity during childhood. J Cogn Neurosci 14: 1-10.
25. Kwon H, Reiss AL, Menon V, (2002) Neural basis of protracted developmental changes in visuo-spatial working memory. Proc Natl Acad Sci U S A 99: 13336-13341.
26. Luna B, Padmanabhan A, O'Hearn K, (2010) What has fMRI told us about the development of cognitive control through adolescence? Brain Cogn 72: 101-113.
27. Tamm L, Menon V, Reiss AL, (2002) Maturation of brain function associated with response inhibition. J Am Acad Child Adolesc Psychiatry 41: 1231-1238.
28. Houde O, Rossi S, Lubin A, Joliot M, (2010) Mapping numerical processing, reading, and executive functions in the developing brain: an fMRI meta-analysis of 52 studies including 842 children. Dev Sci 13: 876-885.
29. Durston S, Davidson MC, Tottenham N, Galvan A, Spicer J, et al. (2006) A shift from diffuse to focal cortical activity with development. Dev Sci 9: 1-8.
30. Rivera SM, Reiss AL, Eckert MA, Menon V, (2005) Developmental changes in mental arithmetic: evidence for increased functional specialization in the left inferior parietal cortex. Cereb Cortex 15: 1779-1790.
31. Smith SM, Miller KL, Salimi-Khorshidi G, Webster M, Beckmann CF, et al. (2010) Network modelling methods for FMRI. Neuroimage 54: 875-891.
32. Roebroeck A, Formisano E, Goebel R, (2009) The identification of interacting networks in the brain using fMRI: Model selection, causality and deconvolution. Neuroimage 58: 296-302.
33. Schippers MB, Renken R, Keysers C, (2011) The effect of intra- and inter-subject variability of hemodynamic responses on group level Granger causality analyses. Neuroimage 57: 22-36.
34. Ryali S, Supekar K, Chen T, Menon V, (2011) Multivariate dynamical systems models for estimating causal interactions in fMRI. NeuroImage 54: 807-823.
35. Smith SM, Bandettini PA, Miller KL, Behrens TE, Friston KJ, et al. (2011) The danger of systematic bias in group-level FMRI-lag-based causality estimation. Neuroimage 59: 1228-1229.
36. Makris N, Kennedy DN, McInerney S, Sorensen AG, Wang R, et al. (2005) Segmentation of subcomponents within the superior longitudinal fascicle in humans: a quantitative, in vivo, DT-MRI study. Cereb Cortex 15: 854-869.
37. Caspers S, Geyer S, Schleicher A, Mohlberg H, Amunts K, et al. (2006) The human inferior parietal cortex: cytoarchitectonic parcellation and interindividual variability. Neuroimage 33: 430-448.
38. Cohen AL, Fair DA, Dosenbach NU, Miezin FM, Dierker D, et al. (2008) Defining functional areas in individual human brains using resting functional connectivity MRI. NeuroImage 41: 45-57.
39. Craddock RC, James GA, Holtzheimer PE 3rd, Hu XP, Mayberg HS, (2011) A whole brain fMRI atlas generated via spatially constrained spectral clustering. Hum Brain Mapp doi:10.1002/hbm.21333.
40. Klein JC, Behrens TE, Robson MD, Mackay CE, Higham DJ, et al. (2007) Connectivity-based parcellation of human cortex using diffusion MRI: Establishing reproducibility, validity and observer independence in BA 44/45 and SMA/pre-SMA. NeuroImage 34: 204-211.
41. Nanetti L, Cerliani L, Gazzola V, Renken R, Keysers C, (2009) Group analyses of connectivity-based cortical parcellation using repeated k-means clustering. NeuroImage 47: 1666-1677.
42. Shen X, Papademetris X, Constable RT, (2010) Graph-theory based parcellation of functional subunits in the brain from resting-state fMRI data. Neuroimage 50: 1027-1035.
43. Tibshirani R, Hastie T, Friedman J, (2009) Regularization Paths for Generalized Linear Models via Coordinate Descent. J Stat Softw 33: 1-22.
44. van den Heuvel M, Mandl R, Hulshoff Pol H, (2008) Normalized cut group clustering of resting-state FMRI data. PLoS One 3: e2001.
45. Sporns O, Honey CJ, Kotter R, (2007) Identification and classification of hubs in brain networks. PLoS One 2: e1049.
46. Hwang K, Velanova K, Luna B, (2010) Strengthening of top-down frontal cognitive control networks underlying the development of inhibitory control: a functional magnetic resonance imaging effective connectivity study. J Neurosci 30: 15535-15545.
47. Menon V, Rivera SM, White CD, Glover GH, Reiss AL, (2000) Dissociating prefrontal and parietal cortex activation during arithmetic processing. Neuroimage 12: 357-365.
48. Wu SS, Chang TT, Majid A, Caspers S, Eickhoff SB, et al. (2009) Functional heterogeneity of inferior parietal cortex during mathematical cognition assessed with cytoarchitectonic probability maps. Cereb Cortex 19: 2930-2945.
49. Adams JW, Hitch GJ, (1998) Children's mental arithmetic and working memory. In: Donlan C, editors. The development of mathematical skills East Sussex, UK Psychology Press Ltd pp. 153-173.
50. Wu SS, Meyer ML, Maeda U, Salimpoor V, Tomiyama S, et al. (2008) Standardized assessment of strategy use and working memory in early mental arithmetic performance. Dev Neuropsychol 33: 365-393.
51. Hitch GJ, (1978) The role of short-term working memory in mental arithmetic. Cog Psy 10: 302-323.
52. Olesen PJ, Macoveanu J, Tegner J, Klingberg T, (2007) Brain activity related to working memory and distraction in children and adults. Cereb Cortex 17: 1047-1054.
53. Fornari E, Knyazeva MG, Meuli R, Maeder P, (2007) Myelination shapes functional activity in the developing brain. Neuroimage 38: 511-518.
54. Supekar K, Musen M, Menon V, (2009) Development of large-scale functional brain networks in children. PLoS Biol 7: e1000157.
55. 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: 48-57.
56. Lebel C, Walker L, Leemans A, Phillips L, Beaulieu C, (2008) Microstructural maturation of the human brain from childhood to adulthood. Neuroimage 40: 1044-1055.
57. Barnea-Goraly N, Menon V, Eckert M, Tamm L, Bammer R, et al. (2005) White matter development during childhood and adolescence: a cross-sectional diffusion tensor imaging study. Cereb Cortex 15: 1848-1854.
58. Supekar K, Uddin LQ, Prater K, Amin H, Greicius MD, et al. (2010) Development of functional and structural connectivity within the default mode network in young children. NeuroImage 52: 290-301.
59. Seth AK, (2010) A MATLAB toolbox for Granger causal connectivity analysis. J Neurosci Methods 186: 262-273.