Frontostriatal white matter integrity predicts development of delay of gratification: A longitudinal study

Journal of Neuroscience

Volumn 36, Issue 6, 2016, Pages 1954-1961

  Achterberg, Michelle ^a   Peper, Jiska S ^a   van Duijvenvoorde, Anna C K ^a   Mandl, René C W ^b,c   Crone, Eveline A ^a  

^a LEIDEN UNIVERSITY   (Netherlands)

^b UNIVERSITY MEDICAL CENTER UTRECHT   (Netherlands)

^c University Psychiatric Center Glostrup   (Denmark)

Author keywords

Adolescence; Development; Impulsivity; Longitudinal; White matter

Indexed keywords

ADOLESCENT; ADULT; AGE; ARTICLE; CHILD; CORPUS STRIATUM; CROSS-SECTIONAL STUDY; FEMALE; FRONTOSTRIATAL WHITE MATTER INTEGRITY; GRATIFICATION; HUMAN; IMPULSIVENESS; MALE; NERVOUS SYSTEM PARAMETERS; NORMAL HUMAN; PREFRONTAL CORTEX; PRIORITY JOURNAL; WHITE MATTER; AGING; DELAY DISCOUNTING; DIFFUSION TENSOR IMAGING; FRONTAL LOBE; GROWTH, DEVELOPMENT AND AGING; LONGITUDINAL STUDY; NEOSTRIATUM; NERVE CELL NETWORK; NONLINEAR SYSTEM; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PREDICTIVE VALUE; PSYCHOLOGY; REWARD; WECHSLER INTELLIGENCE SCALE; YOUNG ADULT;

ADOLESCENT; ADULT; AGING; CHILD; DELAY DISCOUNTING; DIFFUSION TENSOR IMAGING; FEMALE; FRONTAL LOBE; HUMANS; LONGITUDINAL STUDIES; MAGNETIC RESONANCE IMAGING; MALE; NEOSTRIATUM; NERVE NET; NONLINEAR DYNAMICS; PREDICTIVE VALUE OF TESTS; REWARD; WECHSLER SCALES; WHITE MATTER; YOUNG ADULT;

EID: 84958818340     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.3459-15.2016     Document Type: Article

References (61)

1. Akaike H (1974) New look at statistical-model identification. IEEE Trans Automat Contr Ac 19:716–723. CrossRef
2. Andersson JL, Skare S (2002) A model-based method for retrospective correction of geometric distortions in diffusion-weighted EPI. Neuroimage 16:177–199. CrossRef Medline
3. Andersson JL, Skare S, Ashburner J (2003) How to correct susceptibility distortions in spin-echo echo-planar images: application to diffusion tensor imaging. Neuroimage 20:870–888. CrossRef Medline
4. Anokhin AP, Golosheykin S, Grant JD, Heath AC (2011) Heritability of delay discounting in adolescence: a longitudinal twin study. Behav Genet 41:175–183. CrossRef Medline
5. Audrain-McGovern J, Rodriguez D, Epstein LH, Cuevas J, Rodgers K, Wileyto EP (2009) Does delay discounting play an etiological role in smoking or is it a consequence of smoking? Drug and Alcohol Dependence 103:99–106. CrossRef Medline
6. Basser PJ, Pierpaoli C (1996) Microstructural and physiological features of tissues elucidated by quantitative-diffusion-tensor MRI. Journal of magnetic resonance Series B 111:209–219. CrossRef Medline
7. Bava S, Thayer R, Jacobus J, Ward M, Jernigan TL, Tapert SF (2010) Longitudinal characterization of white matter maturation during adolescence. Brain Res 1327:38–46. CrossRef Medline
8. Bava S, Boucquey V, Goldenberg D, Thayer RE, Ward M, Jacobus J, Tapert SF (2011) Sex differences in adolescent white matter architecture. Brain Res 1375:41–48. CrossRef Medline
9. Bickel WK, Pitcock JA, Yi R, Angtuaco EJ (2009) Congruence of BOLD response across intertemporal choice conditions: fictive and real money gains and losses. J Neurosci 29:8839–8846. CrossRef Medline
10. Braams BR, Peters S, Peper JS, Güroğlu B, Crone EA (2014a) Gambling for self, friends, and antagonists: differential contributions of affective and social brain regions on adolescent reward processing. Neuroimage 100: 281–289. CrossRef Medline
11. Braams BR, Güroğlu B, de Water E, Meuwese R, Koolschijn PC, Peper JS, Crone EA (2014b) Reward-related neural responses are dependent on the beneficiary. Soc Cogn Affect Neurosci 9:1030–1037. CrossRef Medline
12. Braams BR, van Duijvenvoorde AC, Peper JS, Crone EA (2015) Longitudinal changes in adolescent risk-taking: a comprehensive study of neural responses to rewards, pubertal development, and risk-taking behavior. J Neurosci 35:7226–7238. CrossRef Medline
13. Casey BJ (2015) Beyond simple models of self-control to circuit-based accounts of adolescent behavior. Annual Review of Psychology 66:295–319. CrossRef
14. Casey BJ, Somerville LH, Gotlib IH, Ayduk O, Franklin NT, Askren MK, Jonides J, Berman MG, Wilson NL, Teslovich T, Glover G, Zayas V, Mischel W, Shoda Y (2011) Behavioral and neural correlates of delay of gratification 40 years later. Proc Natl Acad Sci U S A 108:14998–15003. CrossRef Medline
15. Chang LC, Jones DK, Pierpaoli C (2005) RESTORE: robust estimation of tensors by outlier rejection. Magn Reson Med 53:1088–1095. CrossRef Medline
16. Chang LC, Walker L, Pierpaoli C (2012) Informed RESTORE: A method for robust estimation of diffusion tensor from low redundancy datasets in the presence of physiological noise artifacts. Magn Reson Med 68:1654–1663. CrossRef Medline
17. Christakou C, Economou F, Livadas S, Piperi C, Adamopoulos C, Marinakis E, Jdiamanti-Kandarakis E (2011) Strong and positive association of endothelin-1 with AGEs in PCOS: a causal relationship or a bystander? Hormones 10:292–297. CrossRef Medline
18. Critchfield TS, Kollins SH (2001) Temporal discounting: basic research and the analysis of socially important behavior. J Appl Behav Anal 34: 101–122. CrossRef Medline
19. Crone EA, Dahl RE (2012) Understanding adolescence as a period of socialaffective engagement and goal flexibility. Nat Rev Neurosci 13:636–650. CrossRef Medline
20. de Water E, Cillessen AH, Scheres A (2014) Distinct age-related differences in temporal discounting and risk taking in adolescents and young adults. Child Dev 85:1881–1897. Medline
21. de Zeeuw P, Mandl RC, Hulshoff Pol HE, van Engeland H, Durston S (2012) Decreased frontostriatal microstructural organization in attention deficit/hyperactivity disorder. Hum Brain Mapp 33:1941–1951. CrossRef Medline
22. Dixon MR, Marley J, Jacobs EA (2003) Delay discounting by pathological gamblers. J Appl Behav Anal 36:449–458. CrossRef Medline
23. Du WJ, Green L, Myerson J (2002) Cross-cultural comparisons of discounting delayed and probabilistic rewards. The Psychological Record 52:479–492.
24. Eigsti IM, Zayas V, Mischel W, Shoda Y, Ayduk O, Dadlani MB, Davidson MC, Lawrence Aber J, Casey BJ (2006) Predicting cognitive control from preschool to late adolescence and young adulthood. Psychol Sci 17:478–484. CrossRef Medline
25. Figner B, Knoch D, Johnson EJ, Krosch AR, Lisanby SH, Fehr E, Weber EU (2010) Lateral prefrontal cortex and self-control in intertemporal choice. Nat Neurosci 13:538–539. CrossRef Medline
26. Green L, Fristoe N, Myerson J (1994) Temporal discounting and preference reversals in choice between delayed outcomes. Psychon Bull Rev 1: 383–389. CrossRef Medline
27. Jones DK (2008) Studying connections in the living human brain with diffusion MRI. Cortex 44:936–952. CrossRef Medline
28. Lebel C, Beaulieu C (2011) Longitudinal development of human brain wiring continues from childhood into adulthood. J Neurosci 31:10937–10947. CrossRef Medline
29. Le Bihan D, Breton E (1985) Imagerie de diffusion in vivo par résonance magnétique nucléaire. Compte Rendus de l’Academie de Sciences Paris 301:1109–1112.
30. Liston C, Watts R, Tottenham N, Davidson MC, Niogi S, Ulug AM, Casey BJ (2006) Frontostriatal microstructure modulates efficient recruitment of cognitive control. Cereb Cortex 16:553–560. Medline
31. McClure SM, Laibson DI, Loewenstein G, Cohen JD (2004) Separate neural systems value immediate and delayed monetary rewards. Science 306: 503–507. CrossRef Medline
32. Mills KL, Tamnes CK (2014) Methods and considerations for longitudinal structural brain imaging analysis across development. Dev Cogn Neurosci 9:172–190. CrossRef Medline
33. Mori S, Crain BJ, Chacko VP, van Zijl PC (1999) Three-dimensional tracking of axonal projections in the brain by magnetic resonance imaging. Ann Neurol 45:265–269. CrossRef Medline
34. Myerson J, Green L, Warusawitharana M (2001) Area under the curve as a measure of discounting. J Exp Anal Behav 76:235–243. CrossRef Medline
35. Olson EA, Hooper CJ, Collins P, Luciana M (2007) Adolescents’ performance on delay and probability discounting tasks: contributions of age, intelligence, executive functioning, and self-reported externalizing behavior. Personality and individual differences 43:1886–1897. CrossRef Medline
36. Olson EA, Collins PF, Hooper CJ, Muetzel R, Lim KO, Luciana M (2009) White matter integrity predicts delay discounting behavior in 9- to 23-year-olds: a diffusion tensor imaging study. J Cogn Neurosci 21: 1406–1421. CrossRef Medline
37. Peper JS, Mandl RC, Braams BR, de Water E, Heijboer AC, Koolschijn PC, Crone EA (2013) Delay discounting and frontostriatal fiber tracts: a combined DTI and MTR study on impulsive choices in healthy young adults. Cereb Cortex 23:1695–1702. CrossRef Medline
38. Peper JS, de Reus MA, van den Heuvel MP, Schutter DJ (2015) Short fused? associations between white matter connections, sex steroids, and aggression across adolescence. Hum Brain Mapp 36:1043–1052. CrossRef Medline
39. Peters J, Büchel C (2011) The neural mechanisms of inter-temporal decision- making: understanding variability. Trends Cogn Sci 15:227–239. CrossRef Medline
40. Peters S, Koolschijn PC, Crone EA, Van Duijvenvoorde AC, Raijmakers ME (2014a) Strategies influence neural activity for feedback learning across child and adolescent development. Neuropsychologia 62:365–374. CrossRef Medline
41. Peters S, Braams BR, Raijmakers ME, Koolschijn PC, Crone EA (2014b) The neural coding of feedback learning across child and adolescent development. J Cogn Neurosci 26:1705–1720. CrossRef Medline
42. Pinheiro J, Bates D, DebRoy S, Sarkar D (2013) The R Development Core Team (2012): nlme: linear and nonlinear mixed effects models. R package version 3.1–103. Vienna: R Foundation for Statistical Computing.
43. Preacher KJ, Hayes AF (2008) Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behav Res Methods 40:879–891. CrossRef Medline
44. Richards JB, Zhang L, Mitchell SH, de Wit H (1999) Delay or probability discounting in a model of impulsive behavior: effect of alcohol. J Exp Anal Behav 71:121–143. CrossRef Medline
45. Scheres A, Dijkstra M, Ainslie E, Balkan J, Reynolds B, Sonuga-Barke E, Castellanos FX (2006) Temporal and probabilistic discounting of rewards in children and adolescents: effects of age and ADHD symptoms. Neuropsychologia 44:2092–2103. CrossRef Medline
46. Scheres A, Sumiya M, Thoeny AL (2010) Studying the relation between temporal reward discounting tasks used in populations with ADHD: a factor analysis. Int J Methods Psychiatr Res 19:167–176. CrossRef Medline
47. Scherf KS, Behrmann M, Dahl RE (2012) Facing changes and changing faces in adolescence: a new model for investigating adolescent-specific interactions between pubertal, brain and behavioral development. Dev Cogn Neurosci 2:199–219. CrossRef Medline
48. Schmithorst VJ, Yuan W (2010) White matter development during adolescence as shown by diffusion MRI. Brain Cogn 72:16–25. CrossRef Medline
49. Schwarz G (1978) Estimating dimension of a model. Ann Stat 6:461–464. CrossRef
50. Simmonds DJ, Hallquist MN, Asato M, Luna B (2014) Developmental stages and sex differences of white matter and behavioral development through adolescence: a longitudinal diffusion tensor imaging (DTI) study. Neuroimage 92:356–368. CrossRef Medline
51. Somerville LH, Jones RM, Casey BJ (2010) A time of change: behavioral and neural correlates of adolescent sensitivity to appetitive and aversive environmental cues. Brain Cogn 72:124–133. CrossRef Medline
52. Somerville LH, Hare T, Casey BJ (2011) Frontostriatal maturation predicts cognitive control failure to appetitive cues in adolescents. J Cogn Neurosci 23:2123–2134. CrossRef Medline
53. Steinberg L, Chein JM (2015) Multiple accounts of adolescent impulsivity. Proc Natl Acad Sci U S A 112:8807–8808. CrossRef Medline
54. Steinberg L, Albert D, Cauffman E, Banich M, Graham S, Woolard J (2008) Age differences in sensation seeking and impulsivity as indexed by behavior and self-report: evidence for a dual systems model. Dev Psychol 44: 1764–1778. CrossRef Medline
55. Tabacknick B, Fidell S (2013) Using multivariate statistics, Ed 6. Boston: Pearson.
56. Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, Delcroix N, Mazoyer B, Joliot M (2002) Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15:273–289. CrossRef Medline
57. Ullman H, Almeida R, Klingberg T (2014) Structural maturation and brain activity predict future working memory capacity during childhood development. J Neurosci 34:1592–1598. CrossRef Medline
58. van den Bos W, Rodriguez CA, Schweitzer JB, McClure SM (2014) Connectivity strength of dissociable striatal tracts predict individual differences in temporal discounting. J Neurosci 34:10298–10310. CrossRef Medline
59. van den Bos W, Rodriguez CA, Schweitzer JB, McClure SM (2015) Adolescent impatience decreases with increased frontostriatal connectivity. Proc Natl Acad Sci U S A 112:E3765–E3774. CrossRef Medline
60. van Duijvenvoorde AC, Achterberg M, Braams BR, Peters S, Crone EA (2016) Testing a dual-systems model of adolescent brain development using resting-state connectivity analyses. Neuroimage 124:409–420. Medline
61. Whelan R, Conrod PJ, Poline JB, Lourdusamy A, Banaschewski T, Barker GJ, Bellgrove MA, Büchel C, Byrne M, Cummins TD, Fauth-Bühler M, Flor H, Gallinat J, Heinz A, Ittermann B, Mann K, Martinot JL, Lalor EC, Lathrop M, Loth E, Nees F, et al.; IMAGEN Consortium (2012) Adolescent impulsivity phenotypes characterized by distinct brain networks. Nat Neurosci 15:920–925. CrossRef Medline