Resting-state functional connectivity predicts impulsivity in economic decision-making

Journal of Neuroscience

Volumn 33, Issue 11, 2013, Pages 4886-4895

  Li, Nan ^a   Ma, Ning ^a   Liu, Ying ^b   He, Xiao Song ^a   Sun, De Lin ^a   Fu, Xian Ming ^b   Zhang, Xiaochu ^a   Han, Shihui ^c   Zhang, Da Ren ^a  

^a UNIVERSITY OF SCIENCE AND TECHNOLOGY OF CHINA   (China)

^b ANHUI MEDICAL UNIVERSITY   (China)

^c PEKING UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ARTICLE; BEHAVIOR; CORPUS STRIATUM; DATA ANALYSIS; DECISION MAKING; EDUCATION; ELECTROENCEPHALOGRAPHY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HEAD MOVEMENT; HIPPOCAMPUS; HUMAN; IMPULSIVENESS; INFORMATION PROCESSING; MALE; MIDDLE FRONTAL GYRUS; MULTIPLE REGRESSION; PREDICTION; PREFRONTAL CORTEX; PRIORITY JOURNAL;

ADULT; BRAIN; BRAIN MAPPING; DECISION MAKING; ECONOMICS, BEHAVIORAL; FEMALE; HEAD MOVEMENTS; HUMANS; IMAGING, THREE-DIMENSIONAL; IMPULSIVE BEHAVIOR; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; OXYGEN; PREDICTIVE VALUE OF TESTS; REST; STATISTICS AS TOPIC; YOUNG ADULT;

EID: 84874897317     PISSN: 02706474     EISSN: 15292401     Source Type: Journal    
DOI: 10.1523/JNEUROSCI.1342-12.2013     Document Type: Article

References (71)

1. Achard S, Bullmore E (2007) Efficiency and cost of economical brain functional networks. PLo S Comput Biol 3:e17. CrossRef Medline
2. Ainslie G (1975) Specious reward: a behavioral theory of impulsiveness and impulse control. Psychol Bull 82:463-496. CrossRef Medline
3. Aron AR, Robbins TW, Poldrack RA (2004) Inhibition and the right inferior frontal cortex. Trends Cogn Sci 8:170-177. CrossRef Medline
4. Auer DP (2008) Spontaneous low-frequency blood oxygenation leveldependent fluctuations and functional connectivity analysis of the "resting" brain. Magn Reson Imaging 26:1055-1064. CrossRef Medline
5. Ballard K, Knutson B (2009) Dissociable neural representations of future reward magnitude and delay during temporal discounting. Neuroimage 45:143-150. CrossRef Medline
6. Bartels A, Zeki S (2004) The neural correlates of maternal and romantic love. Neuroimage 21:1155-1166. CrossRef Medline
7. Bechara A (2005) Decision making, impulse control and loss of willpower to resist drugs: a neurocognitive perspective. Nat Neurosci 8:1458-1463. CrossRef Medline
8. Birn RM, Diamond JB, Smith MA, Bandettini PA (2006) Separating respiratory-variation-related neuronal-activity-related fluctuations in fluctuations from fMRI. Neuroimage 31:1536-1548. CrossRef Medline
9. Bleeker SE, Moll HA, Steyerberg EW, Donders AR, Derksen-Lubsen G, Grobbee DE, Moons KG (2003) External validation is necessary in, prediction research: a clinical example. J Clin Epidemiol 56:826-832. CrossRef Medline
10. Boettiger CA, Mitchell JM, Tavares VC, Robertson M, Joslyn G, D'Esposito M, Fields HL (2007) Immediate reward bias in humans: fronto-parietal networks and a role for the catechol-O-methyltransferase 158(Val/Val) genotype. J Neurosci 27:14383-14391. CrossRef Medline
11. Botvinick MM (2007) Conflict monitoring and decision making: reconciling two perspectives on anterior cingulate function. Cogn Affect Behav Neurosci 7:356-366. CrossRef Medline
12. Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10:186-198. CrossRef Medline
13. Christopoulos GI, Tobler PN, Bossaerts P, Dolan RJ, Schultz W (2009) Neural correlates of value, risk, and risk aversion contributing to decision making under risk. J Neurosci 29:12574-12583. CrossRef Medline
14. Cox RW (1996) AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 29:162-173. CrossRef Medline
15. Craig AD (2002) How do you feel? Interoception: the sense of the physiological condition of the body. Nat Rev Neurosci 3:655-666. CrossRef Medline
16. Craig AD (2009) How do you feel-now? The anterior insula and human awareness. Nat Rev Neurosci 10:59-70. CrossRef Medline
17. Davidson RJ, Irwin W (1999) The functional neuroanatomy of emotion and affective style. Trends Cogn Sci 3:11-21. CrossRef Medline
18. Di Martino A, Scheres A, Margulies DS, Kelly AM, Uddin LQ, Shehzad Z, Biswal B, Walters JR, Castellanos FX, Milham MP (2008) Functional connectivity of human striatum: a resting state fMRI study. Cereb Cortex 18:2735-2747. CrossRef Medline
19. 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
20. Fitzgerald TH, Seymour B, Bach DR, Dolan RJ (2010) Differentiable neural substrates for learned and described value and risk. Curr Biol 20:1823-1829. CrossRef Medline
21. Fox MD, Raichle ME (2007) Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8:700-711. CrossRef Medline
22. Fox MD, Snyder AZ, Vincent JL, Corbetta M, Van Essen DC, Raichle ME (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci U S A 102:9673-9678. CrossRef Medline
23. Goldstein M, Brendel G, Tuescher O, Pan H, Epstein J, Beutel M, Yang Y, Thomas K, Levy K, Silverman M, Clarkin J, Posner M, Kernberg O, Stern E, Silbersweig D (2007) Neural substrates of the interaction of emotional stimulus processing and motor inhibitory control: an emotional linguistic go/no-go fMRI study. Neuroimage 36:1026-1040. CrossRef Medline
24. Green L, Myerson J (2004) A discounting framework for choice with delayed and probabilistic rewards. Psychol Bull 130:769-792. CrossRef Medline
25. Hardisty DJ, Weber EU (2009) Discounting future green: money versus the environment. J Exp Psychol Gen 138:329-340. CrossRef Medline
26. Hariri AR, Brown SM, Williamson DE, Flory JD, de Wit H, Manuck SB (2006) Preference for immediate over delayed rewards is associated with magnitude of ventral striatal activity. J Neurosci 26:13213-13217. CrossRef Medline
27. Harl é KM, Chang LJ, van't Wout M, Sanfey AG (2012) The neural mechanisms of affect infusion in social economic decision-making: a mediating role of the anterior insula. Neuroimage 61:32-40. CrossRef Medline
28. He Y, Chen Z, Evans A (2008) Structural insights into aberrant topological patterns of large-scale cortical networks in Alzheimer's disease. J Neurosci 28:4756-4766. CrossRef Medline
29. Heekeren HR, Marrett S, Ungerleider LG (2008) The neural systems that mediate human perceptual decision making. Nat Rev Neurosci 9:467-479. CrossRef Medline
30. Hoffman WF, Schwartz DL, Huckans MS, McFarland BH, Meiri G, Stevens AA, Mitchell SH (2008) Cortical activation during delay discounting in abstinent methamphetamine dependent individuals. Psychopharmacology 201:183-193. CrossRef Medline
31. Johnstone T, van Reekum CM, Oakes TR, Davidson RJ (2006) The voice of emotion: an FMRI study of neural responses to angry and happy vocal expressions. Soc Cogn Affect Neurosci 1:242-249. CrossRef Medline
32. Kable JW, Glimcher PW (2007) The neural correlates of subjective value during intertemporal choice. Nat Neurosci 10:1625-1633. CrossRef Medline
33. Kable JW, Glimcher PW (2009) The neurobiology of decision: consensus and controversy. Neuron 63:733-745. CrossRef Medline
34. Kim S, Lee D (2011) Prefrontal cortex and impulsive decision making. Biol Psychiatry 69:1140-1146. CrossRef Medline
35. Kirby KN (2009) One-year temporal stability of delay-discount rates. Psychon Bull Rev 16:457-462. CrossRef Medline
36. Kirby KN, Finch JC (2010) The hierarchical structure of self-reported impulsivity. Pers Individ Differ 48:704-713. CrossRef Medline
37. Kuo WJ, Sjöström T, Chen YP, Wang YH, Huang CY (2009) Intuition and deliberation: two systems for strategizing in the brain. Science 324:519-522. CrossRef Medline
38. Latora V, Marchiori M (2003) Economic small-world behavior in weighted networks. Eur Phys J B 32:249-263. CrossRef
39. Legendre P (2008) Studying beta diversity: ecological variation partitioning by multiple linear regression and canonical analysis. J Plant Ecol 1:3-8. CrossRef
40. Liu Y, Liang M, Zhou Y, He Y, Hao Y, Song M, Yu C, Liu H, Liu Z, Jiang T (2008) Disrupted small-world networks in schizophrenia. Brain 131: 945-961. CrossRef Medline
41. Luo S, Ainslie G, Giragosian L, Monterosso JR (2009) Behavioral and neural evidence of incentive bias for immediate rewards relative to preferencematched delayed rewards. J Neurosci 29:14820-14827. CrossRef Medline
42. Ma N, Liu Y, Li N, Wang CX, Zhang H, Jiang XF, Xu HS, Fu XM, Hu X, Zhang DR (2010) Addiction related alteration in resting-state brain connectivity. Neuroimage 49:738-744. CrossRef Medline
43. Ma N, Liu Y, Fu XM, Li N, Wang CX, Zhang H, Qian RB, Xu HS, Hu X, Zhang DR (2011) Abnormal brain default-mode network functional connectivity in drug addicts. PLo S One 6:e16560. CrossRef Medline
44. Mason L, O'Sullivan N, Blackburn M, Bentall R, El-Deredy W (2012) I want it now! Neural correlates of hypersensitivity to immediate reward in hypomania. Biol Psychiatry 71:530-537. CrossRef Medline
45. McClure SM, Laibson DI, Loewenstein G, Cohen JD (2004) Separate neural systems value immediate and delayed monetary rewards. Science 306: 503-507. CrossRef Medline
46. McClure SM, Ericson KM, Laibson DI, Loewenstein G, Cohen JD (2007) Time discounting for primary rewards. J Neurosci 27:5796-5804. CrossRef Medline
47. Menon V, Levitin DJ (2005) The rewards of music listening: response and physiological connectivity of the mesolimbic system. Neuroimage 28: 175-184. CrossRef Medline
48. Menon V, Uddin LQ (2010) Saliency, switching, attention and control: a network model of insula function. Brain Struct Funct 214:655-667. CrossRef Medline
49. Miller EK, Cohen JD (2001) An integrative theory of prefrontal cortex function. Annu Rev Neurosci 24:167-202. CrossRef Medline
50. Monterosso JR, Ainslie G, Xu J, Cordova X, Domier CP, London ED (2007) Frontoparietal cortical activity of methamphetamine-dependent and comparison subjects performing a delay discounting task. Hum Brain Mapp 28:383-393. CrossRef Medline
51. Naqvi NH, Bechara A (2010) The insula and drug addiction: an interoceptive view of pleasure, urges, and decision-making. Brain Struct Funct 214:435-450. CrossRef Medline
52. Ohtani K (2000) Bootstrapping R-2 and adjusted R-2 in regression analysis. Economic Modelling 17:473-483. CrossRef
53. Patton JH, Stanford MS, Barratt ES (1995) Factor structure of the Barratt impulsiveness scale. J Clin Psychol 51:768-774. CrossRef Medline
54. Perry JL, Carroll ME (2008) The role of impulsive behavior in drug abuse. Psychopharmacology (Berl) 200:1-26. CrossRef Medline
55. Pessoa L (2009) How do emotion and motivation direct executive control? Trends Cogn Sci 13:160-166. CrossRef Medline
56. Peters J, Büchel C (2011) The neural mechanisms of inter-temporal decision-making: understanding variability. Trends Cogn Sci 15:227-239. CrossRef Medline
57. Pine A, Seymour B, Roiser JP, Bossaerts P, Friston KJ, Curran HV, Dolan RJ (2009) Encoding of marginal utility across time in the human brain. J Neurosci 29:9575-9581. CrossRef Medline
58. Rangel A, Camerer C, Montague PR (2008) A framework for studying the neurobiology of value-based decision making. Nat Rev Neurosci 9:545-556. CrossRef Medline
59. Rodriguez ML, Logue AW (1988) Adjusting delay to reinforcement: comparing choice in pigeons and humans. J Exp Psychol Anim Behav Process 14:105-117. CrossRef Medline
60. Rowe JB, Hughes L, Nimmo-Smith I (2010) Action selection: A race model for selected and non-selected actions distinguishes the contribution of premotor and prefrontal areas. Neuroimage 51:888-896. CrossRef Medline
61. Rushworth MF, Noonan MP, Boorman ED, Walton ME, Behrens TE (2011) Frontal Cortex and Reward-Guided Learning and Decision-Making. Neuron 70:1054-1069. CrossRef Medline
62. Sanfey AG, Rilling JK, Aronson JA, Nystrom LE, Cohen JD (2003) The neural basis of economic decision-making in the ultimatum game. Science 300:1755-1758. CrossRef Medline
63. Sanfey AG, Loewenstein G, McClure SM, Cohen JD (2006) Neuroeconomics: cross-currents in research on decision-making. Trends Cogn Sci 10: 108-116. CrossRef Medline
64. Seeley WW, Menon V, Schatzberg AF, Keller J, Glover GH, Kenna H, Reiss AL, Greicius MD (2007) Dissociable intrinsic connectivity networks for salience processing and executive control. J Neurosci 27:2349-2356. CrossRef Medline
65. Shamosh NA, Gray JR (2008) Delay discounting and intelligence: a metaanalysis. Intelligence 36:289-305. CrossRef
66. Stam CJ, Jones BF, Nolte G, Breakspear M, Scheltens P (2007) Small-world networks and functional connectivity in Alzheimer's disease. Cereb Cortex 17:92-99. Medline
67. Steyerberg EW, Harrell FE, Borsboom G, Eijkemans MJC, Vergouwe Y, Habbema JDF (2001) Internal validation of predictive models: efficiency of some procedures for logistic regression analysis. J Clin Epidemiol 54:774-781. CrossRef Medline
68. Talairach J, Tournoux P, Musolino A, Missir O (1992) Stereotaxic exploration in frontal epilepsy. Adv Neurol 57:651-688. Medline
69. Toll DB, Janssen KJ, Vergouwe Y, Moons KGM (2008) Validation, updating and impact of clinical prediction rules: A review. J Clin Epidemiol 61: 1085-1094. CrossRef Medline
70. Van Dijk KR, Sabuncu MR, Buckner RL (2012) The influence of head motion on intrinsic functional connectivity MRI. Neuroimage 59:431-438. CrossRef Medline
71. Williams SM, Goldman-Rakic PS (1998) Widespread origin of the primate mesofrontal dopamine system. Cereb Cortex 8:321-345. CrossRef Medline