Resting state functional connectivity in addiction: Lessons learned and a road ahead

NeuroImage

Volumn 62, Issue 4, 2012, Pages 2281-2295

  Sutherland, Matthew T ^a   McHugh, Meredith J ^a   Pariyadath, Vani ^a   Stein, Elliot A ^a  

^a NATIONAL INSTITUTE ON DRUG ABUSE   (United States)

Author keywords

Attention; Connectivity; Default mode; Drug abuse; FMRI; Insula; Nicotine

Indexed keywords

ACETYLCHOLINE; NICOTINE PATCH;

ADDICTION; AFFECT; AMYGDALOID NUCLEUS; ANTERIOR CINGULATE; ANTERIOR INSULA; ASSOCIATION; BRAIN BLOOD FLOW; CENTRAL NERVOUS SYSTEM; COCAINE DEPENDENCE; COGNITION; COGNITIVE DEFECT; CORPUS STRIATUM; DISEASE SEVERITY; EMOTION; HEROIN DEPENDENCE; HUMAN; INSULA; INTEROCEPTION; MESOCORTICOLIMBIC SYSTEM; NERVE CELL NETWORK; NEUROIMAGING; NEUROMODULATION; NONHUMAN; ORBITAL CORTEX; PERCEPTION; PRIORITY JOURNAL; REVIEW; REWARD; SMOKING CESSATION; TASK PERFORMANCE; TOBACCO DEPENDENCE; WITHDRAWAL SYNDROME; WORKING MEMORY;

BRAIN; BRAIN MAPPING; HUMANS; NEURAL PATHWAYS; REST; SUBSTANCE-RELATED DISORDERS;

EID: 84865292182     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.01.117     Document Type: Review

References (181)

1. Allman J.M., Tetreault N.A., Hakeem A.Y., Park S. The von economo neurons in apes and humans. Am. J. Hum. Biol. 2011, 23:5-21.
2. American Psychiatric, Association Diagnostic and Statistical Manual of Mental Disorders 4th edn 1994, American Psychiatric Publishing, Washington, DC.
3. Amodio D.M., Frith C.D. Meeting of minds: the medial frontal cortex and social cognition. Nat. Rev. Neurosci. 2006, 7:268-277.
4. Anand A., Li Y., Wang Y., Wu J., Gao S., Bukhari L., Mathews V.P., Kalnin A., Lowe M.J. Activity and connectivity of brain mood regulating circuit in depression: a functional magnetic resonance study. Biol. Psychiatry 2005, 57:1079-1088.
5. Anderson J.S., Druzgal T.J., Lopez-Larson M., Jeong E.-K., Desai K., Yurgelun-Todd D. Network anticorrelations, global regression, and phase-shifted soft tissue correction. Hum. Brain Mapp. 2011, 32:919-934.
6. Andrews-Hanna J.R., Reidler J.S., Sepulcre J., Poulin R., Buckner R.L. Functional-anatomic fractionation of the brain's default network. Neuron 2010, 65:550-562.
7. Baliki M.N., Geha P.Y., Apkarian A.V., Chialvo D.R. Beyond feeling: chronic pain hurts the brain, disrupting the default-mode network dynamics. J. Neurosci. 2008, 28:1398-1403.
8. Barrós-Loscertales A., Garavan H., Bustamante J.C., Ventura-Campos N., Llopis J.J., Belloch V., Parcet M.A., et al. Reduced striatal volume in cocaine-dependent patients. Neuroimage 2011, 56(3):1021-1026.
9. Beaver J.D., Long C.J., Cole D.M., Durcan M.J., Bannon L.C., Mishra R.G., Matthews P.M. The effects of nicotine replacement on cognitive brain activity during smoking withdrawal studied with simultaneous fMRI/EEG. Neuropsychopharmacology 2011, 36(9):1792-1800.
10. Bentley P., Driver J., Dolan R.J. Cholinergic modulation of cognition: insights from human pharmacological functional neuroimaging. Prog. Neurobiol. 2011, 94:360-388.
11. Berkman E.T., Lieberman M.D. Using neuroscience to broaden emotion regulation: theoretical and methodological considerations. Soc. Pers. Psychol. Compass 2009, 3:1-19.
12. Berridge K.C., Robinson T.E. What is the role of dopamine in reward: hedonic impact, reward learning, or incentive salience?. Brain Res. Rev. 1998, 28:309-369.
13. Bickel W.K., Miller M.L., Yi R., Kowal B.P., Lindquist D.M., Pitcock J.A. Behavioral and neuroeconomics of drug addiction: competing neural systems and temporal discounting processes. Drug Alcohol Depend. 2007, 90(Suppl. 1):S85-S91.
14. Bierut L.J., Stitzel J.A., Wang J.C., Hinrichs A.L., Grucza R.A., Xuei X., Saccone N.L., Saccone S.F., Bertelsen S., Fox L., Horton W.J., Breslau N., Budde J., Cloninger C.R., Dick D.M., Foroud T., Hatsukami D., Hesselbrock V., Johnson E.O., Kramer J., Kuperman S., Madden P.A., Mayo K., Nurnberger J., Pomerleau O., Porjesz B., Reyes O., Schuckit M., Swan G., Tischfield J.A., Edenberg H.J., Rice J.P., Goate A.M. Variants in nicotinic receptors and risk for nicotine dependence. Am. J. Psychiatry 2008, 165:1163-1171.
15. Blair R.J. The amygdala and ventromedial prefrontal cortex: functional contributions and dysfunction in psychopathy. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2008, 363:2557-2565.
16. Botvinick M., Nystrom L.E., Fissell K., Carter C.S., Cohen J.D. Conflict monitoring versus selection-for-action in anterior cingulate cortex. Nature 1999, 402:179-181.
17. Breiter H.C., Gollub R.L., Weisskoff R.M., Kennedy D.N., Makris N., Berke J.D., Goodman J.M., Kantor H.L., Gastfriend D.R., Riorden J.P., Mathew R.T., Rosen B.R., Hyman S.E. Acute effects of cocaine on human brain activity and emotion. Neuron 1997, 19:591-611.
18. Brenhouse H.C., Sonntag K.C., Andersen Transient D1 dopamine receptor expression on prefrontal cortex projection neurons: relationship to enhanced motivational salience of drug cues in adolescence. J. Neurosci. 2008, 28:2375-2382.
19. Bressler S.L., Menon V. Large-scale brain networks in cognition: emerging methods and principles. Trends Cogn. Sci. 2010, 14:277-290.
20. Broyd S.J., Demanuele C., Debener S., Helps S.K., James C.J., Sonuga-Barke E.J.S. Default-mode brain dysfunction in mental disorders: a systematic review. Neurosci. Biobehav. Rev. 2009, 33:279-296.
21. Buckner R.L., Andrews-Hanna J.R., Schacter D.L. The brain's default network: anatomy, function, and relevance to disease. Ann. N. Y. Acad. Sci. 2008, 1124:1-38.
22. Camchong J., MacDonald A.W., Nelson B., Bell C., Mueller B.A., Specker S., Lim K.O. Frontal hyperconnectivity related to discounting and reversal learning in cocaine subjects. Biol. Psychiatry 2011, 69:1117-1123.
23. Carter C.S., van Veen V. Anterior cingulate cortex and conflict detection: an update of theory and data. Cognitive, affective & behavioral neuroscience 2007, 7(4):367-379.
24. Cauda F., D'Agata F., Sacco K., Duca S., Geminiani G., Vercelli A. Functional connectivity of the insula in the resting brain. Neuroimage 2011, 55:8-23.
25. Chen S., Ross T.J., Zhan W., Myers C.S., Chuang K.-S., Heishman S.J., Stein E.A., Yang Y. Group independent component analysis reveals consistent resting-state networks across multiple sessions. Brain Res. 2008, 1239:141-151.
26. Cole D.M., Beckmann C.F., Long C.J., Matthews P.M., Durcan M.J., Beaver J.D. Nicotine replacement in abstinent smokers improves cognitive withdrawal symptoms with modulation of resting brain network dynamics. Neuroimage 2010, 52:590-599.
27. Corbetta M., Shulman G.L. Control of goal-directed and stimulus-driven attention in the brain. Nat. Rev. Neurosci. 2002, 3:201-215.
28. Craig A.D. How do you feel? Interoception: the sense of the physiological condition of the body. Nat. Rev. Neurosci. 2002, 10(1):59-70.
29. Craig A.D. How do you feel-now? The anterior insula and human awareness. Nat. Rev. Neurosci. 2009, 10:59-70.
30. Daglish M.R.C., Weinstein A., Malizia A.L., Wilson S., Melichar J.K., Lingford-Hughes A., Myles J.S., Grasby P., Nutt D.J. Functional connectivity analysis of the neural circuits of opiate craving: "more" rather than "different"?. Neuroimage 2003, 20(4):1964-1970.
31. Damoiseaux J.S., Greicius M.D. Greater than the sum of its parts: a review of studies combining structural connectivity and resting-state functional connectivity. Brain Struct. Funct. 2009, 213:525-533.
32. Deen B., Pitskel N.B., Pelphrey K.A. Three systems of insular functional connectivity identified with cluster analysis. Cereb. Cortex 2011, 21(7):1498-1506.
33. Di Chiara G., Bassareo V., Fenu S., De Luca M.A., Spina L., Cadoni C., Acquas E., Carboni E., Valentini V., Lecca D. Dopamine and drug addiction: the nucleus accumbens shell connection. Neuropharmacology 2004, 47(Suppl. 1):227-241.
34. Diekhof E.K., Falkai P., Gruber O. Functional neuroimaging of reward processing and decision-making: a review of aberrant motivational and affective processing in addiction and mood disorders. Brain Res. Rev. 2008, 59:164-184.
35. Dosenbach N.U.F., Visscher K.M., Palmer E.D., Miezin F.M., Wenger K.K., Kang H.C., Burgund E.D., Grimes A.L., Schlaggar B.L., Petersen S.E. A core system for the implementation of task sets. Neuron 2006, 50:799-812.
36. Dosenbach N.U.F., Fair D.A., Miezin F.M., Cohen A.L., Wenger K.K., Dosenbach R.A.T., Fox M.D., Snyder A.Z., Vincent J.L., Raichle M.E., Schlaggar B.L., Petersen S.E. Distinct brain networks for adaptive and stable task control in humans. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:11073-11078.
37. Dosenbach N.U.F., Fair D.A., Cohen A.L., Schlaggar B.L., Petersen S.E. A dual-networks architecture of top-down control. Trends Cogn. Sci. 2008, 12:99-105.
38. Egner T., Hirsch J. Cognitive control mechanisms resolve conflict through cortical amplification of task-relevant information. Nat. Neurosci. 2005, 8:1784-1790.
39. Eichele T., Debener S., Calhoun V.D., Specht K., Engel A.K., Hugdahl K., von Cramon D.Y., Ullsperger M. Prediction of human errors by maladaptive changes in event-related brain networks. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:6173-6178.
40. Ersche K.D., Clark L., London M., Robbins T.W., Sahakian B.J. Profile of executive and memory function associated with amphetamine and opiate dependence. Neuropsychopharmacology 2006, 31(5):1036-1047.
41. Ettinger U., Williams S.C.R., Patel D., Michel T.M., Nwaigwe A., Caceres A., Mehta M.A., Anilkumar A.P., Kumari V. Effects of acute nicotine on brain function in healthy smokers and non-smokers: estimation of inter-individual response heterogeneity. Neuroimage 2009, 45:549-561.
42. Everitt B.J., Robbins T.W. Neural systems of reinforcement for drug addiction: from actions to habits to compulsion. Nat. Neurosci. 2005, 8:1481-1489.
43. Fassbender C., Zhang H., Buzy W.M., Cortes C.R., Mizuiri D., Beckett L., Schweitzer J.B. A lack of default network suppression is linked to increased distractibility in ADHD. Brain Res. 2009, 1273:114-128.
44. Foland-Ross L.C., Altshuler L.L., Bookheimer S.Y., Lieberman M.D., Townsend J., Penfold C., Moody T., Ahlf K., Shen J.K., Madsen S.K., Rasser P.E., Toga A.W., Thompson P.M. Amygdala reactivity in healthy adults is correlated with prefrontal cortical thickness. J. Neurosci. 2010, 30:16673-16678.
45. Forman S.D., Dougherty G.G., Casey B.J., Siegle G.J., Braver T.S., Barch D.M., Stenger V.A., Wick-Hull C., Pisarov L.A., Lorensen E. Opiate addicts lack error-dependent activation of rostral anterior cingulate. Biological Psychiatry 2004, 55(5):531-537.
46. Fox M.D., Greicius M. Clinical applications of resting state functional connectivity. Frontiers in systems neuroscience 2010, 4:19. 10.3389/fnsys.2010.00019.
47. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. U. S. A. 2005, 102:9673-9678.
48. Fox M.D., Zhang D.Y., Snyder A.Z., Raichle M.E. The global signal and observed anticorrelated resting state brain networks. J. Neurophysiol. 2009, 101:3270-3283.
49. Frank M.J., Woroch B.S., Curran T. Error-related negativity predicts reinforcement learning and conflict biases. Neuron 2005, 47(4):495-501.
50. Franken I.H., van Strien J.W., Kuijpers I. Evidence for a deficit in the salience attribution to errors in smokers. Drug and Alcohol Dependence 2010, 106(2-3):181-185.
51. Franklin T., Wang Z., Suh J.J., Hazan R., Cruz J., Li Y., Goldman M., Detre J.A., O'Brien C.P., Childress A.-R. Effects of varenicline on smoking cue-triggered neural and craving responses. Arch. Gen. Psychiatry 2011, 68:516-526.
52. Fransson P. How default is the default mode of brain function? Further evidence from intrinsic BOLD signal fluctuations. Neuropsychologia 2006, 44:2836-2845.
53. Garavan H. Insula and drug cravings. Brain Struct. Funct. 2010, 214:593-601.
54. Garavan H., Hester R. The role of cognitive control in cocaine dependence. Neuropsychol. Rev. 2007, 17:337-345.
55. Garavan H., Stout J.C. Neurocognitive insights into substance abuse. Trends Cogn. Sci. 2005, 9:195-201.
56. Garavan H., Pankiewicz J., Bloom A., Cho J.K., Sperry L., Ross T.J., Salmeron B.J., Risinger R., Kelley D., Stein E.A. Cue-induced cocaine craving: neuroanatomical specificity for drug users and drug stimuli. Am. J. Psychiatry 2000, 157:1789-1798.
57. Gentili C., Ricciardi E., Gobbini M.I., Santarelli M.F., Haxby J.V., Pietrini P., Guazzelli M. Beyond amygdala: default mode network activity differs between patients with social phobia and healthy controls. Brain Res. Bull. 2009, 79:409-413.
58. Glahn D.C., Winkler A.M., Kochunov P., Almasy L., Duggirala R., Carless M.A., Curran J.C., Olvera R.L., Laird A.R., Smith S.M., Beckmann C.F., Fox P.T., Blangero J. Genetic control over the resting brain. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:1223-1228.
59. Goldstein R.Z., Volkow N.D. Drug addiction and its underlying neurobiological basis: neuroimaging evidence for the involvement of the frontal cortex. Am. J. Psychiatry 2002, 159:1642-1652.
60. Goldstein R.Z., Leskovjan A.C., Hoff A.L., Hitzemann R., Bashan F., Khalsa S.S., Wang G.-J., et al. Severity of neuropsychological impairment in cocaine and alcohol addiction: association with metabolism in the prefrontal cortex. Neuropsychologia 2004, 42(11):1447-1458.
61. Goldstein R.Z., Alia-Klein N., Tomasi D., Carrillo J.H., Maloney T., Woicik P.A., Wang R., Telang F., Volkow N.D. Anterior cingulate cortex hypoactivations to an emotionally salient task in cocaine addiction. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:9453-9458.
62. Goudriaan A.E., de Ruiter M.B., van den Brink W., Oosterlaan J., Veltman D.J. Brain activation patterns associated with cue reactivity and craving in abstinent problem gamblers, heavy smokers and healthy controls: an fMRI study. Addict. Biol. 2010, 15:491-503.
63. Greicius M.D., Srivastava G., Reiss A.L., Menon V. Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc. Natl. Acad. Sci. U. S. A. 2004, 101:4637-4642.
64. Greicius M.D., Supekar K., Menon V., Dougherty R.F. Resting-state functional connectivity reflects structural connectivity in the default mode network. Cereb. Cortex 2009, 19:72-78.
65. Gruber S.A., Silveri M.M., Yurgelun-Todd D.A. Neuropsychological consequences of opiate use. Neuropsychol. Rev. 2007, 17(3):299-315.
66. Gu H., Salmeron B.J., Ross T.J., Geng X., Zhan W., Stein E.A., Yang Y. Mesocorticolimbic circuits are impaired in chronic cocaine users as demonstrated by resting-state functional connectivity. Neuroimage 2010, 53:593-601.
67. Gusnard D.A., Raichle M.E. Searching for a baseline: functional imaging and the resting human brain. Nat. Rev. Neurosci. 2001, 2:685-694.
68. Gusnard D.A., Akbudak E., Shulman G.L., Raichle M.E. Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:4259-4264.
69. Hahn B., Ross T.J., Yang Y., Kim I., Huestis M.A., Stein E.A. Nicotine enhances visuospatial attention by deactivating areas of the resting brain default network. J. Neurosci. 2007, 27:3477-3489.
70. Hahn B., Ross T.J., Wolkenberg F.A., Shakleya D.M., Huestis M.A., Stein E.A. Performance effects of nicotine during selective attention, divided attention, and simple stimulus detection: an fMRI study. Cereb. Cortex 2009, 19:1990-2000.
71. Hahn A., Stein P., Windischberger C., Weissenbacher A., Spindeleggera C., Moser E., Kaspera S., Lanzenberger R. Reduced resting-state functional connectivity between amygdala and orbitofrontal cortex in social anxiety disorder. Neuroimage 2011, 56(3):881-889.
72. Hamilton J.P., Furman D.J., Chang C., Thomason M.E., Dennis E., Gotlib I.H. Default-mode and task-positive network activity in major depressive disorder: implications for adaptive and maladaptive rumination. Biol. Psychiatry 2011, 70(4):327-333.
73. Hampson M., Driesen N.R., Skudlarski P., Gore J.C., Constable R.T. Brain connectivity related to working memory performance. J. Neurosci. 2006, 26:13338-13343.
74. Hariri A.R., Mattay V.S., Tessitore A., Fera F., Weinberger D.R. Neocortical modulation of the amygdala response to fearful stimuli. Biol. Psychiatry 2003, 53:494-501.
75. Hasselmo M.E., McGaughy J. High acetylcholine levels set circuit dynamics for attention and encoding and low acetylcholine levels set dynamics for consolidation. Prog. Brain Res. 2004, 145:207-231.
76. Heishman S.J. What aspects of human performance are truly enhanced by nicotine?. Addiction 1998, 93:317-320.
77. Heishman S.J., Taylor R.C., Henningfield J.E. Nicotine and smoking: a review of effects on human performance. Exp. Clin. Psychopharmacol. 1994, 2(4):345-395.
78. Heishman S.J., Kleykamp B.A., Singleton E.G. Meta-analysis of the acute effects of nicotine and smoking on human performance. Psychopharmacology 2010, 210:453-469.
79. Hendricks P.S., Ditre J.W., Drobes D.J., Brandon T.H. The early time course of smoking withdrawal effects. Psychopharmacology 2006, 187:385-396.
80. Hester R., Garavan H. Executive dysfunction in cocaine addiction: evidence for discordant frontal, cingulate, and cerebellar activity. J. Neurosci. 2004, 24(49):11017-11022.
81. Hester R., Simões-Franklin C., Garavan H. Post-error behavior in active cocaine users: poor awareness of errors in the presence of intact performance adjustments. Neuropsychopharmacology 2007, 32(9):1974-1984.
82. Hester, R., Barre, N., Murphy, K., Silk, T.J., Mattingley, J.B., 2008. Human medial frontal cortex activity predicts learning from errors. Cerebral cortex (New York, N.Y.: 1991) 18 (8), 1933-1940.
83. Hester R., Nestor L., Garavan H. Impaired error awareness and anterior cingulate cortex hypoactivity in chronic cannabis users. Neuropsychopharmacology 2009, 34(11):2450-2458.
84. Honey C.J., Sporns O., Cammoun L., Gigandet X., Thiran J.P., Meuli R., Hagmann P. Predicting human resting-state functional connectivity from structural connectivity. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:2035-2040.
85. Hong L.E., Gu H., Yang Y., Ross T.J., Salmeron B.J., Buchholz B., Thaker G.K., Stein E.A. Association of nicotine addiction and nicotine's actions with separate cingulate cortex functional circuits. Arch. Gen. Psychiatry 2009, 66:431-441.
86. Hong L.E., Hodgkinson C.A., Yang Y., Sampath H., Ross T.J., Buchholz B., Salmeron B.J., Srivastava V., Thaker G.K., Goldman D., Stein E.A. A genetically modulated, intrinsic cingulate circuit supports human nicotine addiction. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:13509-13514.
87. Hughes J.R. Effects of abstinence from tobacco: valid symptoms and time course. Nicotine Tob. Res. 2007, 9:315-327.
88. Janes A.C., Pizzagalli D.A., Richardt S., Frederick Bde B., Holmes A.J., Sousa J., Fava M., Evins A.E., Kaufman M.J. Neural substrates of attentional bias for smoking-related cues: an FMRI study. Neuropsychopharmacology 2010, 35(12):2339-2345.
89. Kelly A.M.C., Uddin L.Q., Biswal B.B., Castellanos F.X., Milham M.P. Competition between functional brain networks mediates behavioral variability. Neuroimage 2008, 39:527-537.
90. Kelly C., Zuo X.-N., Gotimer K., Cox C.L., Lynch L., Brock D., Imperati D., Garavan H., Rotrosen J., Castellanos F.X., Milham M.P. Reduced interhemispheric resting state functional connectivity in cocaine addiction. Biol. Psychiatry 2011, 69:684-692.
91. Kennedy D.P., Redcay E., Courchesne E. Failing to deactivate: resting functional abnormalities in autism. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:8275-8280.
92. Kerns J.G., Cohen J.D., MacDonald A.W., Cho R.Y., Stenger V.A., Carter C.S. Anterior cingulate conflict monitoring and adjustments in control. Science 2004, 303:1023-1026.
93. Kim E., Ku J., Namkoong K., Lee W., Lee K.S., Park J.-Y., Lee S.Y., Kim J.-J., Kim S.I., Jung Y.-C. Mammillothalamic functional connectivity and memory function in Wernicke's encephalopathy. Brain 2009, 132:369-376.
94. Kim M.J., Gee D.G., Loucks R.A., Davis F.C., Whalen P.J. Anxiety dissociates dorsal and ventral medial prefrontal cortex functional connectivity with the amygdala at rest. Cereb. Cortex 2011, 21:1667-1673.
95. Kim M.J., Loucks R.A., Palmer A.L., Brown A.C., Solomon K.M., Marchante A.N., Whalen P.J. The structural and functional connectivity of the amygdala: from normal emotion to pathological anxiety. Behav. Brain Res. 2011, 223:403-410.
96. King J.A., Korb F.M., von Cramon D.Y., Ullsperger M. Post-error behavioral adjustments are facilitated by activation and suppression of task-relevant and task-irrelevant information processing. The Journal of neuroscience: the official journal of the Society for Neuroscience 2010, 30(38):12759-12769.
97. Kober H., Mende-Siedlecki P., Kross E.F., Weber J., Mischel W., Hart C.L., Ochsner K.N. Prefrontal-striatal pathway underlies cognitive regulation of craving. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:14811-14816.
98. Koob G.F., Le Moal M. Drug abuse: hedonic homeostatic dysregulation. Science 1997, 278:52-58.
99. Koob G.F., Le Moal M. Plasticity of reward neurocircuitry and the "dark side" of drug addiction. Nat. Neurosci. 2005, 8:1442-1444.
100. Koob G.F., Le Moal M. Review. Neurobiological mechanisms for opponent motivational processes in addiction. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2008, 363:3113-3123.
101. Koob G.F., Volkow N.D. Neurocircuitry of addiction. Neuropsychopharmacology 2010, 35:217-238.
102. Kozink R.V., Lutz A.M., Rose J.E., Froeliger B., McClernon F.J. Smoking withdrawal shifts the spatiotemporal dynamics of neurocognition. Addict. Biol. 2010, 15:480-490.
103. Kumari V., Gray J.A., Ffytche D.H., Mitterschiffthaler M.T., Das M., Zachariah E., Vythelingum G.N., Williams S.C.R., Simmons A., Sharma T. Cognitive effects of nicotine in humans: an fMRI study. Neuroimage 2003, 19:1002-1013.
104. Langleben D.D., Ruparel K., Elman I., Busch-Winokur S., Pratiwadi R., Loughead J., O'Brien C.P., Childress A.R. Acute effect of methadone maintenance dose on brain FMRI response to heroin-related cues. Am. J. Psychiatry 2008, 165(3):390-394.
105. Lanius R.A., Bluhm R.I., Coupland N.J., Hegadoren K.M., Rowe B. Default mode network connectivity as a predictor of post-traumatic stress disorder symptom severity in acutely traumatized subjects. J. Psychiatry Neurosci. 2010, 33-40.
106. Lawrence N.S., Ross T.J., Stein E.A. Cognitive mechanisms of nicotine on visual attention. Neuron 2002, 36:539-548.
107. Lawrence N.S., Ross T.J., Hoffmann R., Garavan H., Stein E.A. Multiple neuronal networks mediate sustained attention. J. Cogn. Neurosci. 2003, 15:1028-1038.
108. Lerman C., LeSage M.G., Perkins K.A., O'Malley S.S., Siegel S.J., Benowitz N.L., Corrigall W.A. Translational research in medication development for nicotine dependence. Nat. Rev. Drug Discov. 2007, 6:746-762.
109. Levin E.D., McClernon F.J., Rezvani A.H. Nicotinic effects on cognitive function: behavioral characterization, pharmacological specification, and anatomic localization. Psychopharmacology 2006, 184:523-539.
110. Li C-shan R., Sinha R. Inhibitory control and emotional stress regulation: neuroimaging evidence for frontal-limbic dysfunction in psycho-stimulant addiction. Neurosci. Biobehav. Rev. 2008, 32:581-597.
111. Li S.J., Biswal B., Li Z., Risinger R., Rainey C., Cho J.K., Salmeron B.J., Stein E.A. Cocaine administration decreases functional connectivity in human primary visual and motor cortex as detected by functional MRI. Magn. Reson. Med. 2000, 43:45-51.
112. Liu J., Liang J., Qin W., Tian J., Yuan K., Bai L., Zhang Y., Wang W., Wang Y., Li Q., Zhao L., Lu L., von Deneen K.M., Liu Y., Gold M.S. Dysfunctional connectivity patterns in chronic heroin users: an fMRI study. Neurosci. Lett. 2009, 460:72-77.
113. Loughead J., Ray R., Wileyto E.P., Ruparel K., Sanborn P., Siegel S., Gur R.C., Lerman C. Effects of the alpha4beta2 partial agonist varenicline on brain activity and working memory in abstinent smokers. Biological Psychiatry 2010, 67(8):715-721.
114. Lowe M.J., Phillips M.D., Lurito J.T., Mattson D., Dzemidzic M., Mathews V.P. Multiple sclerosis: low-frequency temporal blood oxygen level-dependent fluctuations indicate reduced functional connectivity initial results. Radiology 2002, 224:184-192.
115. Lustig C., Snyder A.Z., Bhakta M., O'Brien K.C., McAvoy M., Raichle M.E., Morris J.C., Buckner R.L. Functional deactivations: change with age and dementia of the Alzheimer type. Proc. Natl. Acad. Sci. U. S. A. 2003, 100:14504-14509.
116. Ma N., Liu Y., Li N., Wang C.-X., Zhang H., Jiang X.-F., Xu H.-S., Fu X.-M., Hu X., Zhang D.-R. Addiction related alteration in resting-state brain connectivity. Neuroimage 2010, 49:738-744.
117. Magno E., Foxe J.J., Molholm S., Robertson I.H., Garavan H. The anterior cingulate and error avoidance. J. Neurosci 2006, 26:4769-4773.
118. McKiernan K.A., Kaufman J.N., Kucera-Thompson J., Binder J.R. A parametric manipulation of factors affecting task-induced deactivation in functional neuroimaging. J. Cogn. Neurosci. 2003, 15:394-408.
119. Medford N., Critchley H.D. Conjoint activity of anterior insular and anterior cingulate cortex: awareness and response. Brain Struct. Funct. 2010, 214:535-549.
120. Menon V. Large-scale brain networks and psychopathology: a unifying triple network model. Trends Cogn. Sci. 2011, 15(10):483-506.
121. Menon V., Uddin L.Q. Saliency, switching, attention and control: a network model of insula function. Brain Struct. Funct. 2010, 214:655-667.
122. Meyer-Lindenberg A. Neural connectivity as an intermediate phenotype: brain networks under genetic control. Hum. Brain Mapp. 2009, 30:1938-1946.
123. Miller E.K., Cohen J.D. An integrative theory of prefrontal cortex function. Annual Review of Neuroscience 2001, (1):167.
124. Morón J.A., Green T.A. Exploring the molecular basis of addiction: drug-induced neuroadaptations. Neuropsychopharmacology 2010, 35:337-338.
125. Motzkin J.C., Newman J.P., Kiehl K.A., Koenigs M. Reduced prefrontal connectivity in psychopathy. J. Neurosci. 2011, 31(48):17348-17357.
126. Murphy K., Birn R.M., Handwerker D.A., Jones T.B., Bandettini P.A. The impact of global signal regression on resting state correlations: are anti-correlated networks introduced?. Neuroimage 2009, 44(3):893-905.
127. Nakama H., Chang L., Fein G., Shimotsu R., Jiang C.S., Ernst T. Methamphetamine users show greater than normal age-related cortical gray matter loss. Addiction 2011, 106(8):1474-1483.
128. Naqvi N.H., Bechara A. The hidden island of addiction: the insula. Trends Neurosci. 2009, 32:56-67.
129. Naqvi N.H., Bechara A. The insula and drug addiction: an interoceptive view of pleasure, urges, and decision-making. Brain Struct. Funct. 2010, 214:435-450.
130. Naqvi N.H., Rudrauf D., Damasio H., Bechara A. Damage to the insula disrupts addiction to cigarette smoking. Science 2007, 315:531-534.
131. Nestler E.J. Is there a common molecular pathway for addiction?. Nat. Neurosci. 2005, 8:1445-1449.
132. Newhouse P.A., Potter A., Singh A. Effects of nicotinic stimulation on cognitive performance. Curr. Opin. Pharmacol. 2004, 4:36-46.
133. Ochsner K.N., Ray R.D., Cooper J.C., Robertson E.R., Chopra S., Gabrieli J.D.E., Gross J.J. For better or for worse: neural systems supporting the cognitive down- and up-regulation of negative emotion. Neuroimage 2004, 23(2):483-499.
134. Parrott A.C., Garnham N.J., Wesnes K., Pincock C. Cigarette smoking and abstinence: comparative effects upon cognitive task performance and mood state over 24 hours. Human Psychopharmacol. Clin. Exp. 1996, 11:391-400.
135. Paulus M.P. Decision-making dysfunctions in psychiatry-altered homeostatic processing?. Science 2007, 318:602-606.
136. Paulus M.P., Stein M.B. An insular view of anxiety. Biol. Psychiatry 2006, 60:383-387.
137. Pezawas L., Meyer-Lindenberg A., Drabant E.M., Verchinski B.A., Munoz K.E., Kolachana B.S., Egan M.F., Mattay V.S., Hariri A.R., Weinberger D.R. 5-HTTLPR polymorphism impacts human cingulate-amygdala interactions: a genetic susceptibility mechanism for depression. Nat. Neurosci. 2005, 8:828-834.
138. Phan K.L., Orlichenko A., Boyd E., Angstadta M., Coccarod E.F., Liberzona I., Arfanakis K. Preliminary evidence of white matter abnormality in the uncinate fasciculus in generalized social anxiety disorder. Biol. Psychiatry 2009, 66:691-694.
139. Phillips M.L., Drevets W.C., Rauch S.L., Lane R. Neurobiology of emotion perception I: the neural basis of normal emotion perception. Biol. Psychiatry 2003, 54:504-514.
140. Prado J., Weissman D.H. Heightened interactions between a key default-mode region and a key task-positive region are linked to suboptimal current performance but to enhanced future performance. Neuroimage 2011, 56:2276-2282.
141. Raichle M.E., MacLeod A.M., Snyder A.Z., Powers W.J., Gusnard D.A., Shulman G.L. A default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:676-682.
142. Redish Addiction as a computational process gone awry. Science 2004, 306:1944-1947.
143. Ridderinkhof, K.R., Ullsperger, M., Crone, E.A., Nieuwenhuis, S., 2004. The role of the medial frontal cortex in cognitive control. Science (New York, N.Y.) 306 (5695), 443-447.
144. Rombouts S.A.R.B., Barkhof F., Goekoop R., Stam C.J., Scheltens P. Altered resting state networks in mild cognitive impairment and mild Alzheimer's disease: an fMRI study. Hum. Brain Mapp. 2005, 26:231-239.
145. Schacter D.L., Addis D.R., Buckner R.L. Remembering the past to imagine the future: the prospective brain. Nat. Rev. Neurosci. 2007, 8:657-661.
146. Seeley W.W., Menon V., Schatzberg A.F., Keller J., Glover G.H., Kenna H., Reiss A.L., Greicius M.D. Dissociable intrinsic connectivity networks for salience processing and executive control. J. Neurosci. 2007, 27:2349-2356.
147. Sestieri C., Corbetta M., Romani G.L., Shulman G.L. Episodic memory retrieval, parietal cortex, and the default mode network: functional and topographic analyses. J. Neurosci. 2011, 31:4407-4420.
148. Sheline Y.I., Price J.L., Yan Z., Mintun M.A. Resting-state functional MRI in depression unmasks increased connectivity between networks via the dorsal nexus. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:11020-11025.
149. Smith S.M., Fox P.T., Miller K.L., Glahn D.C., Fox P.M., Mackay C.E., Filippini N., Watkins K.E., Toro R., Laird A.R., Beckmann C.F. Correspondence of the brain's functional architecture during activation and rest. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:13040-13045.
150. Smith S.M., Miller K.L., Salimi-Khorshidi G., Webster M., Beckmann C.F., Nichols T.E., Ramsey J.D., Woolrich M.W. Network modelling methods for FMRI. Neuroimage 2011, 54(2):875-891.
151. Sofuoglu M. Cognitive enhancement as a pharmacotherapy target for stimulant addiction. Addiction 2010, 105(1):38-48.
152. Sonuga-Barke E.J.S., Castellanos F.X. Spontaneous attentional fluctuations in impaired states and pathological conditions: a neurobiological hypothesis. Neurosci. Biobehav. Rev. 2007, 31:977-986.
153. Sridharan D., Levitin D.J., Menon V. 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. 2008, 105:12569-12574.
154. Stein E.A., Pankiewicz J., Harsch H.H., Cho J.K., Fuller S.A., Hoffmann R.G., Hawkins M., Rao S.M., Bandettini P.A., Bloom A.S. Nicotine-induced limbic cortical activation in the human brain: a functional MRI study. Am. J. Psychiatry 1998, 155:1009-1015.
155. Stein J.L., Wiedholz L.M., Bassett D.S., Weinberger D.R., Zink C.F., Mattay V.S., Meyer-Lindenberg A. A validated network of effective amygdala connectivity. Neuroimage 2007, 36:736-745.
156. Tagliazucchi E., Balenzuela P., Fraiman D., Chialvo D.R. Brain resting state is disrupted in chronic back pain patients. Neurosci. Lett. 2010, 485:26-31.
157. Tambini A., Ketz N., Davachi L. Enhanced brain correlations during rest are related to memory for recent experiences. Neuron 2010, 65:280-290.
158. Tanabe J., Nyberg E., Martin L.F., Martin J., Cordes D., Kronberg E., Tregellas J.R. Nicotine effects on default mode network during resting state. Psychopharmacology 2011, 216:287-295.
159. Taylor K.S., Seminowicz D.A., Davis K.D. Two systems of resting state connectivity between the insula and cingulate cortex. Hum. Brain Mapp. 2009, 30:2731-2745.
160. Tian L., Jiang T., Wang Y., Zang Y., He Y., Liang M., Sui M., Cao Q., Hu S., Peng M., Zhuo Y. Altered resting-state functional connectivity patterns of anterior cingulate cortex in adolescents with attention deficit hyperactivity disorder. Neurosci. Lett. 2006, 400:39-43.
161. Tomasi D., Volkow N.D., Wang R., Carrillo J.H., Maloney T., Alia-Klein N., Woicik P.A., Telang F., Goldstein R.Z. Disrupted functional connectivity with dopaminergic midbrain in cocaine abusers. PLoS One 2010, 5:e11509.
162. Uddin L.Q., Menon V. The anterior insula in autism: under-connected and under-examined. Neurosci. Biobehav. Rev. 2009, 33:1198-1203.
163. Uddin L.Q., Kelly A.M.C., Biswal B.B., Castellanos F.X., Milham M.P. Functional connectivity of default mode network components: correlation, anticorrelation and causality. Hum. Brain Mapp. 2008, 30:625-637.
164. Uddin L.Q., Supekar K.S., Ryali S., Menon V. Dynamic reconfiguration of structural and functional connectivity across core neurocognitive brain networks with development. J. Neurosci. 2011, 31(50):18578-18589.
165. Upadhyay J., Maleki N., Potter J., Elman I., Rudrauf D., Knudsen J., Wallin D., Pendse G., McDonald L., Griffin M., Anderson J., Nutile L., Renshaw P., Weiss R., Becerra L., Borsook D. Alterations in brain structure and functional connectivity in prescription opioid-dependent patients. Brain 2010, 133:2098-2114.
166. van den Heuvel M.P., Hulshoff Pol H.E. Exploring the brain network: a review on resting-state fMRI functional connectivity. Eur. Neuropsychopharmacol. 2010, 20:519-534.
167. Verdejo-García A., Lawrence A.J., Clark L. Impulsivity as a vulnerability marker for substance-use disorders: review of findings from high-risk research, problem gamblers and genetic association studies. Neurosci. Biobehav. Rev. 2008, 32:777-810.
168. Wang K., Jiang T., Liang M., Wang L., Tian L., Zhang X., Li K., Liu Z. Discriminative analysis of early Alzheimer's disease based on two intrinsically anti-correlated networks with resting-state fMRI. Med. Image Comput. Comput. Assist. Interv. 2006, 9:340-347.
169. Wang Z., Faith M., Patterson F., Tang K., Kerrin K., Wileyto E.P., Detre J.A., Lerman C. Neural substrates of abstinence-induced cigarette cravings in chronic smokers. J. Neurosci. 2007, 27:14035-14040.
170. Wang W., Wang Y.R., Qin W., Yuan K., Tian J., Li Q., Yang L.Y., Lu L., Guo Y.M. Changes in functional connectivity of ventral anterior cingulate cortex in heroin abusers. Chin. Med. J. (Engl) 2010, 123(12):1582-1588.
171. Weinstein A., Greif J., Yemini Z., Lerman H., Weizman A., Even-Sapir E. Attenuation of cue-induced smoking urges and brain reward activity in smokers treated successfully with bupropion. J. Psychopharmacol. 2010, 24:829-838.
172. Weissman D.H., Roberts K.C., Visscher K.M., Woldorff M.G. The neural bases of momentary lapses in attention. Nat. Neurosci. 2006, 9:971-978.
173. Wilcox C.E., Teshiba T.M., Merideth F., Ling J., Mayer A.R. Enhanced cue reactivity and fronto-striatal functional connectivity in cocaine use disorders. Drug and alcohol dependence 2011, 115:137-144. 10.1016/j. drugalcdep. 2011.01.009.
174. Williamson P. Are anticorrelated networks in the brain relevant to schizophrenia?. Schizophr. Bull. 2007, 33:994-1003.
175. Wise R.A. Dopamine and reward: the anhedonia hypothesis 30 years on. Neurotox. Res. 2008, 14:169-183.
176. Xie C., Li S., Shao Y., Fu L., Goveas J., Ye E., Li W., Cohen A.D., Chen G., Zhang Z., Yang Z. Identification of hyperactive intrinsic amygdala network connectivity associated with impulsivity in abstinent heroin addicts. Behav. Brain Res. 2011, 216:639-646.
177. Yuan Y., Zhu Z., Shi J., Zou Z., Yuan F., Liu Y., Lee T.M.C., et al. Gray matter density negatively correlates with duration of heroin use in young lifetime heroin-dependent individuals. Brain Cogn. 2009, 71(3):223-228.
178. Yuan K., Qin W., Dong M., Liu J., Sun J., Liu P., Zhang Y., et al. Gray matter deficits and resting-state abnormalities in abstinent heroin-dependent individuals. Neurosci. Lett. 2010, 482(2):101-105.
179. Zhang X., Salmeron B.J., Ross T.J., Geng X., Yang Y., Stein E.A. Factors underlying prefrontal and insula structural alterations in smokers. Neuroimage 2011, 54(1):42-48.
180. Zhang X., Salmeron B.J., Ross T.J., Gu H., Geng X., Yang Y., Stein E.A. Anatomical differences and network characteristics underlying smoking cue reactivity. Neuroimage 2011, 54(1):131-141.
181. Zhou Y., Yu C., Zheng H., Liu Y., Song M., Qin W., Li K., Jiang T. Increased neural resources recruitment in the intrinsic organization in major depression. J. Affect. Disord. 2010, 121:220-230.