Neural network activation during a stop-signal task discriminates cocaine-dependent from non-drug-abusing men

Addiction Biology

Volumn 19, Issue 3, 2014, Pages 427-438

  Elton, Amanda ^a   Young, Jonathan ^a   Smitherman, Sonet ^a   Gross, Robin E ^b   Mletzko, Tanja ^b   Kilts, Clinton D ^a  

^a UNIVERSITY OF ARKANSAS FOR MEDICAL SCIENCES   (United States)

^b EMORY UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

classification; cocaine dependence; fMRI; inhibitory motor control; stop signal task

Indexed keywords

COCAINE;

ACCURACY; ADULT; ARTICLE; BEHAVIOR CONTROL; CLASSIFICATION; CLASSIFIER; CLINICAL ARTICLE; COCAINE DEPENDENCE; CONTROLLED STUDY; DSM-IV; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; IMPULSIVENESS; MALE; NERVE CELL NETWORK; NERVE POTENTIAL; NUCLEAR MAGNETIC RESONANCE SCANNER; PRIORITY JOURNAL; SCORING SYSTEM; SENSITIVITY AND SPECIFICITY; TASK PERFORMANCE; TIME; CASE CONTROL STUDY; COCAINE-RELATED DISORDERS; INHIBITION (PSYCHOLOGY); MENTAL FUNCTION; NEUROPSYCHOLOGICAL TEST; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PSYCHOMOTOR PERFORMANCE; REACTION TIME;

ADULT; CASE-CONTROL STUDIES; COCAINE-RELATED DISORDERS; HUMANS; IMPULSIVE BEHAVIOR; INHIBITION (PSYCHOLOGY); MAGNETIC RESONANCE IMAGING; MALE; MENTAL PROCESSES; NERVE NET; NEUROPSYCHOLOGICAL TESTS; PSYCHOMOTOR PERFORMANCE; REACTION TIME;

EID: 84899465108     PISSN: 13556215     EISSN: 13691600     Source Type: Journal    
DOI: 10.1111/adb.12011     Document Type: Article

References (52)

1. Aron AR, Poldrack RA, (2006) Cortical and subcortical contributions to stop signal response inhibition: role of the subthalamic nucleus. J Neurosci 26: 2424-2433.
2. Brady KT, Randall CL, (1999) Gender differences in substance use disorders. Psychiatr Clin North Am 22: 241-252.
3. Calhoun VD, Adali T, Pearlson GD, Pekar JJ, (2001) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14: 140-151.
4. Carlson TA, Schrater P, He S, (2003) Patterns of activity in the categorical representations of objects. J Cogn Neurosci 15: 704-717.
5. Colzato LS, van den Wildenberg WPM, Hommel B, (2007) Impaired inhibitory control in recreational cocaine users. PLoS ONE 2: e1143.
6. Congdon E, Mumford JA, Cohen JR, Galvan A, Aron AR, Xue G, Miller E, Poldrack RA, (2010) Engagement of large-scale networks is related to individual differences in inhibitory control. NeuroImage 53: 653-663.
7. Correa N, Adali T, Calhoun VD, (2007) Performance of blind source separation algorithms for fMRI analysis using a group ICA method. Magn Reson Imaging 25: 684-694.
8. Costafreda S, Fu C, Picchioni M, Toulopoulou T, McDonald C, Kravariti E, Walshe M, Prata D, Murray R, McGuire P, (2011) Pattern of neural responses to verbal fluency shows diagnostic specificity for schizophrenia and bipolar disorder. BMC Psychiatry 11: 18.
9. Costanza MC, Afifi AA, (1979) Comparison of stopping rules in forward stepwise discriminant analysis. J Am Stat Assoc 74: 777-785.
10. Cotto JH, Davis E, Dowling GJ, Elcano JC, Staton AB, Weiss SRB, (2010) Gender effects on drug use, abuse, and dependence: a special analysis of results from the national survey on drug use and health. Gend Med 7: 402-413.
11. Cox RW, (1996) AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 29: 162-173.
12. Dai Z, Yan C, Wang Z, Wang J, Xia M, Li K, He Y, (2012) Discriminative analysis of early Alzheimer's disease using multi-modal imaging and multi-level characterization with multi-classifier (M3). NeuroImage 59: 2187-2195.
13. Ersche KD, Jones PS, Williams GB, Turton AJ, Robbins TW, Bullmore ET, (2012) Abnormal brain structure implicated in stimulant drug addiction. Science 335: 601-604.
14. Ersche KD, Turton AJ, Pradhan S, Bullmore ET, Robbins TW, (2010) Drug addiction endophenotypes: impulsive versus sensation-seeking personality traits. Biol Psychiatry 68: 770-773.
15. Fillmore MT, Rush CR, (2002) Impaired inhibitory control of behavior in chronic cocaine users. Drug Alcohol Depend 66: 265-273.
16. First MB, Spitzer RL, Gibbon M, Williams JBW, (2007) Structured Clinical Interview for DSM-IV-TR Axis I Disorders-Non-Patient Edition (SCID-I/NP), 1/2007 revision. New York: Biometrics Research Department.
17. Ford J, Farid H, Makedon F, Flashman L, McAllister T, Megalooikonomou V, Saykin A, (2003) Patient classification of fMRI activation maps. In:, Ellis R, Peters T, eds. Medical Image Computing and Computer-Assisted Intervention-MICCAI 2003, pp. 58-65. Berlin/Heidelberg: Springer.
18. Fu CHY, Mourao-Miranda J, Costafreda SG, Khanna A, Marquand AF, Williams SCR, Brammer MJ, (2008) Pattern classification of sad facial processing: toward the development of neurobiological markers in depression. Biol Psychiatry 63: 656-662.
19. Garavan H, Stout JC, (2005) Neurocognitive insights into substance abuse. Trends Cogn Sci 9: 195-201.
20. Goldstein RZ, Tomasi D, Alia-Klein N, Zhang L, Telang F, Volkow ND, (2007) The effect of practice on a sustained attention task in cocaine abusers. NeuroImage 35: 194-206.
21. Hester R, Garavan H, (2004) Executive dysfunction in cocaine addiction: evidence for discordant frontal, cingulate, and cerebellar activity. J Neurosci 24: 11017-11022.
22. Hester R, Nestor L, Garavan H, (2009) Impaired error awareness and anterior cingulate cortex hypoactivity in chronic cannabis users. Neuropsychopharmacology 34: 2450-2458.
23. Hester R, Simoes-Franklin C, Garavan H, (2007) Post-error behavior in active cocaine users: poor awareness of errors in the presence of intact performance adjustments. Neuropsychopharmacology 32: 1974-1984.
24. Kaufman JN, Ross TJ, Stein EA, Garavan H, (2003) Cingulate hypoactivity in cocaine users during a GO-NOGO task as revealed by event-related functional magnetic resonance imaging. J Neurosci 23: 7839-7843.
25. Kilts CD, Schweitzer JB, Quinn CK, Gross RE, Faber TL, Muhammad F, Ely TD, Hoffman JM, Drexler KPG, (2001) Neural activity related to drug craving in cocaine addiction. Arch Gen Psychiatry 58: 334-341.
26. Kober H, Mende-Siedlecki P, Kross EF, Weber J, Mischel W, Hart CL, Ochsner KN, (2010) Prefrontal-striatal pathway underlies cognitive regulation of craving. Proc Natl Acad Sci USA 107: 14811-14816.
27. LaConte S, Strother S, Cherkassky V, Anderson J, Hu X, (2005) Support vector machines for temporal classification of block design fMRI data. NeuroImage 26: 317-329.
28. Li C-sR, Huang C, Constable RT, Sinha R, (2006a) Gender differences in the neural correlates of response inhibition during a stop signal task. NeuroImage 32: 1918-1929.
29. Li C-sR, Huang C, Yan P, Bhagwagar Z, Milivojevic V, Sinha R, (2007) Neural correlates of impulse control during stop signal inhibition in cocaine-dependent men. Neuropsychopharmacology 33: 1798-1806.
30. Li C-sR, Milivojevic V, Kemp K, Hong K, Sinha R, (2006b) Performance monitoring and stop signal inhibition in abstinent patients with cocaine dependence. Drug Alcohol Depend 85: 205-212.
31. Li C-sR, Zhang S, Duann J-R, Yan P, Sinha R, Mazure C, (2009) Gender differences in cognitive control: an extended investigation of the stop signal task. Brain Imaging Behav 3: 262-276.
32. Logan GD, ed. (1994) On the Ability to Inhibit Thought and Action: A User's Guide to the Stop Signal Paradigm. San Diego, CA: Academic Press.
33. Lundqvist T, (2010) Imaging cognitive deficits in drug abuse. Curr Top Behav Neurosci 3: 247-275.
34. Moeller FG, Dougherty DM, Barratt ES, Schmitz JM, Swann AC, Grabowski J, (2001) The impact of impulsivity on cocaine use and retention in treatment. J Subst Abuse Treat 21: 193-198.
35. Mourão-Miranda J, Bokde ALW, Born C, Hampel H, Stetter M, (2005) Classifying brain states and determining the discriminating activation patterns: support vector machine on functional MRI data. NeuroImage 28: 980-995.
36. Najavits LM, Lester KM, (2008) Gender differences in cocaine dependence. Drug Alcohol Depend 97: 190-194.
37. Nigg JT, Wong MM, Martel MM, Jester JM, Puttler LI, Glass JM, Adams KM, Fitzgerald HE, Zucker RA, (2006) Poor response inhibition as a predictor of problem drinking and illicit drug use in adolescents at risk for alcoholism and other substance use disorders. J Am Acad Child Adolesc Psychiatry 45: 468-475.
38. Norman AL, Pulido C, Squeglia LM, Spadoni AD, Paulus MP, Tapert SF, (2011) Neural activation during inhibition predicts initiation of substance use in adolescence. Drug Alcohol Depend 119: 216-223.
39. O'Toole AJ, Jiang F, Abdi H, Pénard N, Dunlop JP, Parent MA, (2007) Theoretical, statistical, and practical perspectives on pattern-based classification approaches to the analysis of functional neuroimaging data. J Cogn Neurosci 19: 1735-1752.
40. Office of Applied Studies (2004) Results from the 2003 National Survey on Drug Use and Health: National Findings. Rockville, MD: Substance Abuse and Mental Health Services Administration.
41. Patkar AA, Murray HW, Mannelli P, Gottheil E, Weinstein SP, Vergare MJ, (2004) Pre-treatment measures of impulsivity, aggression and sensation seeking are associated with treatment outcome for African-American cocaine-dependent patients. J Addict Dis 23: 109-122.
42. Patton JH, Stanford MS, Barratt ES, (1995) Factor structure of the Barratt impulsiveness scale. J Clin Psychol 51: 768-774.
43. Potenza MN, K-iA H, Lacadie CM, Fulbright RK, Tuit KL, Sinha R, (2012) Neural correlates of stress-induced and cue-induced drug craving: influences of sex and cocaine dependence. Am J Psychiatry 169: 406-414.
44. Rose EJ, Donohoe G, (2012) Brain vs behavior: an effect size comparison of neuroimaging and cognitive studies of genetic risk for schizophrenia. Schizophrenia Bulletin. Advance Access published April 12, 2012.
45. Rowe DB, Hoffmann RG, (2006) Multivariate statistical analysis in fMRI. IEEE Eng Med Biol Mag 25: 60-64.
46. Sakai K, Hikosaka O, Miyauchi S, Takino R, Sasaki Y, Pütz B, (1998) Transition of brain activation from frontal to parietal areas in visuomotor sequence learning. J Neurosci 18: 1827-1840.
47. Swendsen J, Conway KP, Degenhardt L, Dierker L, Glantz M, Jin R, Merikangas KR, Sampson N, Kessler RC, (2009) Socio-demographic risk factors for alcohol and drug dependence: the 10-year follow-up of the national comorbidity survey. Addiction 104: 1346-1355.
48. Tarter RE, Kirisci L, Habeych M, Reynolds M, Vanyukov M, (2004) Neurobehavior disinhibition in childhood predisposes boys to substance use disorder by young adulthood: direct and mediated etiologic pathways. Drug Alcohol Depend 73: 121-132.
49. Verdejo-García A, Lawrence AJ, Clark L, (2008) 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 32: 777-810.
50. Verdejo-Garcia AJ, Perales JC, Perez-Garcia M, (2007) Cognitive impulsivity in cocaine and heroin polysubstance abusers. Addict Behav 32: 950-966.
51. Volkow ND, Fowler JS, Wang G-J, Telang F, Logan J, Jayne M, Ma Y, Pradhan K, Wong C, Swanson JM, (2010) Cognitive control of drug craving inhibits brain reward regions in cocaine abusers. NeuroImage 49: 2536-2543.
52. Zhang S, Li C-sR, (2012) Functional networks for cognitive control in a stop signal task: independent component analysis. Hum Brain Mapp 33: 89-104.