Cue-reactivity in behavioral addictions: A meta-analysis and methodological considerations

Background and aims Recent research has applied cue-reactivity paradigms to behavioral addictions. The aim of the current meta-analysis is to systematically analyze the effects of learning-based cue-reactivity in behavioral addictions. Methods The current meta-analysis includes 18 studies (29 data sets, 510 participants) that have used a cue-reactivity paradigm in persons with gambling (eight studies), gaming (nine studies), or buying (one study) disorders. We compared subjective, peripheral physiological, electroencephal, and neural responses toward addiction-relevant cues in patients versus control participants and toward addiction-relevant cues versus control cues in patients. Results Persons with behavioral addictions showed higher cue-reactivity toward addiction-relevant cues compared with control participants: subjective cue-reactivity (d = 0.84, p = .01) and peripheral physiological and electroencephal measures of cue-reactivity (d = 0.61, p < .01). Increased neural activation was found in the caudate nucleus, inferior frontal gyrus, median cingulate cortex, subgenual cingulate, and precentral gyrus. Persons with gambling, gaming, or buying disorders also showed higher cue-reactivity toward addiction-relevant cues compared with control cues: subjective cue-reactivity (d = 0.39, p = .11) and peripheral physiological and electroencephal measures of cue-reactivity (d = 0.47, p = .05). Increased neural activation was found in the caudate nucleus, inferior frontal gyrus, angular gyrus, inferior network, and precuneus. Discussion and conclusions Cue-reactivity not only exists in substance-use disorders but also in gambling, gaming, and buying disorders. Future research should differentiate between cue-reactivity in addictive behaviors and cue-reactivity in functional excessive behaviors such as passions, hobbies, or professions.

[1]  P. Maurage,et al.  How can we conceptualize behavioural addiction without pathologizing common behaviours? , 2017, Addiction.

[2]  Xiao-Yi Fang,et al.  Activation of the ventral and dorsal striatum during cue reactivity in Internet gaming disorder , 2017, Addiction biology.

[3]  M. Brand,et al.  Integrating psychological and neurobiological considerations regarding the development and maintenance of specific Internet-use disorders: An Interaction of Person-Affect-Cognition-Execution (I-PACE) model , 2016, Neuroscience & Biobehavioral Reviews.

[4]  Yuan Tian,et al.  Cue-induced craving for Internet among Internet addicts. , 2016, Addictive behaviors.

[5]  R. Spanagel,et al.  Largely overlapping neuronal substrates of reactivity to drug, gambling, food and sexual cues: A comprehensive meta-analysis , 2016, European Neuropsychopharmacology.

[6]  A. Marchewka,et al.  Visual Sexual Stimuli—Cue or Reward? A Perspective for Interpreting Brain Imaging Findings on Human Sexual Behaviors , 2016, Front. Hum. Neurosci..

[7]  G. Hajcak,et al.  Modulation of late positive potentials by sexual images in problem users and controls inconsistent with “porn addiction” , 2015, Biological Psychology.

[8]  W. Deng,et al.  Reward pathway dysfunction in gambling disorder: A meta-analysis of functional magnetic resonance imaging studies , 2014, Behavioural Brain Research.

[9]  M. Brand,et al.  Cue-induced Craving in Pathological Buying: Empirical Evidence and Clinical Implications , 2014, Psychosomatic medicine.

[10]  V. Voon,et al.  Neural Correlates of Sexual Cue Reactivity in Individuals with and without Compulsive Sexual Behaviours , 2014, PloS one.

[11]  Stephan F. Miedl,et al.  Cue-Induced Craving Increases Impulsivity via Changes in Striatal Value Signals in Problem Gamblers , 2014, The Journal of Neuroscience.

[12]  Elliot A. Stein,et al.  Factors modulating neural reactivity to drug cues in addiction: A survey of human neuroimaging studies , 2014, Neuroscience & Biobehavioral Reviews.

[13]  M. Potenza Non-substance addictive behaviors in the context of DSM-5. , 2014, Addictive behaviors.

[14]  C. Ko,et al.  Brain correlates of craving for online gaming under cue exposure in subjects with Internet gaming addiction and in remitted subjects , 2013, Addiction biology.

[15]  S. Barrett,et al.  The influence of acutely administered nicotine on cue-induced craving for gambling in at-risk video lottery terminal gamblers who smoke , 2013, Behavioural pharmacology.

[16]  C. Ko,et al.  The brain activations for both cue-induced gaming urge and smoking craving among subjects comorbid with Internet gaming addiction and nicotine dependence. , 2013, Journal of psychiatric research.

[17]  T. Wüstenberg,et al.  Cue reactivity and its inhibition in pathological computer game players , 2013, Addiction biology.

[18]  J Radua,et al.  A new meta-analytic method for neuroimaging studies that combines reported peak coordinates and statistical parametric maps , 2012, European Psychiatry.

[19]  Yueji Sun,et al.  Brain fMRI study of crave induced by cue pictures in online game addicts (male adolescents) , 2012, Behavioural Brain Research.

[20]  P. Renshaw,et al.  The effect of family therapy on the changes in the severity of on-line game play and brain activity in adolescents with on-line game addiction , 2012, Psychiatry Research: Neuroimaging.

[21]  S. Tiffany,et al.  The clinical significance of drug craving , 2012, Annals of the New York Academy of Sciences.

[22]  C. Lacadie,et al.  A Preliminary Study of the Neural Correlates of the Intensities of Self-Reported Gambling Urges and Emotions in Men with Pathological Gambling , 2012, Journal of Gambling Studies.

[23]  A. Laird,et al.  The Neural Basis of Drug Stimulus Processing and Craving: An Activation Likelihood Estimation Meta-Analysis , 2011, Biological Psychiatry.

[24]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[25]  C. Elger,et al.  A Neurological Study of Compulsive Buying Behaviour , 2011 .

[26]  H. Flor,et al.  To gamble or not to gamble: At risk for craving and relapse – learned motivated attention in pathological gambling , 2011, Biological Psychology.

[27]  Jin Fan,et al.  Common and distinct networks underlying reward valence and processing stages: A meta-analysis of functional neuroimaging studies , 2011, Neuroscience & Biobehavioral Reviews.

[28]  J. Higgins Cochrane handbook for systematic reviews of interventions. Version 5.1.0 [updated March 2011]. The Cochrane Collaboration , 2011 .

[29]  Andy P Field,et al.  How to do a meta-analysis. , 2010, The British journal of mathematical and statistical psychology.

[30]  Dick J Veltman,et al.  Brain activation patterns associated with cue reactivity and craving in abstinent problem gamblers, heavy smokers and healthy controls: an fMRI study , 2010, Addiction biology.

[31]  P. Renshaw,et al.  Bupropion sustained release treatment decreases craving for video games and cue-induced brain activity in patients with Internet video game addiction. , 2010, Experimental and clinical psychopharmacology.

[32]  Michele Tarsilla Cochrane Handbook for Systematic Reviews of Interventions , 2010, Journal of MultiDisciplinary Evaluation.

[33]  John Duncan,et al.  The role of the right inferior frontal gyrus: inhibition and attentional control , 2010, NeuroImage.

[34]  J. Raduà,et al.  Voxel-wise meta-analysis of grey matter changes in obsessive-compulsive disorder. , 2009, The British journal of psychiatry : the journal of mental science.

[35]  E. Wulfert,et al.  Cue Reactivity in Active Pathological, Abstinent Pathological, and Regular Gamblers , 2009, Journal of Gambling Studies.

[36]  C. Ko,et al.  Brain activities associated with gaming urge of online gaming addiction. , 2009, Journal of psychiatric research.

[37]  K. Berridge,et al.  The incentive sensitization theory of addiction: some current issues , 2008, Philosophical Transactions of the Royal Society B: Biological Sciences.

[38]  Lawrence Joseph,et al.  Impact of approximating or ignoring within‐study covariances in multivariate meta‐analyses , 2008, Statistics in medicine.

[39]  A. Heinz,et al.  Verhaltenssucht : eine eigenständige diagnostische Einheit? , 2007 .

[40]  S. Grüsser,et al.  Specific cue reactivity on computer game-related cues in excessive gamers. , 2007, Behavioral neuroscience.

[41]  H. Sass,et al.  [Behavioural addiction : an independent diagnostic category?]. , 2007, Der Nervenarzt.

[42]  A. Heinz,et al.  Reizinduziertes Alkoholverlangen , 2006, Der Nervenarzt.

[43]  M. Potenza Should addictive disorders include non-substance-related conditions? , 2006, Addiction.

[44]  S. Hyman,et al.  Neural mechanisms of addiction: the role of reward-related learning and memory. , 2006, Annual review of neuroscience.

[45]  A. Heinz,et al.  [Cue-induced alcohol craving. Neurobiological correlates and clinical relevance]. , 2006, Der Nervenarzt.

[46]  Carol M Woods,et al.  Publication bias in research synthesis: sensitivity analysis using a priori weight functions. , 2005, Psychological methods.

[47]  Jodi D. Edwards,et al.  Cue-Induced Brain Activity in Pathological Gamblers , 2005, Biological Psychiatry.

[48]  T. Robbins,et al.  Neural systems of reinforcement for drug addiction: from actions to habits to compulsion , 2005, Nature Neuroscience.

[49]  S. Grüsser,et al.  [Pathological gambling. An empirical study of the desire for addictive substances]. , 2005, Der Nervenarzt.

[50]  S. M. Grüsser,et al.  Pathologisches Glücksspiel , 2005, Der Nervenarzt.

[51]  J. Fiez,et al.  Prefrontal responses to drug cues: a neurocognitive analysis , 2004, Nature Neuroscience.

[52]  John C Gore,et al.  Gambling urges in pathological gambling: a functional magnetic resonance imaging study. , 2003, Archives of general psychiatry.

[53]  Paul M. Thompson,et al.  An Optimized Individual Target Brain in the Talairach Coordinate System , 2002, NeuroImage.

[54]  D. Drummond,et al.  Theories of drug craving, ancient and modern. , 2001, Addiction.

[55]  Loretta S. Malta,et al.  Psychophysiological Assessment of Compulsive Gamblers' Arousal to Gambling Cues: A Pilot Study , 2000, Applied psychophysiology and biofeedback.

[56]  B. Carter,et al.  Meta-analysis of cue-reactivity in addiction research. , 1999, Addiction.

[57]  Jack L. Vevea,et al.  Fixed- and random-effects models in meta-analysis. , 1998 .

[58]  N. Tarrier,et al.  The role of autonomic arousal in problem gambling. , 1995, Addiction.

[59]  C. Begg,et al.  Operating characteristics of a rank correlation test for publication bias. , 1994, Biometrics.

[60]  K. Berridge,et al.  The neural basis of drug craving: An incentive-sensitization theory of addiction , 1993, Brain Research Reviews.

[61]  John E. Hunter,et al.  Methods of Meta-Analysis: Correcting Error and Bias in Research Findings , 1991 .

[62]  John E. Hunter,et al.  Methods of Meta-Analysis , 1989 .

[63]  Betsy Jane Becker,et al.  Synthesizing standardized mean‐change measures , 1988 .

[64]  R. Rosenthal The file drawer problem and tolerance for null results , 1979 .

[65]  V. E. Freiherr Von Gebsattel,et al.  Prolegomena einer medizinischen Anthropologie , 1954 .