Impaired Flexible Reward-Based Decision-Making in Binge Eating Disorder: Evidence from Computational Modeling and Functional Neuroimaging

被引:68
作者
Reiter, Andrea M. F. [1 ,2 ]
Heinze, Hans-Jochen [1 ,3 ,4 ]
Schlagenhauf, Florian [1 ,5 ]
Deserno, Lorenz [1 ,3 ,5 ]
机构
[1] Max Planck Inst Human Cognit & Brain Sci, Max Planck Fellow Grp Cognit & Affect Control Beh, Leipzig, Germany
[2] Tech Univ Dresden, Dept Psychol, Dresden, Germany
[3] Otto Von Guericke Univ, Dept Neurol, Magdeburg, Germany
[4] Leibniz Inst Neurobiol, Dept Behav Neurol, Magdeburg, Germany
[5] Charite Univ Med Berlin, Campus Charite Mitte, Dept Psychiat & Psychotherapy, Berlin, Germany
关键词
VENTROMEDIAL PREFRONTAL CORTEX; INDIVIDUAL-DIFFERENCES; SIGNALS; DOPAMINE; BRAIN; ACTIVATION; SIGNATURES; AVOIDANCE; OUTCOMES; OBESITY;
D O I
10.1038/npp.2016.95
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Despite its clinical relevance and the recent recognition as a diagnostic category in the DSM-5, binge eating disorder (BED) has rarely been investigated from a cognitive neuroscientific perspective targeting a more precise neurocognitive profiling of the disorder. BED patients suffer from a lack of behavioral control during recurrent binge eating episodes and thus fail to adapt their behavior in the face of negative consequences, eg, high risk for obesity. To examine impairments in flexible reward-based decision-making, we exposed BED patients (n = 22) and matched healthy individuals (n = 22) to a reward-guided decision-making task during functional resonance imaging (fMRI). Performing fMRI analysis informed via computational modeling of choice behavior, we were able to identify specific signatures of altered decision-making in BED. On the behavioral level, we observed impaired behavioral adaptation in BED, which was due to enhanced switching behavior, a putative deficit in striking a balance between exploration and exploitation appropriately. This was accompanied by diminished activation related to exploratory decisions in the anterior insula/ventro-lateral prefrontal cortex. Moreover, although so-called model-free reward prediction errors remained intact, representation of ventro medial prefrontal leaming signatures, incorporating inference on unchosen options, was reduced in BED, which was associated with successful decision-making in the task. On the basis of a computational psychiatry account, the presented findings contribute to defining a neurocognitive phenotype of BED.
引用
收藏
页码:628 / 637
页数:10
相关论文
共 61 条
[1]   Distributed Coding of Actual and Hypothetical Outcomes in the Orbital and Dorsolateral Prefrontal Cortex [J].
Abe, Hiroshi ;
Lee, Daeyeol .
NEURON, 2011, 70 (04) :731-741
[2]  
American Psychiatric Association A. Association A.P, 2013, Diagnostic and Statistical Manual of Mental Disorders, DOI [DOI 10.1176/APPI.BOOKS.9780890425596, DOI 10.1176/APPI.BOOKS.9780890425596.744053]
[3]  
Amthauer R., 1999, Intelligenz-Struktur-Test 2000
[4]   Rostrolateral Prefrontal Cortex and Individual Differences in Uncertainty-Driven Exploration [J].
Badre, David ;
Doll, Bradley B. ;
Long, Nicole M. ;
Frank, Michael J. .
NEURON, 2012, 73 (03) :595-607
[5]   The valuation system: A coordinate-based meta-analysis of BOLD fMRI experiments examining neural correlates of subjective value [J].
Bartra, Oscar ;
McGuire, Joseph T. ;
Kable, Joseph W. .
NEUROIMAGE, 2013, 76 (01) :412-427
[6]   Learning the value of information in an uncertain world [J].
Behrens, Timothy E. J. ;
Woolrich, Mark W. ;
Walton, Mark E. ;
Rushworth, Matthew F. S. .
NATURE NEUROSCIENCE, 2007, 10 (09) :1214-1221
[7]   How Green Is the Grass on the Other Side? Frontopolar Cortex and the Evidence in Favor of Alternative Courses of Action [J].
Boorman, Erie D. ;
Behrens, Timothy E. J. ;
Woolrich, Mark W. ;
Rushworth, Matthew F. S. .
NEURON, 2009, 62 (05) :733-743
[8]   A Pallidus-Habenula-Dopamine Pathway Signals Inferred Stimulus Values [J].
Bromberg-Martin, Ethan S. ;
Matsumoto, Masayuki ;
Hong, Simon ;
Hikosaka, Okihide .
JOURNAL OF NEUROPHYSIOLOGY, 2010, 104 (02) :1068-1076
[9]   Smokers' brains compute, but ignore, a fictive error signal in a sequential investment task [J].
Chiu, Pearl H. ;
Lohrenz, Terry M. ;
Montague, P. Read .
NATURE NEUROSCIENCE, 2008, 11 (04) :514-520
[10]   Should I stay or should I go? How the human brain manages the trade-off between exploitation and exploration [J].
Cohen, Jonathan D. ;
McClure, Samuel M. ;
Yu, Angela J. .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2007, 362 (1481) :933-942