Shared neural basis of social and non-social reward deficits in chronic cocaine users
Open accessAbstract
Changed reward functions have been proposed as a core feature of stimulant addiction, typically observed as reduced neural responses to non-drug-related rewards. However, it was unclear yet how specific this deficit is for different types of non-drug rewards arising from social and non-social reinforcements. We used functional neuroimaging in cocaine users to investigate explicit social reward as modeled by agreement of music preferences with music experts. In addition, we investigated non-social reward as modeled by winning desired music pieces. The study included 17 chronic cocaine users and 17 matched stimulant-naive healthy controls. Cocaine users, compared with controls, showed blunted neural responses to both social and non-social reward. Activation differences were located in the ventromedial prefrontal cortex overlapping for both reward types and, thus, suggesting a non-specific deficit in the processing of non-drug rewards. Interestingly, in the posterior lateral orbitofrontal cortex, social reward responses of cocaine users decreased with the degree to which they were influenced by social feedback from the experts, a response pattern that was opposite to that observed in healthy controls. The present results suggest that cocaine users likely suffer from a generalized impairment in value representation as well as from an aberrant processing of social feedback.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Deficits in reward processing occur in major depressive disorder, substance use disorders, posttraumatic stress disorder, schizophrenia, and ADHD.
“Deficits in reward processing are found in MDD (Admon and Pizzagalli, 2015), substance use disorders (Garfield et al., 2014; Tobler et al., 2016), posttraumatic stress disorder (PTSD) (Kalebasi et al., 2015), schizophrenia (McCarthy et al., 2016), and ADHD (van Hulst et al., 2016).”
From The effects of early life stress on reward processing (2018) · cites this paper as Tobler et al., 2016
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032 · see citing works
The assessment and analysis of handedness: The Edinburgh inventory
Oldfield, R. C. (1971) · Neuropsychologia · doi:10.1016/0028-3932(71)90067-4 · Cited by 35,900 · see citing works
The Fagerstrom Test for Nicotine Dependence: a revision of the Fagerstrom Tolerance Questionnaire
HEATHERTON, T. F., KOZLOWSKI, L. T., FRECKER, R. C., & FAGERSTROM, K. (1991) · British Journal of Addiction · doi:10.1111/j.1360-0443.1991.tb01879.x · Cited by 10,738 · see citing works
Separate neural systems value immediate and delayed monetary rewards
McClure, S. M., Laibson, D. I., Loewenstein, G., & Cohen, J. D. (2004) · Science · doi:10.1126/science.1100907 · Cited by 3,089 · see citing works
Extent of illicit drug use and dependence, and their contribution to the global burden of disease
Degenhardt, L. J., & Hall, W. (2012) · The Lancet · doi:10.1016/s0140-6736(11)61138-0 · Cited by 1,311 · see citing works
Volkow, N. D., Fowler, J. S., Wang, G., Hitzemann, R., Logan, J., Schlyer, D. J., Dewey, S. L., & Wolf, A. P. (1993) · Synapse · doi:10.1002/syn.890140210 · Cited by 924 · see citing works
Sescousse, G., Caldú, X., Segura, B., & Dreher, J.-C. (2013) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2013.02.002 · Cited by 782 · see citing works
Social dominance in monkeys: dopamine D2 receptors and cocaine self-administration
Morgan, D., Grant, K. A., Gage, H. D., Mach, R. H., Kaplan, J. R., Prioleau, O., Nader, S. H., Buchheimer, N., Ehrenkaufer, R. L., & Nader, M. A. (2002) · Nature Neuroscience · doi:10.1038/nn798 · Cited by 674 · see citing works
Franklin, T. R., Acton, P. D., Maldjian, J. A., Gray, J. D., Croft, J. R., Dackis, C. A., O’Brien, C. P., & Childress, A. R. (2002) · Biological Psychiatry · doi:10.1016/s0006-3223(01)01269-0 · Cited by 599 · see citing works
Reinforcement Learning Signal Predicts Social Conformity
Klucharev, V., Hytönen, K., Rijpkema, M., Smidts, A., & Fernández, G. (2009) · Neuron · doi:10.1016/j.neuron.2008.11.027 · Cited by 594 · see citing works
The development of a cocaine craving questionnaire
Tiffany, S. T., Singleton, E. G., Haertzen, C. A., & Henningfield, J. E. (1993) · Drug and Alcohol Dependence · doi:10.1016/0376-8716(93)90042-o · Cited by 426 · see citing works
Ersche, K. D., Barnes, A., Jones, P. S., Morein-Zamir, S., Robbins, T. W., & Bullmore, E. T. (2011) · Brain · doi:10.1093/brain/awr138 · Cited by 389 · see citing works
Difficulties in emotion regulation and impulse control during cocaine abstinence
Fox, H. C., Axelrod, S. R., Paliwal, P., Sleeper, J., & Sinha, R. (2007) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2006.12.026 · Cited by 383 · see citing works
How the Opinion of Others Affects Our Valuation of Objects
Campbell-Meiklejohn, D. K., Bach, D. R., Roepstorff, A., Dolan, R. J., & Frith, C. D. (2010) · Current Biology · doi:10.1016/j.cub.2010.04.055 · Cited by 339 · see citing works
Self-citationAddiction related alteration in resting-state brain connectivity
Ma, N., Liu, Y., Li, N., Wang, C.-X., Zhang, H., Jiang, X., Xu, H.-S., Fu, X., Hu, X. P., & Zhang, D. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.08.037 · Cited by 322 · see citing works
Goldstein, R. Z., Alia-Klein, N., Tomasi, D., Zhang, L., Cottone, L. A., Maloney, T., Telang, F., Caparelli, E. C., Chang, L., Ernst, T., et al. (2007) · American Journal of Psychiatry · doi:10.1176/ajp.2007.164.1.43 · Cited by 258 · see citing works
The social brain and reward: Social information processing in the human striatum
Bhanji, J. P., & Delgado, M. R. (2014) · WIREs Cognitive Science · doi:10.1002/wcs.1266 · Cited by 256 · see citing works
Identity-specific coding of future rewards in the human orbitofrontal cortex
Howard, J. D., Gottfried, J. A., Tobler, P. N., & Kahnt, T. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1503550112 · Cited by 222 · see citing works
Self-citationAddiction: Pulling at the Neural Threads of Social Behaviors
Volkow, N. D., Baler, R., & Goldstein, R. Z. (2011) · Neuron · doi:10.1016/j.neuron.2011.01.027 · Cited by 218 · see citing works
The impact of orbitofrontal dysfunction on cocaine addiction
Lucantonio, F., Stalnaker, T. A., Shaham, Y., Niv, Y., & Schoenbaum, G. M. (2012) · Nature Neuroscience · doi:10.1038/nn.3014 · Cited by 210 · see citing works
Ersche, K. D., Williams, G. B., Robbins, T. W., & Bullmore, E. T. (2013) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2013.02.017 · Cited by 205 · see citing works
Common and distinct neural correlates of personal and vicarious reward: A quantitative meta-analysis
Morelli, S. A., Sacchet, M. D., & Zaki, J. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.12.056 · Cited by 205 · see citing works
Imbalance in the sensitivity to different types of rewards in pathological gambling
Sescousse, G., Barbalat, G., Domenech, P., & Dreher, J. (2013) · Brain · doi:10.1093/brain/awt126 · Cited by 189 · see citing works
Vonmoos, M., Hulka, L. M., Preller, K. H., Jenni, D., Baumgartner, M. R., Stohler, R., Bolla, K. I., & Quednow, B. B. (2013) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.112.118091 · Cited by 168 · see citing works
Self-citationImpaired emotional empathy and related social network deficits in cocaine users
Preller, K. H., Hulka, L. M., Vonmoos, M., Jenni, D., Baumgartner, M. R., Seifritz, E., Dziobek, I., & Quednow, B. B. (2013) · Addiction Biology · doi:10.1111/adb.12070 · Cited by 155 · see citing works
Self-citationJia, Z., Worhunsky, P. D., Carroll, K. M., Rounsaville, B. J., Stevens, M. C., Pearlson, G. D., & Potenza, M. N. (2011) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.05.008 · Cited by 147 · see citing works
Impaired self-awareness in human addiction: deficient attribution of personal relevance
Moeller, S. J., & Goldstein, R. Z. (2014) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2014.09.003 · Cited by 140 · see citing works
Altered social and non-social decision-making in recreational and dependent cocaine users
Hulka, L. M., Eisenegger, C., Preller, K. H., Vonmoos, M., Jenni, D., Bendrick, K., Baumgartner, M. R., Seifritz, E., & Quednow, B. B. (2013) · Psychological Medicine · doi:10.1017/s0033291713001839 · Cited by 121 · see citing works
Self-citationQuednow, B. B., Kühn, K.-U., Hoenig, K., Maier, W., & Wagner, M. (2004) · Neuropsychopharmacology · doi:10.1038/sj.npp.1300396 · Cited by 116 · see citing works
Self-citationGoldstein, R. Z., Tomasi, D. G., Nelly Alia-klein, A., Cottone, L. A., Zhang, L., Telang, F., & Volkow, N. D. (2006) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2006.08.022 · Cited by 111 · see citing works
Functional changes of the reward system underlie blunted response to social gaze in cocaine users
Preller, K. H., Herdener, M., Schilbach, L., Stämpfli, P., Hulka, L. M., Vonmoos, M., Ingold, N., Vogeley, K., Tobler, P. N., Seifritz, E., et al. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1317090111 · Cited by 104 · see citing works
Self-citationPatel, K. T., Stevens, M. C. G., Meda, S. A., Muska, C. E., Thomas, A. D., Potenza, M. N., & Pearlson, G. D. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.04.029 · Cited by 67 · see citing works
Structure of orbitofrontal cortex predicts social influence
Campbell-Meiklejohn, D. K., Ryota Kanai, C., Bahrami, B., Bach, D. R., Dolan, R. J., Roepstorff, A., & Frith, C. (2012) · Current Biology · doi:10.1016/j.cub.2012.01.012 · Cited by 64 · see citing works
Self-citationKufahl, P. R., Li, Z., Risinger, R. C., Rainey, C. J., Piacentine, L. B., Wu, G., Bloom, A. S., Zheng, Y., & Li, S. (2007) · Biological Psychiatry · doi:10.1016/j.biopsych.2007.03.021 · Cited by 57 · see citing works
Striatal BOLD response reflects the impact of herd information on financial decisions
Burke (2010) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2010.00048 · Cited by 57 · see citing works
Orbitofrontal Cortex and Cognitive‐Motivational Impairments in Psychostimulant Addiction
Olausson, P., Jentsch, J. D., Krueger‐Burg, D., Tronson, N. C., Nairn, A. C., & Taylor, J. R. (2007) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1401.016 · Cited by 54 · see citing works
Fox, H. C., Bergquist, K. L., Casey, J., Hong, K., & Sinha, R. (2010) · American Journal on Addictions · doi:10.1111/j.1521-0391.2010.00108.x · Cited by 48 · see citing works
Cocaine Users Manifest Impaired Prosodic and Cross-Modal Emotion Processing
Hulka, L. M., Preller, K. H., Vonmoos, M., Broicher, S. D., & Quednow, B. B. (2013) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2013.00098 · Cited by 47 · see citing works
Self-citationPreller, K. H., Ingold, N., Hulka, L. M., Vonmoos, M., Jenni, D., Baumgartner, M. R., Vollenweider, F. X., & Quednow, B. B. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2012.08.003 · Cited by 44 · see citing works
Self-citationSmith, D. G., Jones, P., Bullmore, E. T., Robbins, T. W., & Ersche, K. D. (2013) · Biological Psychiatry · doi:10.1016/j.biopsych.2013.05.019 · Cited by 43 · see citing works
Seid-Fatemi, A., & Tobler, P. N. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu130 · Cited by 20 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
The effects of early life stress on reward processing
Novick, A. M., Levandowski, M. L., Laumann, L. E., Philip, N. S., Price, L. H., & Tyrka, A. R. (2018) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2018.02.002 · Cited by 192 · see citing works
“Deficits in reward processing are found in MDD (Admon and Pizzagalli, 2015), substance use disorders (Garfield et al., 2014; Tobler et al., 2016), posttraumatic stress disorder (PTSD) (Kalebasi et al., 2015), schizophrenia (McCarthy et al., 2016), and ADHD (van Hulst et al., 2016).”
BackgroundPsychedelic-Assisted Therapy for Substance Use Disorders and Potential Mechanisms of Action
Rieser, N. M., Herdener, M., & Preller, K. H. (2021) · Current Topics in Behavioral Neurosciences · doi:10.1007/7854_2021_284 · Cited by 37 · see citing works
Self-citationAdolescent internet gaming disorder and sensitivity to money and social rewards
Wang, Y., Li, Y., Liu, B., Zhao, X., Geng, X., Zhu, W., & Ding, X. (2024) · Acta Psychologica · doi:10.1016/j.actpsy.2024.104431 · Cited by 13 · see citing works
- Authors
- Tobler, P. N., Preller, K. H., Campbell-Meiklejohn, D. K., Kirschner, M., Kraehenmann, R., Stämpfli, P., Herdener, M., Seifritz, E., & Quednow, B. B.
- Affiliations
- University of Zurich (CH)
- University of Sussex (GB)
- Department of Psychiatry, Psychotherapy and Psychosomatics, University of Zurich, Psychiatric Hospital, 8032 Zurich, Switzerland
- ORCID
- Venue
- Social Cognitive and Affective Neuroscience
- Publisher
- Oxford University Press (OUP)
- Published
- 2016-03-12
- Volume
- 11
- Issue
- 6
- Pages
- 1017-1025
- ISSN
- 1749-5016 (ISSN-L)
- 1749-5024
- PMC
- PMC4884323
- OpenAlex
- W2304927519
- Cited by
- 50
- References
- 41
- Citations by year
- 2026: 2 · 2025: 6 · 2024: 5 · 2023: 2 · 2022: 7 · 2021: 6 · 2020: 5 · 2019: 5 · 2018: 8 · 2017: 2 · 2016: 2
- FWCI
- 3.18
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Social Cognitive and Affective Neuroscience (publishedVersion, cc-by-nc)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Zurich Open Repository and Archive (University of Zurich) (acceptedVersion, other-oa)
- RERO DOC (Universität Bern) (submittedVersion)
- Figshare (submittedVersion, cc-by)
- HighWire Press Open Archive (submittedVersion)
- Repository for Publications and Research Data (ETH Zurich) (submittedVersion, cc-by-nc)
- Zurich Open Repository and Archive (University of Zurich) (submittedVersion, other-oa)
- ETH Zürich Research Collection
- Zurich Open Repository and Archive (University of Zurich)
- Funders
- National Science Foundation
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (123516, 150739, 146326, 128574)
- Olga Mayenfisch Stiftung
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- cocaine dependence, social reward, ventromedial prefrontal cortex, orbitofrontal cortex, social feedback, value representation, stimulant use disorder
- MeSH terms
- Adult, Brain Mapping, Female, Humans, Interpersonal Relations, Magnetic Resonance Imaging, Male, Middle Aged, Reward, Social Perception, Prefrontal Cortex, Cocaine-Related Disorders
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review