The DOI matches its Crossref record; 41 of the 41 references it cites were found in a registry or an index.
Neural response to reward anticipation is modulated by Gray's impulsivity
Abstract
According to the Reinforcement Sensitivity Theory (RST), Gray's dimension of impulsivity, reflecting human trait reward sensitivity, determines the extent to which stimuli activate the Behavioural Approach System (BAS). The potential neural underpinnings of the BAS, however, remain poorly understood. In the present study, we examined the association between Gray's impulsivity as defined by the RST and event-related fMRI BOLD-response to anticipation of reward in twenty healthy human subjects in brain regions previously associated with reward processing. Anticipation of reward during a Monetary Incentive Delay Task elicited activation in key components of the human reward circuitry such as the ventral striatum, the amygdala and the orbitofrontal cortex. Interindividual differences in Gray's impulsivity accounted for a significant amount of variance of the reward-related BOLD-response in the ventral striatum and the orbitofrontal cortex. Specifically, higher trait reward sensitivity was associated with increased activation in response to cues indicating potential reward. Extending previous evidence, here we show that variance in functional brain activation during anticipation of reward is attributed to interindividual differences regarding Gray's dimension of impulsivity. Thus, trait reward sensitivity contributes to the modulation of responsiveness in major components of the human reward system which thereby display a core property of the BAS. Generally, fostering our understanding of the neural underpinnings of the association of reward-related interindividual differences in affective traits might aid researchers in quest for custom-tailored treatments of psychiatric disorders, further disentangling the complex relationship between personality traits, emotion, and health.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
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?
In the citing paper
“Additionally, experimental data suggest an association between risky and impulsive behavior, which is characteristic of ADHD,14–16 and dopamine release or dopamine-dependent BOLD response to rewards in the striatum.11,17–20”
From Striatal sensitivity during reward processing in attention-deficit/hyperactivity disorder (2012) · cites this paper as [19]
In the citing paper
“First, there is a positive association between trait impulsivity or reward-related impulsivity and neural activation in the striatum following reward-predicting cues19,20,22 in healthy adult samples”
From Striatal sensitivity during reward processing in attention-deficit/hyperactivity disorder (2012) · cites this paper as [19]
Citations
Cites
Carver, C. S., & White, T. L. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.67.2.319 · Cited by 7,306
Gray, J. A. (1982) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00013066 · Cited by 4,477
Effect of COMT Val 108/158 Met genotype on frontal lobe function and risk for schizophrenia
Egan, M. F., Goldberg, T. E., Kolachana, B. S., Callicott, J. H., Mazzanti, C. M., Straub, R. E., Goldman, D. A., & Weinberger, D. R. (2001) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.111134598 · Cited by 2,416
Anticipation of Increasing Monetary Reward Selectively Recruits Nucleus Accumbens
Knutson, B., Adams, C. M., Fong, G. W., & Hommer, D. (2001) · The Journal of Neuroscience · doi:10.1523/jneurosci.21-16-j0002.2001 · Cited by 2,244
Depue, R. A., & Collins, P. F. (1999) · Behavioral and Brain Sciences · doi:10.1017/s0140525x99002046 · Cited by 2,046
Torrubia, R., Ávila, C., Moltó, J., & Caseras, X. (2001) · Personality and Individual Differences · doi:10.1016/s0191-8869(00)00183-5 · Cited by 1,348
CORRELATION CALCULATED FROM FAULTY DATA
Spearman, C. (1910) · British Journal of Psychology 1904-1920 · doi:10.1111/j.2044-8295.1910.tb00206.x · Cited by 1,215
Encoding Predictive Reward Value in Human Amygdala and Orbitofrontal Cortex
Gottfried, J. A., O'Doherty, J., & Dolan, R. J. (2003) · Science · doi:10.1126/science.1087919 · Cited by 1,165
Neural responses during anticipation of a primary taste reward
O'Doherty, J. P., Deichmann, R., Critchley, H. D., & Dolan, R. J. (2002) · Neuron · doi:10.1016/s0896-6273(02)00603-7 · Cited by 1,076
Dissociated neural representations of intensity and valence in human olfaction
Anderson, A. K., Christoff, K., Stappen, I., Panitz, D., Ghahremani, D. G., Glover, G., Gabrieli, J. D. E., & Sobel, N. (2003) · Nature Neuroscience · doi:10.1038/nn1001 · Cited by 1,054
Cited by
Sorted by citations
Items 101–136 of 136
Change in motivational bias during treatment predicts outcome in anorexia nervosa
Abber, S. R., Murray, S. M., Brown, C. S., & Wierenga, C. E. (2024) · International Journal of Eating Disorders · doi:10.1002/eat.24156 · Cited by 7
“More broadly, higher BAS (approach) has also been associated with increased ventral/dorsal striatum activation (Beaver et al., 2006; Hahn et al., 2009; Simon et al., 2010), whereas higher BIS (avoidance) is associated with insula and amygdala function (Kennis et al., 2013).”
Gonçalves, S. F., Mauro, K. L., Kinsey-Kerr, M. G., Fuentes, A. G., Thompson, J. C., & Chaplin, T. M. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108371 · Cited by 5
Personality Traits Induce Different Brain Patterns When Processing Social and Valence Information
Hevia-Orozco, J. C., Reyes-Aguilar, A., Hernández-Pérez, R., González-Santos, L., Pasaye, E. H., & Barrios, F. A. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.782754 · Cited by 5
Carroll, A., Damme, K. S. F., Alloy, L. B., Bart, C. P., Ng, T. H., Titone, M. K., Chein, J. M., Cichocki, A. C., Armstrong, C. C., & Nusslock, R. (2022) · NeuroImage Clinical · doi:10.1016/j.nicl.2022.103225 · Cited by 7
“With respect to the NAcc, although fMRI studies have linked impulsive behaviors with NAcc activity (Hahn et al., 2009; Hariri et al., 2006), the volumetric findings are less conclusive (Pan et al., 2021).”
Davis, M., Hill, A. T., Fitzgerald, P. B., Stout, J. C., & Hoy, K. E. (2022) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2022.108426 · Cited by 4
Intrinsic motivational drivers in medical networks from a neuroscientific perspective.
Sohn, S., Ottmann, S., & Schöffski, O. (2011) · Journal of Neuroscience Psychology and Economics · doi:10.1037/a0025017 · Cited by 4
Archer, T., & Bright, P. (2012) · InTech eBooks · doi:10.5772/22915 · Cited by 3
“Hahn et al. (2009) studied the relationship, in 20 healthy subjects, between impulsiveness, according to Gray’s notions, and event-related fMRI BOLD-response to reward anticipation in brain regions associated with reward processing.”
BackgroundLou, J., Tian, X., Sun, Y., Xian, J., Lei, W., Wang, M., & Liu, B. (2025) · Translational Psychiatry · doi:10.1038/s41398-025-03687-8 · Cited by 5
“The BAS, links to dopaminergic pathways and the nucleus accumbens, controls reward processing and goal-directed behavior [18, 19].”
White matter tracts alterations underpinning reward and conflict processing
Mallahzadeh, A., Shafie, M., Tahvilian, M., Sadeghi, M., Moslemian, G., Barzin, P., Bemanalizadeh, M., Mayeli, M., & Aarabi, M. H. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.03.070 · Cited by 2
Bennett, M., Kiiski, H. S. M., Cao, Z., Farina, F. R., Knight, R., Sweeney, A., Roddy, D. W., Kelly, C. A. M., & Whelan, R. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/817973 · Cited by 2
“These latter 96 studies instead report a relative VS hyperactivity in individuals with elevated ADHD 97 symptoms (26, 27).”
BackgroundThe Neural Substrates of Individual Differences in Reward Sensitivity in Mental Health
Zald, D. H., & Dennis, N. J. (2025) · Springer eBooks · doi:10.1007/978-3-031-77967-1_6 · Cited by 1
Raeder, R., Arora, M., Bertocci, M. A., Chase, H. W., Skeba, A. S., Bebko, G. M., Aslam, H. A., Graur, S., Benjamin, O. E., Wang, Y., et al. (2026) · Molecular Psychiatry · doi:10.1038/s41380-026-03528-0 · Cited by 1
Reward Network Activations of Win Versus Loss in a Monetary Gambling Task
Kamarajan, C., Ardekani, B. A., Pandey, A. K., Pandey, G., Kinreich, S., Kuang, W., Meyers, J. L., & Porjesz, B. (2025) · Behavioral Sciences · doi:10.3390/bs15080994 · Cited by 1
Imanparvar, S., & Ghasemi, M. (2016) · Modern Applied Science · doi:10.5539/mas.v10n10p75 · Cited by 1
JeongHoJin, Kang, E., & HEE, K. J. (2017) · 한국심리학회지: 인지 및 생물 · doi:10.22172/cogbio.2017.29.2.001 · Cited by 1
Petropoulos, A. (2010) · QSpace (Queen's University Library) · Cited by 1
Cao, Z., Roddy, D. W., Sweeney, A., Whelan, R., Kelly, C. A. M., Kiiski, H. S. M., Bennett, M., Knight, R., & Farina, F. R. (2019) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.17605/osf.io/k4hqz · Cited by 1
Rosell‐Negre, P., Bustamante, J. C., Costumero, V., Fuentes‐Claramonte, P., Ventura‐Campos, N., Loscertales, A. R. B., & Rivera, C. Á. (2015) · Àgora de salut · doi:10.6035/agorasalut.2015.1.1
심경옥, & Chun, W. Y. (2015) · 한국심리학회지: 인지 및 생물 · doi:10.22172/cogbio.2015.27.3.004
Mcmurray, M. V. (2016) · Digital Commons - University of South Florida (University of South Florida)
The effects of perceived controllability on decision making and affective processing
Cho, C. (2017) · doi:10.7282/t3gf0xfx
“People with high sensitivity for reward exhibit a tendency to engage in goaldirected behavior and to experience pleasure when exposed to reward cues (Carver & White, 1994; Gard, Gard, Kring, & John, 2006), and recruit reward-processing brain regions (Beaver et al., 2006; Hahn et al., 2009).”
BackgroundValpied, J. (2018) · Minerva Access (University of Melbourne)
Exploring personality: the impact of impulsivity on decision making and reward processing
Berman, T. (2019) · UVic’s Research and Learning Repository (University of Victoria)
Moallemi, S., Sahahbakhsh, B., Bakhshani, N., & Salaridargi, Z. (2021) · Annals of Military and Health Sciences Research · doi:10.5812/amh.109130
Interindividuelle Unterschiede der Impulsivität und Impulskontrolle
Nerenberg, L. (2013) · doi:10.53846/goediss-3793
An examination of how reward associations differentially facilitate and impair Stroop performancePreprint
Pitchford, B., & Arnell, K. M. (2022) · PsyArXiv (OSF Preprints) · doi:10.31234/osf.io/36gp7
Mania and Bipolar Spectrum Disorders
Gruber, J., Cosgrove, V. E., Dodd, A., Dutra, S. J., Hinshaw, S. P., Ibonie, S. G., Kahawage, P. N., Meyer, T. D., Murray, G., Nusslock, R., et al. (2023) · Oxford University Press eBooks · doi:10.1093/med-psych/9780197542521.003.0010 · Cited by 1
Polek, N., Subramanian, Ł., Sękowski, M., Sikorska, M., Mularczyk, P., Łysoniewski, W., Marcysiak, A., Mruzek, T., Kiełbasiewicz, M., & Zawadzka, K. (2026) · International Journal of Innovative Technologies in Social Science · doi:10.31435/ijitss.2(50).2026.5459
Subacute effects of ketamine on neural correlates of reward processing
Briem, E., Stöhrmann, P., Dörl, G., Milz, C., Schlosser, G., Klöbl, M., Reed, M., Atger, M., Schmidt, C., Graf, S., et al. (2026) · Translational Psychiatry · doi:10.1038/s41398-026-04485-6
Metadata
- Authors
- Hahn, T., Dresler, T., Ehlis, A.-C., Plichta, M. M., Heinzel, S., Polak, T., Lesch, K.-P., Breuer, F., Jakob, P. M., & Fallgatter, A. J.
- Affiliations
- University of Würzburg (DE)
- MRB Research Center for Magnetic Resonance Bavaria (DE)
- Corresponding author
- Hahn, Tim
- ORCID
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2009-07
- Volume
- 46
- Issue
- 4
- Pages
- 1148-1153
- ISSN
- 1053-8119 (ISSN-L)
- OpenAlex
- W1973808229
- Cited by
- 136
- References
- 39
- Citations by year
- 2026: 3 · 2025: 3 · 2024: 3 · 2023: 3 · 2022: 8 · 2021: 3 · 2020: 4 · 2019: 8 · 2018: 5 · 2017: 9 · 2016: 13 · 2015: 12 · 2014: 15 · 2013: 14 · 2012: 10
- FWCI
- 5.32
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Deutsche Forschungsgemeinschaft
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Social Sciences › Psychology › Clinical Psychology › Gambling Behavior and Treatments
- Keywords
- reward anticipation, Reinforcement Sensitivity Theory, Behavioural Approach System, ventral striatum, orbitofrontal cortex, amygdala, monetary incentive delay task, individual differences, personality traits, reward processing
- MeSH terms
- Brain, Brain Mapping, Emotions, Female, Humans, Image Interpretation, Computer-Assisted, Impulsive Behavior, Magnetic Resonance Imaging, Male, Neuropsychological Tests, Reward, Sex Factors
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