Dose-response effects of d-amphetamine on effort-based decision-making and reinforcement learning
Open accessAbstract
Effort-related decision-making and reward learning are both dopamine-dependent, but preclinical research suggests they depend on different dopamine signaling dynamics. Therefore, the same dose of a dopaminergic medication could have differential effects on effort for reward vs. reward learning. However, no study has tested how effort and reward learning respond to the same dopaminergic medication within subjects. The current study aimed to test the effect of therapeutic doses of d-amphetamine on effort for reward and reward learning in the same healthy volunteers. Participants (n = 30) completed the Effort Expenditure for Reward Task (EEfRT) measure of effort-related decision-making, and the Probabilistic Reward Task (PRT) measure of reward learning, under placebo and two doses of d-amphetamine (10 mg, and 20 mg). Secondarily, we examined whether the individual characteristics of baseline working memory and willingness to exert effort for reward moderated the effects of d-amphetamine. d-Amphetamine increased willingness to exert effort, particularly at low to intermediate expected values of reward. Computational modeling analyses suggested this was due to decreased effort discounting rather than probability discounting or decision consistency. Both baseline effort and working memory emerged as moderators of this effect, such that d-amphetamine increased effort more in individuals with lower working memory and lower baseline effort, also primarily at low to intermediate expected values of reward. In contrast, d-amphetamine had no significant effect on reward learning. These results have implications for treatment of neuropsychiatric disorders, which may be characterized by multiple underlying reward dysfunctions.
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In the current review, the cognitive enhancing effects of AMP extended to learning and long-term verbal memory, although results were inconsistent.
“the current review showed that the cognitive enhancing effects of AMP can also extend to impulse control (de Wit et al., 2002; Dolder et al., 2018), non‐verbal intelligence (Mattay et al., 1996) and learning and long‐term verbal memory (Barch & Carter, 2005; Breitenstein et al., 2006; Soder et al., 2021; Whiting et al., 2007, 2008; Zeeuws et al., 2010a, 2010b; Zeeuws & Soetens, 2007).”
From Systematic reviews of the acute effects of amphetamine on working memory and other cognitive performances in healthy individuals, with a focus on the potential influence of personality traits (2023) · cites this paper as Soder et al., 2021
The Discussion (page unavailable) reports that d-amphetamine did not significantly affect reward learning, contrary to citing this study as evidence of enhanced learning. The paper addresses reward learning, not long-term verbal memory, so it cannot establish that part of the claim. (LLM, conf=0.83)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredAMP (10 and 20 mg) influences willingness to exert effort based on baseline WM, improving willingness in individuals with lower WM.
“a recent study reported that AMP (10 and 20 mg) influences willingness to exert effort based on baseline WM, improving willingness in individuals with lower WM”
From Systematic reviews of the acute effects of amphetamine on working memory and other cognitive performances in healthy individuals, with a focus on the potential influence of personality traits (2023) · cites this paper as Soder et al., 2021
The Moderators section reports that both 10 mg and 20 mg d-amphetamine increased hard-task choices in participants with lower baseline working memory, but chiefly at low to intermediate expected reward values. It also states that working memory did not moderate the drug’s overall effect on willingness to exert effort. The claim omits that condition and could imply an overall effect. (LLM, conf=0.86)
Experimental — accuracy not yet measured
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Self-citation
- Authors
- Soder, H. E., Cooper, J. A., Lopez-Gamundi, P., Hoots, J. K., Nunez, C., Lawlor, V. M., Lane, S. D., Treadway, M. T., & Wardle, M. C.
- Affiliations
- The University of Texas Health Science Center at Houston (US)
- Emory University (US)
- Institut d'Investigació Biomédica de Bellvitge (ES)
- University of Illinois Chicago (US)
- Corresponding author
- Treadway, Michael T.
- Wardle, Margaret C.
- ORCID
- Venue
- Neuropsychopharmacology
- Published
- 2020-07-28
- Volume
- 46
- Issue
- 6
- Pages
- 1078-1085
- ISSN
- 0893-133X (ISSN-L)
- 1740-634X
- PMC
- PMC8115674
- OpenAlex
- W3045658886
- Cited by
- 61
- References
- 68
- Citations by year
- 2026: 8 · 2025: 11 · 2024: 11 · 2023: 12 · 2022: 15 · 2021: 4
- FWCI
- 3.55
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Neuropsychopharmacology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- U.S. Department of Health & Human Services | NIH | National Institute on Drug Abuse (F32DA048542)
- U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (F32MH115692, R01MH108605, R00MH105305)
- "la Caixa" Foundation (LCF/BQ/DI19/11730047)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurotransmitter Receptor Influence on Behavior
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Keywords
- d-amphetamine, effort-based decision making, effort discounting, reward learning, reinforcement learning, dopamine, probabilistic reward task, working memory, computational modeling, dose-response relationship, neuropsychiatric disorders
- MeSH terms
- Decision Making, Dextroamphetamine, Humans, Motivation, Reinforcement, Psychology, Reward
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