1
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Lara MK, Chitre AS, Chen D, Johnson BB, Nguyen K, Cohen KA, Muckadam SA, Lin B, Ziegler S, Beeson A, Sanches TM, Solberg Woods LC, Polesskaya O, Palmer AA, Mitchell SH. Genome-wide association study of delay discounting in Heterogeneous Stock rats. GENES, BRAIN, AND BEHAVIOR 2024; 23:e12909. [PMID: 39119916 PMCID: PMC11310854 DOI: 10.1111/gbb.12909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 06/27/2024] [Accepted: 07/18/2024] [Indexed: 08/10/2024]
Abstract
Delay discounting refers to the behavioral tendency to devalue rewards as a function of their delay in receipt. Heightened delay discounting has been associated with substance use disorders and multiple co-occurring psychopathologies. Human and animal genetic studies have established that delay discounting is heritable, but only a few associated genes have been identified. We aimed to identify novel genetic loci associated with delay discounting through a genome-wide association study (GWAS) using Heterogeneous Stock (HS) rats, a genetically diverse outbred population derived from eight inbred founder strains. We assessed delay discounting in 650 male and female HS rats using an adjusting amount procedure in which rats chose between smaller immediate sucrose rewards or a larger reward at various delays. Preference switch points were calculated and both exponential and hyperbolic functions were fitted to these indifference points. Area under the curve (AUC) and the discounting parameter k of both functions were used as delay discounting measures. GWAS for AUC, exponential k, and one indifference point identified significant loci on chromosomes 20 and 14. The gene Slc35f1, which encodes a member of the solute carrier family, was the sole gene within the chromosome 20 locus. That locus also contained an eQTL for Slc35f1, suggesting that heritable differences in the expression might be responsible for the association with behavior. Adgrl3, which encodes a latrophilin subfamily G-protein coupled receptor, was the sole gene within the chromosome 14 locus. These findings implicate novel genes in delay discounting and highlight the need for further exploration.
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Affiliation(s)
- Montana Kay Lara
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Apurva S. Chitre
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Denghui Chen
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Benjamin B. Johnson
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Khai‐Minh Nguyen
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Katarina A. Cohen
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Sakina A. Muckadam
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Bonnie Lin
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Shae Ziegler
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Angela Beeson
- Department of Internal Medicine, Wake Forest School of MedicineWake Forest UniversityWinston‐SalemNorth CarolinaUSA
| | - Thiago M. Sanches
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Leah C. Solberg Woods
- Department of Internal Medicine, Wake Forest School of MedicineWake Forest UniversityWinston‐SalemNorth CarolinaUSA
| | - Oksana Polesskaya
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Abraham A. Palmer
- Department of PsychiatryUniversity of California San DiegoLa JollaCaliforniaUSA
- Institute for Genomic MedicineUniversity of California San DiegoLa JollaCaliforniaUSA
| | - Suzanne H. Mitchell
- Department of Behavioral Neuroscience, Psychiatry, the Oregon Institute of Occupational Health SciencesOregon Health & Science UniversityPortlandOregonUSA
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2
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Martinez CA, Pantazopoulos H, Gisabella B, Stephens ET, Garteiser J, Del Arco A. Choice impulsivity after repeated social stress is associated with increased perineuronal nets in the medial prefrontal cortex. Sci Rep 2024; 14:7093. [PMID: 38528075 DOI: 10.1038/s41598-024-57599-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2024] [Accepted: 03/20/2024] [Indexed: 03/27/2024] Open
Abstract
Repeated stress can predispose to substance abuse. However, behavioral and neurobiological adaptations that link stress to substance abuse remain unclear. This study investigates whether intermittent social defeat (ISD), a stress protocol that promotes drug-seeking behavior, alters intertemporal decision-making and cortical inhibitory function in the medial prefrontal cortex (mPFC). Male long evans rats were trained in a delay discounting task (DDT) where rats make a choice between a fast (1 s) small reward (1 sugar pellet) and a large reward (3 sugar pellets) that comes with a time delay (10 s or 20 s). A decreased preference for delayed rewards was used as an index of choice impulsivity. Rats were exposed to ISD and tested in the DDT 24 h after each stress episode, and one- and two-weeks after the last stress episode. Immunohistochemistry was performed in rat's brains to evaluate perineuronal nets (PNNs) and parvalbumin GABA interneurons (PV) labeling as markers of inhibitory function in mPFC. ISD significantly decreased the preference for delayed large rewards in low impulsive, but not high impulsive, animals. ISD also increased the density of PNNs in the mPFC. These results suggest that increased choice impulsivity and cortical inhibition predispose animals to seek out rewards after stress.
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Affiliation(s)
| | - Harry Pantazopoulos
- Department of Psychiatry and Human Behavior, Medical School, University of Mississippi Medical Center, Jackson, MS, USA
| | - Barbara Gisabella
- Department of Psychiatry and Human Behavior, Medical School, University of Mississippi Medical Center, Jackson, MS, USA
| | - Emily T Stephens
- Department of Psychiatry and Human Behavior, Medical School, University of Mississippi Medical Center, Jackson, MS, USA
| | - Jacob Garteiser
- Department of Psychiatry and Human Behavior, Medical School, University of Mississippi Medical Center, Jackson, MS, USA
| | - Alberto Del Arco
- HESRM, School of Applied Sciences, University of Mississippi, Oxford, MS, USA.
- Department of Psychiatry and Human Behavior, Medical School, University of Mississippi Medical Center, Jackson, MS, USA.
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3
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Finkenstaedt M, Biedermann D, Schröder J, Mazinan RG, Fuss J, Biedermann SV. Delay discounting of protected sex and compulsive sexual behavior in women with borderline personality disorder. J Behav Addict 2024; 13:250-261. [PMID: 38329531 PMCID: PMC10988410 DOI: 10.1556/2006.2024.00003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 10/23/2023] [Accepted: 01/12/2024] [Indexed: 02/09/2024] Open
Abstract
Background and aims Borderline personality disorder (BPD) is a complex mental health condition characterized by emotional dysregulation, impulsivity, and unstable interpersonal relationships. Some individuals with BPD regularly engage in sexual risk behavior such as unprotected sex and are at higher risk of contracting sexually transmitted infections. This study investigates discounting of condom- or dental dam-protected sex in women with BPD compared with a control group. Methods Data were collected from 40 women diagnosed with BPD and 40 healthy controls with an average age of 27.28 years (SD = 6.14) using the Sexual Delay Discounting Task (SDT), the Borderline Symptom List-23 (BSL-23), and the Compulsive Sexual Behavior Disorder Scale-19 (CSBD-19). Results Women with BPD were less likely to use an immediately available condom or dental dam and more likely to discount safer sex than controls. Partner desirability and the perceived STI risk influenced the participants' likelihood of having protected sex. Women with BPD showed more symptoms of compulsive sexual behavior (CSB) than controls. However, sexual delay discounting was not significantly correlated with borderline symptoms or CSB in the BPD group. Discussion and conclusions These findings contribute to our understanding of sexual impulsivity in women with BPD and highlight the omission and delayed availability of safety measures as important contributors to sexual risk behavior and STI risk in women. Impulsive sexual behavior, as well as the accompanying sexual health concerns, should receive special attention in the treatment of women with BPD.
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Affiliation(s)
- Maja Finkenstaedt
- Institute of Forensic Psychiatry and Sex Research, Center for Translational Neuro- and Behavioral Sciences, University of Duisburg-Essen, Essen, Germany
- Social and Emotional Neuroscience, Department of Psychiatry and Psychotherapy, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Daniel Biedermann
- Institute of Forensic Psychiatry and Sex Research, Center for Translational Neuro- and Behavioral Sciences, University of Duisburg-Essen, Essen, Germany
- Social and Emotional Neuroscience, Department of Psychiatry and Psychotherapy, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Johanna Schröder
- Institute for Clinical Psychology and Psychotherapy, Department for Psychology, Medical School Hamburg, Hamburg, Germany
| | - Rose Gholami Mazinan
- Social and Emotional Neuroscience, Department of Psychiatry and Psychotherapy, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Johannes Fuss
- Institute of Forensic Psychiatry and Sex Research, Center for Translational Neuro- and Behavioral Sciences, University of Duisburg-Essen, Essen, Germany
| | - Sarah V. Biedermann
- Social and Emotional Neuroscience, Department of Psychiatry and Psychotherapy, Center of Psychosocial Medicine, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
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Ishiwari K, King CP, Martin CD, Tripi JA, George AM, Lamparelli AC, Chitre AS, Polesskaya O, Richards JB, Solberg Woods LC, Gancarz AM, Palmer AA, Dietz DM, Mitchell SH, Meyer PJ. Environmental enrichment promotes adaptive responding during tests of behavioral regulation in male heterogeneous stock rats. Sci Rep 2024; 14:4182. [PMID: 38378969 PMCID: PMC10879139 DOI: 10.1038/s41598-024-53943-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 02/06/2024] [Indexed: 02/22/2024] Open
Abstract
Organisms must regulate their behavior flexibly in the face of environmental challenges. Failure can lead to a host of maladaptive behavioral traits associated with a range of neuropsychiatric disorders, including attention deficit hyperactivity disorder, autism, and substance use disorders. This maladaptive dysregulation of behavior is influenced by genetic and environmental factors. For example, environmental enrichment produces beneficial neurobehavioral effects in animal models of such disorders. The present study determined the effects of environmental enrichment on a range of measures related to behavioral regulation using a large cohort of male, outbred heterogeneous stock (HS) rats as subjects. Subjects were reared from late adolescence onwards either in pairs in standard housing with minimal enrichment (n = 200) or in groups of 16 in a highly enriched environment consisting of a large multi-level cage filled with toys, running wheels, and shelters (n = 64). Rats were subjected to a battery of tests, including: (i) locomotor response to novelty, (ii) light reinforcement, (iii) social reinforcement, (iv) reaction time, (v) a patch-depletion foraging test, (vi) Pavlovian conditioned approach, (vii) conditioned reinforcement, and (viii) cocaine conditioned cue preference. Results indicated that rats housed in the enriched environment were able to filter out irrelevant stimuli more effectively and thereby regulate their behavior more efficiently than standard-housing rats. The dramatic impact of environmental enrichment suggests that behavioral studies using standard housing conditions may not generalize to more complex environments that may be more ethologically relevant.
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Affiliation(s)
- Keita Ishiwari
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY, USA
| | - Christopher P King
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
- Department of Psychology, University at Buffalo, Buffalo, NY, 14260, USA
| | - Connor D Martin
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | - Jordan A Tripi
- Department of Psychology, University at Buffalo, Buffalo, NY, 14260, USA
| | - Anthony M George
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | | | - Apurva S Chitre
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Jerry B Richards
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | - Leah C Solberg Woods
- Department of Internal Medicine, Molecular Medicine, Center on Diabetes, Obesity and Metabolism, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Amy M Gancarz
- Department of Psychology, California State University, Bakersfield, CA, USA
| | - Abraham A Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - David M Dietz
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY, USA
| | - Suzanne H Mitchell
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, USA
- Department of Psychiatry, Oregon Health & Science University, Portland, OR, USA
- Oregon Institute for Occupational Health Sciences, Oregon Health & Science University, Portland, OR, USA
| | - Paul J Meyer
- Department of Psychology, University at Buffalo, Buffalo, NY, 14260, USA.
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5
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Lara MK, Chitre AS, Chen D, Johnson BB, Nguyen KM, Cohen KA, Muckadam SA, Lin B, Ziegler S, Beeson A, Sanches T, Solberg Woods LC, Polesskaya O, Palmer AA, Mitchell SH. Genome-wide association study of delay discounting in Heterogenous Stock rats. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.12.12.570851. [PMID: 38168347 PMCID: PMC10760013 DOI: 10.1101/2023.12.12.570851] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Delay discounting refers to the behavioral tendency to devalue rewards as a function of their delay in receipt. Heightened delay discounting has been associated with substance use disorders, as well as multiple co-occurring psychopathologies. Genetic studies in humans and animal models have established that delay discounting is a heritable trait, but only a few specific genes have been associated with delay discounting. Here, we aimed to identify novel genetic loci associated with delay discounting through a genome-wide association study (GWAS) using Heterogenous Stock rats, a genetically diverse outbred population derived from eight inbred founder strains. We assessed delay discounting in 650 male and female rats using an adjusting amount procedure in which rats chose between smaller immediate sucrose rewards or a larger reward at variable delays. Preference switch points were calculated for each rat and both exponential and hyperbolic functions were fitted to these indifference points. Area under the curve (AUC) and the discounting parameter k of both functions were used as delay discounting measures. GWAS for AUC, exponential k, and indifference points for a short delay identified significant loci on chromosomes 20 and 14. The gene Slc35f1, which encodes a member of the solute carrier family of nucleoside sugar transporters, was the only gene within the chromosome 20 locus. That locus also contained an eQTL for Slc35f1, suggesting that heritable differences in the expression of that gene might be responsible for the association with behavior. The gene Adgrl3, which encodes a member of the latrophilin family of G-protein coupled receptors, was the only gene within the chromosome 14 locus. These findings implicate novel genes in delay discounting and highlight the need for further exploration.
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Affiliation(s)
- Montana Kay Lara
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Apurva S. Chitre
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Denghui Chen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Benjamin B. Johnson
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Khai-Minh Nguyen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Katarina A. Cohen
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Sakina A. Muckadam
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Bonnie Lin
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Shae Ziegler
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Angela Beeson
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, 27157, USA
| | - Thiago Sanches
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Leah C. Solberg Woods
- Department of Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, 27157, USA
| | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
| | - Abraham A. Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, 92093, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, 92093, USA
| | - Suzanne H. Mitchell
- Departments of Behavioral Neuroscience, Psychiatry, the Oregon Institute of Occupational Health Sciences, Oregon Health & Science University, Portland, OR, 97239 USA
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6
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Sloan ME, Sanches M, Tanabe J, Gowin JL. Delay discounting and family history of psychopathology in children ages 9-11. Sci Rep 2023; 13:21977. [PMID: 38081908 PMCID: PMC10713649 DOI: 10.1038/s41598-023-49148-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Accepted: 12/05/2023] [Indexed: 12/18/2023] Open
Abstract
Delay discounting is a tendency to devalue delayed rewards compared to immediate rewards. Evidence suggests that steeper delay discounting is associated with psychiatric disorders across diagnostic categories, but it is unclear whether steeper delay discounting is a risk factor for these disorders. We examined whether children at higher risk for psychiatric disorders, based on family history, would demonstrate steeper delay discounting behavior using data from the Adolescent Brain Cognitive Development (ABCD) study, a nationally representative sample of 11,878 children. We looked at associations between delay discounting behavior and family history of alcohol problems, drug problems, depression, mania, schizophrenia, and suicidal behavior. Correlations between family history of psychopathology and delay discounting behavior were small, ranging from ρ = - 0.02 to 0.04. In mixed effects models controlled for sociodemographic factors, family history of psychopathology was not associated with steeper delay discounting behavior. Sociodemographic factors played a larger role in predicting delay discounting behavior than family history of psychopathology. These results do not support the hypothesis that children with greater risk for psychopathology display steeper delay discounting behavior.
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Affiliation(s)
- Matthew E Sloan
- Addictions Division, Centre for Addiction and Mental Health, 100 Stokes Street, Toronto, ON, M6J 1H4, Canada.
- Division of Neurosciences and Clinical Translation, Department of Psychiatry, University of Toronto, Toronto, ON, Canada.
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, ON, Canada.
- Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada.
- Department of Psychological Clinical Science, University of Toronto Scarborough, Toronto, ON, Canada.
- Institute of Medical Science, University of Toronto, Toronto, ON, Canada.
- Institute for Mental Health Policy Research, Centre for Addiction and Mental Health, Toronto, ON, Canada.
| | - Marcos Sanches
- Biostatistics Core, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Jody Tanabe
- Department of Radiology, University of Colorado Anschutz Medical Campus, 12700 E. 19th Ave., MSC 279, Aurora, CO, 80045, USA
| | - Joshua L Gowin
- Department of Radiology, University of Colorado Anschutz Medical Campus, 12700 E. 19th Ave., MSC 279, Aurora, CO, 80045, USA.
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7
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Torres TM, Steinhauer SR, Forman SD, Forster SE. Patients with cocaine use disorder exhibit reductions in delay discounting with episodic future thinking cues regardless of incarceration history. Addict Behav Rep 2023; 18:100518. [PMID: 37955039 PMCID: PMC10632774 DOI: 10.1016/j.abrep.2023.100518] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Revised: 10/25/2023] [Accepted: 10/27/2023] [Indexed: 11/14/2023] Open
Abstract
Research examining episodic future thinking (EFT; i.e., imagining oneself in future contexts) in community samples has demonstrated reduced discounting of delayed rewards when personalized event cues are included to prompt EFT related to reward latencies. While this EFT effect was recently demonstrated in individuals with substance use disorders, it is not yet known if it manifests similarly in individuals with and without a significant incarceration history-the latter being at elevated risk for negative outcomes including criminal recidivism. Individuals with cocaine use disorder (n = 35) identified personally-relevant future events and participated in a computerized delay discounting task, involving decisions between smaller immediate rewards or larger delayed rewards with and without EFT cues. Individuals with (n = 19) and without (n = 16) a significant history of incarceration were identified using the Addiction Severity Index-Lite. A significant reduction in discounting rates was observed when event cues were included to promote EFT (p = 0.02); however, there was no main effect of incarceration history on discounting behavior, or interaction between episodic future thinking condition and incarceration history. Results suggest personalized cues included to evoke EFT reduce discounting behavior in individuals with cocaine use disorder, regardless of incarceration history. EFT-based interventions may therefore have promise to reduce impulsive decision-making in individuals with cocaine use disorder with and without a significant history of incarceration, potentially supporting improved outcomes with respect to both substance use and future criminality.
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Affiliation(s)
- Taylor M. Torres
- VA Pittsburgh Healthcare System, VISN 4 Mental Illness Research, Education, & Clinical Center (MIRECC), USA
| | - Stuart R. Steinhauer
- VA Pittsburgh Healthcare System, VISN 4 Mental Illness Research, Education, & Clinical Center (MIRECC), USA
- University of Pittsburgh, Department of Psychiatry, USA
| | - Steven D. Forman
- VA Pittsburgh Healthcare System, VISN 4 Mental Illness Research, Education, & Clinical Center (MIRECC), USA
- University of Pittsburgh, Department of Psychiatry, USA
| | - Sarah E. Forster
- VA Pittsburgh Healthcare System, VISN 4 Mental Illness Research, Education, & Clinical Center (MIRECC), USA
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8
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Jung WH, Kim E. Different topological patterns in structural covariance networks between high and low delay discounters. Front Psychol 2023; 14:1210652. [PMID: 37711326 PMCID: PMC10498536 DOI: 10.3389/fpsyg.2023.1210652] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 08/18/2023] [Indexed: 09/16/2023] Open
Abstract
Introduction People prefer immediate over future rewards because they discount the latter's value (a phenomenon termed "delay discounting," used as an index of impulsivity). However, little is known about how the preferences are implemented in brain in terms of the coordinated pattern of large-scale structural brain networks. Methods To examine this question, we classified high discounting group (HDG) and low discounting group (LDG) in young adults by assessing their propensity for intertemporal choice. We compared global and regional topological properties in gray matter volume-based structural covariance networks between two groups using graph theoretical analysis. Results HDG had less clustering coefficient and characteristic path length over the wide sparsity range than LDG, indicating low network segregation and high integration. In addition, the degree of small-worldness was more significant in HDG. Locally, HDG showed less betweenness centrality (BC) in the parahippocampal gyrus and amygdala than LDG. Discussion These findings suggest the involvement of structural covariance network topology on impulsive choice, measured by delay discounting, and extend our understanding of how impulsive choice is associated with brain morphological features.
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Affiliation(s)
- Wi Hoon Jung
- Department of Psychology, Gachon University, Seongnam, Republic of Korea
| | - Euitae Kim
- Department of Psychiatry, Seoul National University College of Medicine, Seoul, Republic of Korea
- Department of Brain and Cognitive Sciences, Seoul National University College of Natural Sciences, Seoul, Republic of Korea
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9
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Ishiwari K, King CP, Martin CD, Tripi JA, George AM, Lamparelli AC, Chitre A, Polesskaya O, Richards JB, Woods LCS, Gancarz A, Palmer AA, Dietz DM, Mitchell SH, Meyer PJ. Environmental enrichment promotes adaptive responding during tests of behavioral regulation in male heterogeneous stock rats. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.06.30.547228. [PMID: 37503161 PMCID: PMC10369912 DOI: 10.1101/2023.06.30.547228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Organisms must regulate their behavior flexibly in the face of environmental challenges. Failure can lead to a host of maladaptive behavioral traits associated with a range of neuropsychiatric disorders, including attention deficit hyperactivity disorder, autism, and substance use disorders. This maladaptive dysregulation of behavior is influenced by genetic and environmental factors. For example, environmental enrichment produces beneficial neurobehavioral effects in animal models of such disorders. The present study determined the effects of environmental enrichment on a range of measures related to behavioral regulation using a large cohort of male, outbred heterogeneous stock (HS) rats as subjects to mimic the genetic variability found in the human population. Subjects were reared from late adolescence onwards either in pairs in standard housing with minimal enrichment (n=200) or in groups of 16 in a highly enriched environment consisting of a large multi-level cage filled with toys, running wheels, and shelters (n=64). Rats were subjected to a battery of tests, including: (i) locomotor response to novelty, (iI) light reinforcement, (iii) social reinforcement, (iv) reaction time, (v) a patch-depletion foraging test, (vi) Pavlovian conditioned approach, (vii) conditioned reinforcement, and (viii) cocaine conditioned cue preference. Results indicated that rats housed in the enriched environment were able to filter out irrelevant stimuli more effectively and thereby regulate their behavior more efficiently than standard-housing rats. The dramatic impact of environmental enrichment suggests that behavioral studies using standard housing conditions may not generalize to more complex environments that may be more ethologically relevant.
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Affiliation(s)
- Keita Ishiwari
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY, USA
| | - Christopher P. King
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
- Department of Psychology, University at Buffalo, Buffalo, NY, USA
| | - Connor D. Martin
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | - Jordan A. Tripi
- Department of Psychology, University at Buffalo, Buffalo, NY, USA
| | - Anthony M. George
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | | | - Apurva Chitre
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Oksana Polesskaya
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
| | - Jerry B. Richards
- Clinical and Research Institute on Addictions, University at Buffalo, Buffalo, NY, USA
| | - Leah C. Solberg Woods
- Department of Internal Medicine, Molecular Medicine, Center on Diabetes, Obesity and Metabolism, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Amy Gancarz
- Department of Psychology, California State University, Bakersfield, Bakersfield, CA, USA
| | - Abraham A. Palmer
- Department of Psychiatry, University of California San Diego, La Jolla, CA, USA
- Institute for Genomic Medicine, University of California San Diego, La Jolla, CA, USA
| | - David M. Dietz
- Department of Pharmacology and Toxicology, University at Buffalo, Buffalo, NY, USA
| | - Suzanne H. Mitchell
- Department of Behavioral Neuroscience, Oregon Health & Science University, Portland, OR, USA
- Department of Psychiatry, Oregon Health & Science University, Portland, OR, USA
- Oregon Institute for Occupational Health Sciences, Oregon Health & Science University, Portland, OR, USA
| | - Paul J. Meyer
- Department of Psychology, University at Buffalo, Buffalo, NY, USA
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10
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Thome J, Pinger M, Durstewitz D, Sommer WH, Kirsch P, Koppe G. Model-based experimental manipulation of probabilistic behavior in interpretable behavioral latent variable models. Front Neurosci 2023; 16:1077735. [PMID: 36699538 PMCID: PMC9868576 DOI: 10.3389/fnins.2022.1077735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2022] [Accepted: 12/14/2022] [Indexed: 01/11/2023] Open
Abstract
Introduction Interpretable latent variable models that probabilistically link behavioral observations to an underlying latent process have increasingly been used to draw inferences on cognition from observed behavior. The latent process usually connects experimental variables to cognitive computation. While such models provide important insights into the latent processes generating behavior, one important aspect has often been overlooked. They may also be used to generate precise and falsifiable behavioral predictions as a function of the modeled experimental variables. In doing so, they pinpoint how experimental conditions must be designed to elicit desired behavior and generate adaptive experiments. Methods These ideas are exemplified on the process of delay discounting (DD). After inferring DD models from behavior on a typical DD task, the models are leveraged to generate a second adaptive DD task. Experimental trials in this task are designed to elicit 9 graded behavioral discounting probabilities across participants. Models are then validated and contrasted to competing models in the field by assessing the ouf-of-sample prediction error. Results The proposed framework induces discounting probabilities on nine levels. In contrast to several alternative models, the applied model exhibits high validity as indicated by a comparably low prediction error. We also report evidence for inter-individual differences with respect to the most suitable models underlying behavior. Finally, we outline how to adapt the proposed method to the investigation of other cognitive processes including reinforcement learning. Discussion Inducing graded behavioral frequencies with the proposed framework may help to highly resolve the underlying cognitive construct and associated neuronal substrates.
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Affiliation(s)
- Janine Thome
- Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Mathieu Pinger
- Department of Clinical Psychology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Daniel Durstewitz
- Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,Faculty of Physics and Astronomy, Heidelberg University, Heidelberg, Germany
| | - Wolfgang H. Sommer
- Institute of Psychopharmacology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Peter Kirsch
- Department of Clinical Psychology, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,Institute of Psychology, Heidelberg University, Heidelberg, Germany
| | - Georgia Koppe
- Department of Theoretical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,Department of Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany,*Correspondence: Georgia Koppe,
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11
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Downey H, Haynes JM, Johnson HM, Odum AL. Deprivation Has Inconsistent Effects on Delay Discounting: A Review. Front Behav Neurosci 2022; 16:787322. [PMID: 35221945 PMCID: PMC8867822 DOI: 10.3389/fnbeh.2022.787322] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 01/11/2022] [Indexed: 11/15/2022] Open
Abstract
Delay discounting, the tendency for outcomes to be devalued as they are more temporally remote, has implications as a target for behavioral interventions. Because of these implications, it is important to understand how different states individuals may face, such as deprivation, influence the degree of delay discounting. Both dual systems models and state-trait views of delay discounting assume that deprivation may result in steeper delay discounting. Despite early inconsistencies and mixed results, researchers have sometimes asserted that deprivation increases delay discounting, with few qualifications. The aim of this review was to determine what empirical effect, if any, deprivation has on delay discounting. We considered many kinds of deprivation, such as deprivation from sleep, drugs, and food in humans and non-human animals. For 23 studies, we analyzed the effect of deprivation on delay discounting by computing effect sizes for the difference between delay discounting in a control, or baseline, condition and delay discounting in a deprived state. We discuss these 23 studies and other relevant studies found in our search in a narrative review. Overall, we found mixed effects of deprivation on delay discounting. The effect may depend on what type of deprivation participants faced. Effect sizes for deprivation types ranged from small for sleep deprivation (Hedge's gs between −0.21 and 0.07) to large for opiate deprivation (Hedge's gs between 0.42 and 1.72). We discuss possible reasons why the effect of deprivation on delay discounting may depend on deprivation type, including the use of imagined manipulations and deprivation intensity. The inconsistency in results across studies, even when comparing within the same type of deprivation, indicates that more experiments are needed to reach a consensus on the effects of deprivation on delay discounting. A basic understanding of how states affect delay discounting may inform translational efforts.
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Affiliation(s)
- Haylee Downey
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
- Translational Biology Medicine and Health Graduate Program, Virginia Tech, Blacksburg, VA, United States
| | - Jeremy M. Haynes
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
| | - Hannah M. Johnson
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
| | - Amy L. Odum
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
- *Correspondence: Amy L. Odum
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12
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Basso JC, Satyal MK, Athamneh L, Bickel WK. Changes in temporal discounting, hedonic hunger, and food addiction during recovery from substance misuse. Appetite 2022; 169:105834. [PMID: 34871591 PMCID: PMC8790806 DOI: 10.1016/j.appet.2021.105834] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 10/26/2021] [Accepted: 11/30/2021] [Indexed: 02/06/2023]
Abstract
Substance use disorders (SUDs) and obesity are both chronic, relapsing, remitting disorders that arise from a heightened preference for immediate-focused rewards (i.e., steep temporal discounting). During recovery from SUDs, overweight and obese outcomes are common as individuals may replace drug rewards for food rewards. However, little has been done to investigate the neuropsychological processes underlying food reward and addiction in individuals recovering from SUDs. Using data collected from the International Quit and Recovery Registry and Amazon Mechanical Turk, we aimed to elucidate the factors that influence the attraction to palatable foods in a population in recovery from substance misuse (n = 114) as well as a population with no history of substance misuse (n = 97). We hypothesized that individuals in recovery from substance misuse would have steeper temporal discounting, an increased drive for palatable foods (i.e., hedonic hunger), and greater food addiction symptoms than non-substance users. Contrary to our hypotheses, we found that individuals in recovery from SUDs show improved outcomes in temporal discounting, hedonic hunger, and food addiction symptoms. Moreover, recovery status and temporal discounting significantly predicted these outcomes. Our findings suggest that the enhanced executive control processes needed for successful SUD recovery may transfer to other reward-related processes such as food reward and consumption. Interventions targeted at improving executive function including episodic future thinking, meditation, or exercise, may be excellent ways to support a successful recovery and improve other reward-related processes, including food consumption, to decrease the risk of overweight or obese outcomes during recovery.
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Affiliation(s)
- Julia C Basso
- Addiction Recovery Research Center, Fralin Biomedical Research Institute at VTC, 2 Riverside Circle, Roanoke, VA, USA; Center for Transformative Research on Health Behaviors, Fralin Biomedical Research Institute at VTC, 1 Riverside Circle, Roanoke, VA, USA; Department of Human Nutrition, Foods and Exercise, Virginia Tech, 1981, Kraft Dr., Blacksburg, VA, USA
| | - Medha K Satyal
- Graduate Program in Translational Biology, Medicine, and Health, Virginia Tech, 1981, Kraft Dr., Blacksburg, VA, USA
| | - Liqa Athamneh
- Addiction Recovery Research Center, Fralin Biomedical Research Institute at VTC, 2 Riverside Circle, Roanoke, VA, USA
| | - Warren K Bickel
- Addiction Recovery Research Center, Fralin Biomedical Research Institute at VTC, 2 Riverside Circle, Roanoke, VA, USA; Center for Transformative Research on Health Behaviors, Fralin Biomedical Research Institute at VTC, 1 Riverside Circle, Roanoke, VA, USA.
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13
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The sooner the better: clinical and neural correlates of impulsive choice in Tourette disorder. Transl Psychiatry 2021; 11:560. [PMID: 34732691 PMCID: PMC8566507 DOI: 10.1038/s41398-021-01691-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 10/15/2021] [Accepted: 10/20/2021] [Indexed: 12/25/2022] Open
Abstract
Reward sensitivity has been suggested as one of the central pathophysiological mechanisms in Tourette disorder. However, the subjective valuation of a reward by introduction of delay has received little attention in Tourette disorder, even though it has been suggested as a trans-diagnostic feature of numerous neuropsychiatric disorders. We aimed to assess delay discounting in Tourette disorder and to identify its brain functional correlates. We evaluated delayed discounting and its brain functional correlates in a large group of 54 Tourette disorder patients and 31 healthy controls using a data-driven approach. We identified a subgroup of 29 patients with steeper reward discounting, characterised by a higher burden of impulse-control disorders and a higher level of general impulsivity compared to patients with normal behavioural performance or to controls. Reward discounting was underpinned by resting-state activity of a network comprising the orbito-frontal, cingulate, pre-supplementary motor area, temporal and insular cortices, as well as ventral striatum and hippocampus. Within this network, (i) lower connectivity of pre-supplementary motor area with ventral striatum predicted a higher impulsivity and a steeper reward discounting and (ii) a greater connectivity of pre-supplementary motor area with anterior insular cortex predicted steeper reward discounting and more severe tics. Overall, our results highlight the heterogeneity of the delayed reward processing in Tourette disorder, with steeper reward discounting being a marker of burden in impulsivity and impulse control disorders, and the pre-supplementary motor area being a hub region for the delay discounting, impulsivity and tic severity.
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14
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On the Appropriate Measure to Estimate Hyperbolic Discounting Rate (K) using the Method of Least Squares. Perspect Behav Sci 2021; 44:667-682. [DOI: 10.1007/s40614-021-00306-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/02/2021] [Indexed: 10/20/2022] Open
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15
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Rafei P, Rezapour T, Bickel WK, Ekhtiari H. Imagining the Future to Reshape the Past: A Path to Combine Cue Extinction and Memory Reconsolidation With Episodic Foresight for Addiction Treatment. Front Psychiatry 2021; 12:692645. [PMID: 34366921 PMCID: PMC8333691 DOI: 10.3389/fpsyt.2021.692645] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Accepted: 06/15/2021] [Indexed: 11/13/2022] Open
Affiliation(s)
- Parnian Rafei
- Department of Psychology, Faculty of Psychology and Education, University of Tehran, Tehran, Iran
- Iranian National Center for Addiction Studies, Tehran University of Medical Sciences, Tehran, Iran
| | - Tara Rezapour
- Department of Cognitive Psychology, Institute of Cognitive Sciences Studies, Tehran, Iran
| | - Warren K. Bickel
- Addiction Recovery Research Center, Center for Transformative Research on Health Behaviors, Fralin Biomedical Research Institute at Virginia Tech Carilion, Roanoke, VA, United States
| | - Hamed Ekhtiari
- Laureate Institute for Brain Research, Tulsa, OK, United States
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16
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Chen Z, Becker B, Qin P, Lei W, Chen J, Liu P, Lin T, Zhang C, Zhang R, Wang M, Xu T, Yang Y, Feng P, Feng T. Neural networks during delay discounting as trans-disease marker: A meta-analytical review. J Psychiatr Res 2021; 139:62-70. [PMID: 34044265 DOI: 10.1016/j.jpsychires.2021.05.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 04/13/2021] [Accepted: 05/01/2021] [Indexed: 11/30/2022]
Abstract
Delay discounting reflects a devaluation of delayed long-term benefits but pursuing immediate rewards. Higher discounting rates (h-DR) are found ubiquitous in many diseases and unhealthy conditions, particularly in addiction disorder (AD), attention-deficit/hyperactivity disorder (ADHD), and obesity. Thus, h-DR was considered to be a common benchmark across many diseases facilitating to understand one disease to relevant others, which was called trans-disease process. However, the common and specific neural biomarkers associated with this process has not yet been studied well. We performed a voxel-wise task-related neuroimaging meta-analysis to clarify the neural pattern of trans-disease process across AD, ADHD and obesity. We recruited 19 eligible papers, including 9 AD papers (154 patients), 6 ADHD papers (106 patients) and 4 obesity studies (94 patients). Neuroimaging meta-analysis demonstrated the presence of neural biomarkers of trans-disease process: these patients showed inadequate brain response in caudate, ventromedial and dorsolateral prefrontal cortex (dlPFC) than do of healthy controls (HCs). Disease-specific neural patterns were also found, with prominent hypoactivation in parahippocampal-striatum network for AD, hyperactivation in dopamine-projection striatum network for ADHD and decreased activity in dorsal anterior cingulate cortex and dlPFC for obesity. This study provided robust evidence to reveal the neural substrates of trans-disease process, as well further promoted the triple brain network model in favor of the theoretical developments of these neuropsychiatric disorders.
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Affiliation(s)
- Zhiyi Chen
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, China
| | - Benjamin Becker
- The Clinical Hospital of the Chengdu Brain Science Institute, Key Laboratory for Neuroinformation, University of Electronic Science and Technology of China, Chengdu, Sichuan, China
| | - Pengmin Qin
- Center for Studies of Psychological Applications, Guangdong Key Laboratory of Mental Health and Cognitive Science, School of Psychology, South China Normal University, Guangzhou, Guangdong, China
| | - Wei Lei
- Psychiatry Department, Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China
| | - Jing Chen
- Psychiatry Department, Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China
| | - Peiwei Liu
- Department of Psychology, University of Florida, Gainesville, USA
| | - Tian Lin
- Department of Psychology, University of Florida, Gainesville, USA
| | - Chenyan Zhang
- Cognitive Psychology Unit, The Institute of Psychology, Faculty of Social and Behavioural Sciences, Leiden University, Leiden, Netherlands
| | - Rong Zhang
- Faculty of Psychology, Southwest University, Chongqing, China
| | - Mengmeng Wang
- School of Business and Management, Shanghai International Studies University, China
| | - Ting Xu
- Faculty of Psychology, Southwest University, Chongqing, China
| | - Yaqi Yang
- Faculty of Psychology, Southwest University, Chongqing, China
| | - Pan Feng
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, China
| | - Tingyong Feng
- Faculty of Psychology, Southwest University, Chongqing, China; Key Laboratory of Cognition and Personality, Ministry of Education, China.
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17
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Keidel K, Rramani Q, Weber B, Murawski C, Ettinger U. Individual Differences in Intertemporal Choice. Front Psychol 2021; 12:643670. [PMID: 33935897 PMCID: PMC8085593 DOI: 10.3389/fpsyg.2021.643670] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 03/08/2021] [Indexed: 11/23/2022] Open
Abstract
Intertemporal choice involves deciding between smaller, sooner and larger, later rewards. People tend to prefer smaller rewards that are available earlier to larger rewards available later, a phenomenon referred to as temporal or delay discounting. Despite its ubiquity in human and non-human animals, temporal discounting is subject to considerable individual differences. Here, we provide a critical narrative review of this literature and make suggestions for future work. We conclude that temporal discounting is associated with key socio-economic and health-related variables. Regarding personality, large-scale studies have found steeper temporal discounting to be associated with higher levels of self-reported impulsivity and extraversion; however, effect sizes are small. Temporal discounting correlates negatively with future-oriented cognitive styles and inhibitory control, again with small effect sizes. There are consistent associations between steeper temporal discounting and lower intelligence, with effect sizes exceeding those of personality or cognitive variables, although socio-demographic moderator variables may play a role. Neuroimaging evidence of brain structural and functional correlates is not yet consistent, neither with regard to areas nor directions of effects. Finally, following early candidate gene studies, recent Genome Wide Association Study (GWAS) approaches have revealed the molecular genetic architecture of temporal discounting to be more complex than initially thought. Overall, the study of individual differences in temporal discounting is a maturing field that has produced some replicable findings. Effect sizes are small-to-medium, necessitating future hypothesis-driven work that prioritizes large samples with adequate power calculations. More research is also needed regarding the neural origins of individual differences in temporal discounting as well as the mediating neural mechanisms of associations of temporal discounting with personality and cognitive variables.
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Affiliation(s)
- Kristof Keidel
- Department of Psychology, University of Bonn, Bonn, Germany
- Department of Finance, The University of Melbourne, Melbourne, VIC, Australia
| | - Qëndresa Rramani
- Center for Economics and Neuroscience, University of Bonn, Bonn, Germany
- Institute of Experimental Epileptology and Cognition Research, University of Bonn, Bonn, Germany
| | - Bernd Weber
- Center for Economics and Neuroscience, University of Bonn, Bonn, Germany
- Institute of Experimental Epileptology and Cognition Research, University of Bonn, Bonn, Germany
| | - Carsten Murawski
- Department of Finance, The University of Melbourne, Melbourne, VIC, Australia
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