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Keidel K, Lu X, Suzuki S, Murawski C, Ettinger U. Association of temporal discounting with transdiagnostic symptom dimensions. NPJ MENTAL HEALTH RESEARCH 2024; 3:13. [PMID: 38627606 PMCID: PMC11021403 DOI: 10.1038/s44184-024-00060-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 02/15/2024] [Indexed: 04/19/2024]
Abstract
Temporal discounting (TD), the tendency to devalue future rewards as a function of delay until receipt, is aberrant in many mental disorders. Identifying symptom patterns and transdiagnostic dimensions associated with TD could elucidate mechanisms responsible for clinically impaired decision-making and facilitate identifying intervention targets. Here, we tested in a general population sample (N = 731) the extent to which TD was related to different symptom patterns and whether effects of time framing (dates/delay units) and monetary magnitude (large/small) had particularly strong effects in people scoring higher on specific symptom patterns. Analyses revealed that TD was related to symptom patterns loading on anxious-depression and inattention-impulsivity-overactivity dimensions. Moreover, TD was lower in the date than the delay version and with higher magnitudes, especially in people scoring higher on the inattention-impulsivity-overactivity dimension. Overall, this study provides evidence for TD as a transdiagnostic process across affective and impulsivity-related dimensions. Future studies should test framing interventions in clinical populations characterized by impulsivity.Preregistration: This research was preregistered at https://osf.io/fg9sc .
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Affiliation(s)
- Kristof Keidel
- Department of Psychology, University of Bonn, Bonn, Germany
- Centre for Brain, Mind and Markets, Department of Finance, The University of Melbourne, Carlton, Vic, Australia
| | - Xiaping Lu
- Centre for Brain, Mind and Markets, Department of Finance, The University of Melbourne, Carlton, Vic, Australia
| | - Shinsuke Suzuki
- Centre for Brain, Mind and Markets, Department of Finance, The University of Melbourne, Carlton, Vic, Australia
- Faculty of Social Data Science, Hitotsubashi University, Tokyo, Japan
- HIAS Brain Research Center, Hitotsubashi University, Tokyo, Japan
| | - Carsten Murawski
- Centre for Brain, Mind and Markets, Department of Finance, The University of Melbourne, Carlton, Vic, Australia
| | - Ulrich Ettinger
- Department of Psychology, University of Bonn, Bonn, Germany.
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Moro AS, Saccenti D, Seccia A, Ferro M, Malgaroli A, Lamanna J. Poke And Delayed Drink Intertemporal Choice Task (POKE-ADDICT): An open-source behavioral apparatus for intertemporal choice testing in rodents. Animal Model Exp Med 2023; 6:619-626. [PMID: 38082507 PMCID: PMC10757207 DOI: 10.1002/ame2.12366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 11/17/2023] [Indexed: 12/31/2023] Open
Abstract
Advancements in neuroscience research present opportunities and challenges, requiring substantial resources and funding. To address this, we describe here "Poke And Delayed Drink Intertemporal Choice Task (POKE-ADDICT)", an open-source, versatile, and cost-effective apparatus for intertemporal choice testing in rodents. This allows quantification of delay discounting (DD), a cross-species phenomenon observed in decision making which provides valuable insights into higher-order cognitive functioning. In DD, the subjective value of a delayed reward is reduced as a function of the delay for its receipt. Using our apparatus, we implemented an effective intertemporal choice paradigm for the quantification of DD based on an adjusting delayed amount (ADA) algorithm using mango juice as a reward. Our paradigm requires limited training, a few 3D-printed parts and inexpensive electrical components, including a Raspberry Pi control unit. Furthermore, it is compatible with several in vivo procedures and the use of nose pokes instead of levers allows for faster task learning. Besides the main application described here, the apparatus can be further extended to implement other behavioral tests and protocols, including standard operant conditioning. In conclusion, we describe a versatile and cost-effective design based on Raspberry Pi that can support research in animal behavior, decision making and, more specifically, delay discounting.
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Affiliation(s)
- Andrea Stefano Moro
- Department of PsychologySigmund Freud UniversityMilanItaly
- Center for Behavioral Neuroscience and Communication (BNC)Vita‐Salute San Raffaele UniversityMilanItaly
- Transcranial Magnetic Stimulation Unit, Italian Psychotherapy ClinicsMilanItaly
| | - Daniele Saccenti
- Department of PsychologySigmund Freud UniversityMilanItaly
- Transcranial Magnetic Stimulation Unit, Italian Psychotherapy ClinicsMilanItaly
| | - Alessia Seccia
- Center for Behavioral Neuroscience and Communication (BNC)Vita‐Salute San Raffaele UniversityMilanItaly
| | - Mattia Ferro
- Department of PsychologySigmund Freud UniversityMilanItaly
- Center for Behavioral Neuroscience and Communication (BNC)Vita‐Salute San Raffaele UniversityMilanItaly
- Transcranial Magnetic Stimulation Unit, Italian Psychotherapy ClinicsMilanItaly
| | - Antonio Malgaroli
- Center for Behavioral Neuroscience and Communication (BNC)Vita‐Salute San Raffaele UniversityMilanItaly
- Faculty of PsychologyVita‐Salute San Raffaele UniversityMilanItaly
- San Raffaele Turro, IRCCS Ospedale San RaffaeleMilanItaly
| | - Jacopo Lamanna
- Center for Behavioral Neuroscience and Communication (BNC)Vita‐Salute San Raffaele UniversityMilanItaly
- Faculty of PsychologyVita‐Salute San Raffaele UniversityMilanItaly
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3
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Amlung M. Errors in Data Set and Effect Sizes for 1 Study Included in Meta-analysis of Delay Discounting as a Transdiagnostic Process in Psychiatric Disorders. JAMA Psychiatry 2023; 80:95. [PMID: 36383398 DOI: 10.1001/jamapsychiatry.2022.3739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Affiliation(s)
- Michael Amlung
- Peter Boris Centre for Addictions Research, St Joseph's Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada.,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada.,Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence
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4
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Decreased Empathy Response to Other's Pain in Parents of Children With Autism Spectrum Disorder. J Nerv Ment Dis 2022; 210:468-473. [PMID: 35472086 DOI: 10.1097/nmd.0000000000001525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
We aimed to investigate pain empathy ability and self-reported empathy among parents of children with autism spectrum disorder (ASD). Twenty-four parents of children with ASD and 26 parents of typically developing children completed the Empathy Quotient (EQ) self-report scale and responded to painful or neutral images during an empathy-for-pain paradigm test. Parents of children with ASD had lower EQ scores, lower accuracy, and longer reaction time (RT) for pain empathy task response (all p < 0.05) compared with controls. There was a negative relationship between cognitive empathy, social skills, total EQ scores, and RT of response in parents of children with ASD. Our findings indicate that self-reported empathy deficits and decreased empathy response to the sight of others' pain in parents of children with ASD are part of a broader autistic phenotype.
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Bartolomeo LA, Chapman HC, Raugh IM, Strauss GP. Delay discounting in youth at clinical high-risk for psychosis and adults with schizophrenia. Psychol Med 2021; 51:1898-1905. [PMID: 32248851 DOI: 10.1017/s0033291720000677] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
BACKGROUND Schizophrenia (SZ) is typically preceded by a prodromal (i.e. pre-illness) period characterized by attenuated positive symptoms and declining functional outcome. Negative symptoms are prominent among individuals at clinical high-risk (CHR) for psychosis (i.e. those with prodromal syndromes) and highly predictive of conversion to illness. Mechanisms underlying negative symptoms in the CHR population are unclear. Two studies were conducted to evaluate whether abnormalities in a reward processing mechanism thought to be core to negative symptoms in SZ, value representation, also exist in CHR individuals and whether they are associated with negative symptoms transphasically. METHODS Study 1 included 33 individuals in the chronic phase of illness who have been diagnosed with schizophrenia or schizoaffective disorder (SZ) and 40 healthy controls (CN). Study 2 included 37 CHR participants and 45 CN. In both studies, participants completed the delay discounting (DD) task as a measure of value representation and the Brief Negative Symptom Scale was rated to measure negative symptoms. RESULTS Results indicated that patients with SZ had steeper discounting rates than CN, indicating impairments in value representation. However, CHR participants were unimpaired on the DD task. In both studies, steeper discounting was associated with greater severity of negative symptoms. CONCLUSIONS These findings suggest that deficits in value representation are associated with negative symptoms transphasically.
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Affiliation(s)
| | | | - Ian M Raugh
- Department of Psychology, University of Georgia, USA
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Jia L, Liu Z, Cui J, Ding Q, Ye J, Liu L, Xu H, Wang Y. Future thinking is related to lower delay discounting than recent thinking, regardless of the magnitude of the reward, in individuals with schizotypy. AUSTRALIAN PSYCHOLOGIST 2021. [DOI: 10.1111/ap.12460] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Lu‐xia Jia
- Neuropsychology and Applied Cognitive Neuroscience Lab, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, China,
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China,
| | - Zhe Liu
- Teachers' College, Beijing Union University, Beijing, China,
| | - Ji‐fang Cui
- Research Center for Information and Statistics, National Institute of Education Sciences, Beijing, China,
| | - Qing‐yu Ding
- Teachers' College, Beijing Union University, Beijing, China,
| | - Jun‐yan Ye
- Neuropsychology and Applied Cognitive Neuroscience Lab, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, China,
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China,
| | - Lu‐lu Liu
- Brain and Mind Centre, University of Sydney, Sydney, New South Wales, Australia,
- School of Psychology, University of Sydney, Sydney, New South Wales, Australia,
| | - Hua Xu
- Teachers' College, Beijing Union University, Beijing, China,
| | - Ya Wang
- Neuropsychology and Applied Cognitive Neuroscience Lab, CAS Key Laboratory of Mental Health, Institute of Psychology, Beijing, China,
- Department of Psychology, University of Chinese Academy of Sciences, Beijing, China,
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Wang L, Wu X, Ji GJ, Xiao G, Xu F, Yan Y, Wu Y, Xi C, Chen X, Wang K. Better modulation for risk decision-making after optimized magnetic stimulation. J Neurosci Res 2021; 99:858-871. [PMID: 33617027 DOI: 10.1002/jnr.24772] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 11/10/2020] [Accepted: 11/23/2020] [Indexed: 01/20/2023]
Abstract
Traditional repetitive transcranial magnetic stimulation can only produce a significant but weak effect on the cortex while theta burst stimulation (TBS), a patterned accelerated form of stimulation, can produce a stronger poststimulation effect, which may improve decision-making abilities. We designed a comparative assessment of the effect of intermittent TBS (iTBS), 20 Hz, in two risk decision-making tasks on healthy controls. Participants were randomized and assigned to the iTBS (n = 29), 20 Hz (n = 29), or sham (n = 29) groups. The effects of the different methods of left dorsolateral prefrontal cortex stimulation on risk decision-making functions were compared based on subjects' performance in the Game of Dice Task (GDT) and Risky Gains Task (RGT). The main indicators were positive and negative feedback utilization rates of GDT and RGT. Both iTBS and 20 Hz stimulation resulted in significant improvements upon negative feedback in the GDT, with increases in safe options and reductions in risky options; iTBS stimulation increased subjects' use of positive feedback in the GDT and RGT (all p < 0.05). Furthermore, the iTBS group had a stronger feedback risk reduction effect than the 20 Hz or sham group following RGT negative feedback (p < 0.05). Individuals would integrate positive and negative information more efficiently, leading to them making rational choices after excitatory transcranial magnetic stimulation. Moreover, iTBS has a stronger risk reduction effect following negative feedback than the 20Hz stimulation did. In summary, iTBS might have clinical value in decision promotion.
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Affiliation(s)
- Lu Wang
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Xingqi Wu
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Gong-Jun Ji
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China.,Department of Medical Psychology, Chaohu Clinical Medical College, Anhui Medical University, Hefei, China
| | - Guixian Xiao
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Feifei Xu
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China.,Department of Medical Psychology, Chaohu Clinical Medical College, Anhui Medical University, Hefei, China
| | - Yibing Yan
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Yang Wu
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China.,Department of Medical Psychology, Chaohu Clinical Medical College, Anhui Medical University, Hefei, China
| | - Chunhua Xi
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Department of Neurology, The Third Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Xingui Chen
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Kai Wang
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China.,Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China.,Collaborative Innovation Center of Neuropsychiatric Disorders and Mental Health, Hefei, China.,Department of Medical Psychology, Chaohu Clinical Medical College, Anhui Medical University, Hefei, China
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Wang H, Lesh TA, Maddock RJ, Fassbender C, Carter CS. Delay discounting abnormalities are seen in first-episode schizophrenia but not in bipolar disorder. Schizophr Res 2020; 216:200-206. [PMID: 31902558 PMCID: PMC7239725 DOI: 10.1016/j.schres.2019.11.063] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2019] [Revised: 10/27/2019] [Accepted: 11/30/2019] [Indexed: 01/08/2023]
Abstract
Delay discounting (DD) is the phenomenon of individuals discounting future rewards as a function of time. It has been studied extensively in chronic schizophrenia (SZ) and the results of these studies have been variable. Comorbidity in chronic samples could be one reason for the mixed findings and studies in first-episode (FE) samples are surprisingly lacking. Bipolar disorder (BP) which shares some genetic and symptom features with SZ could serve as an interesting comparison group for DD but has been underexplored. Here we present the first study that combines FE SZ, FE BP with psychotic features, as well as healthy controls and study DD with two versions of the task. We found that SZ showed steeper discounting than HC and BP on the well-validated Kirby DD task. SZ showed no difference than HC on a separate DD task with smaller rewards presented with decimal places and shorter delays. As a preliminary finding, DD was found to be positively related to positive symptoms in FE SZ, while no relationship was found between negative symptoms and DD. In addition, we found comparable DD in BP compared to HC. Ultimately, our data may help elucidate the psychopathology in SZ and BP during intertemporal decision making.
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Affiliation(s)
- Huan Wang
- Department of Psychiatry, University of California, Davis, Davis, CA, USA.
| | - Tyler A. Lesh
- Department of Psychiatry, University of California, Davis, Davis, California, USA
| | - Richard J. Maddock
- Department of Psychiatry, University of California, Davis, Davis, California, USA
| | - Catherine Fassbender
- Department of Psychiatry, University of California, Davis, Davis, California, USA
| | - Cameron S. Carter
- Department of Psychiatry, University of California, Davis, Davis, California, USA,Corresponding author: Huan Wang () or Cameron S. Carter ()
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Geng Z, Wu X, Wang L, Zhou S, Tian Y, Wang K, Wei L. Reduced delayed reward selection by Alzheimer’s disease and mild cognitive impairment patients during intertemporal decision-making. J Clin Exp Neuropsychol 2020; 42:298-306. [PMID: 31914851 DOI: 10.1080/13803395.2020.1711873] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Affiliation(s)
- Zhi Geng
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
| | - Xingqi Wu
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
| | - Lu Wang
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
| | - Shanshan Zhou
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
- Collaborative Innovation Centre of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Yanghua Tian
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
- Collaborative Innovation Centre of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Kai Wang
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
- Collaborative Innovation Centre of Neuropsychiatric Disorders and Mental Health, Hefei, China
| | - Ling Wei
- Department of Neurology, the First Affiliated Hospital of Anhui Medical University, Hefei, China
- Anhui Province Key Laboratory of Cognition and Neuropsychiatric Disorders, Hefei, China
- Collaborative Innovation Centre of Neuropsychiatric Disorders and Mental Health, Hefei, China
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Amlung M, Marsden E, Holshausen K, Morris V, Patel H, Vedelago L, Naish KR, Reed DD, McCabe RE. Delay Discounting as a Transdiagnostic Process in Psychiatric Disorders: A Meta-analysis. JAMA Psychiatry 2019; 76:1176-1186. [PMID: 31461131 PMCID: PMC6714026 DOI: 10.1001/jamapsychiatry.2019.2102] [Citation(s) in RCA: 189] [Impact Index Per Article: 37.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
IMPORTANCE Delay discounting is a behavioral economic index of impulsive preferences for smaller-immediate or larger-delayed rewards that is argued to be a transdiagnostic process across health conditions. Studies suggest some psychiatric disorders are associated with differences in discounting compared with controls, but null findings have also been reported. OBJECTIVE To conduct a meta-analysis of the published literature on delay discounting in people with psychiatric disorders. DATA SOURCES PubMed, MEDLINE, PsycInfo, Embase, and Web of Science databases were searched through December 10, 2018. The psychiatric keywords used were based on DSM-IV or DSM-5 diagnostic categories. Collected data were analyzed from December 10, 2018, through June 1, 2019. STUDY SELECTION Following a preregistered Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) protocol, 2 independent raters reviewed titles, abstracts, and full-text articles. English-language articles comparing monetary delay discounting between participants with psychiatric disorders and controls were included. DATA EXTRACTION AND SYNTHESIS Hedges g effect sizes were computed and random-effects models were used for all analyses. Heterogeneity statistics, one-study-removed analyses, and publication bias indices were also examined. MAIN OUTCOMES AND MEASURES Categorical comparisons of delay discounting between a psychiatric group and a control group. RESULTS The sample included 57 effect sizes from 43 studies across 8 diagnostic categories. Significantly steeper discounting for individuals with a psychiatric disorder compared with controls was observed for major depressive disorder (Hedges g = 0.37; P = .002; k = 7), schizophrenia (Hedges g = 0.46; P = .004; k = 12), borderline personality disorder (Hedges g = 0.60; P < .001; k = 8), bipolar disorder (Hedges g = 0.68; P < .001; k = 4), bulimia nervosa (Hedges g = 0.41; P = .001; k = 4), and binge-eating disorder (Hedges g = 0.34; P = .001; k = 7). In contrast, anorexia nervosa exhibited statistically significantly shallower discounting (Hedges g = -0.30; P < .001; k = 10). Modest evidence of publication bias was indicated by a statistically significant Egger test for schizophrenia and at the aggregate level across studies. CONCLUSIONS AND RELEVANCE Results of this study appear to provide empirical support for delay discounting as a transdiagnostic process across most of the psychiatric disorders examined; the literature search also revealed limited studies in some disorders, notably posttraumatic stress disorder, which is a priority area for research.
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Affiliation(s)
- Michael Amlung
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Emma Marsden
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada
| | - Katherine Holshausen
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
| | - Vanessa Morris
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada
| | - Herry Patel
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada
| | - Lana Vedelago
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada
| | - Katherine R. Naish
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada
| | - Derek D. Reed
- Department of Applied Behavioral Science, University of Kansas, Lawrence, Kansas,Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, Kansas
| | - Randi E. McCabe
- Peter Boris Centre for Addictions Research, St Joseph’s Healthcare Hamilton, McMaster University, Hamilton, Ontario, Canada,Department of Psychiatry and Behavioural Neurosciences, McMaster University, Hamilton, Ontario, Canada
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