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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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Reyna VF, Müller SM, Edelson SM. Critical tests of fuzzy trace theory in brain and behavior: uncertainty across time, probability, and development. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2023; 23:746-772. [PMID: 36828988 PMCID: PMC9957613 DOI: 10.3758/s13415-022-01058-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 12/22/2022] [Indexed: 02/26/2023]
Abstract
Uncertainty permeates decisions from the trivial to the profound. Integrating brain and behavioral evidence, we discuss how probabilistic (varied outcomes) and temporal (delayed outcomes) uncertainty differ across age and individuals; how critical tests adjudicate between theories of uncertainty (prospect theory and fuzzy-trace theory); and how these mechanisms might be represented in the brain. The same categorical gist representations of gains and losses account for choices and eye-tracking data in both value-allocation (add money to gambles) and risky-choice tasks, disconfirming prospect theory and confirming predictions of fuzzy-trace theory. The analysis is extended to delay discounting and disambiguated choices, explaining hidden-zero effects that similarly turn on categorical distinctions between some gain and no gain, certain gain and uncertain gain, gain and loss, and now and later. Bold activation implicates dorsolateral prefrontal and posterior parietal cortices in gist strategies that are not just one tool in a grab-bag of cognitive options but rather are general strategies that systematically predict behaviors across many different tasks involving probabilistic and temporal uncertainty. High valuation (e.g., ventral striatum; ventromedial prefrontal cortex) and low executive control (e.g., lateral prefrontal cortex) contribute to risky and impatient choices, especially in youth. However, valuation in ventral striatum supports reward-maximizing and gist strategies in adulthood. Indeed, processing becomes less "rational" in the sense of maximizing gains and more noncompensatory (eye movements indicate fewer tradeoffs) as development progresses from adolescence to adulthood, as predicted. Implications for theoretically predicted "public-health paradoxes" are discussed, including gist versus verbatim thinking in drug experimentation and addiction.
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Affiliation(s)
| | - Silke M. Müller
- Department General Psychology: Cognition, University of Duisburg-Essen, Duisburg, Germany
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Rodriguez-Moreno DV, Cycowicz YM, Figner B, Wang Z, He X, Geronazzo-Alman L, Sun X, Cheslack-Postava K, Bisaga A, Hoven CW, Amsel LV. Delay discounting and neurocognitive correlates among inner city adolescents with and without family history of substance use disorder. Dev Cogn Neurosci 2021; 48:100942. [PMID: 33751954 PMCID: PMC8010627 DOI: 10.1016/j.dcn.2021.100942] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 03/05/2021] [Accepted: 03/08/2021] [Indexed: 11/18/2022] Open
Abstract
Adolescents with a family history (FH+) of substance use disorder (SUD) are at a greater risk for SUD, suggested to be partly due to the transmission of behavioral impulsivity. We used a delay discounting task to compare impulsivity in decision-making and its associated brain functioning among FH+ and FH - minority adolescents. Participants chose between Smaller Sooner (SS) and Larger Later (LL) rewards. The SS was available immediately (Now trials) or in the future (Not-Now trials), allowing for greater differentiation between impulsive decisions. The FH+ group showed greater impatience by responding SS more frequently than the FH - group, only on the Now trials, and even when the relative reward differences (RRD) increased. Surprisingly, there were no differences in brain activity between the groups. Combined, the groups showed greater reward activity during the Now vs. Not-Now trials in medial prefrontal/anterior cingulate, posterior cingulate, precuneus, and inferior frontal gyrus (i.e., an immediacy effect). As the RRD increased activation in the reward network decreased, including the striatum, possibly reflecting easy decision-making. These results indicate that risk for SUD, seen behaviorally among FH+ adolescents, may not yet be associated with discernable brain changes, suggesting that early intervention has the potential to reduce this risk.
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Affiliation(s)
| | - Yael M Cycowicz
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States.
| | - Bernd Figner
- Behavioural Science Institute and Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Zhishun Wang
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
| | - Xiaofu He
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
| | - Lupo Geronazzo-Alman
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
| | - Xiaoxiao Sun
- Department of Psychiatry, Columbia University, New York, NY, United States; Department of Bioengineering, Columbia University, New York, NY, United States
| | - Keely Cheslack-Postava
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
| | - Adam Bisaga
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
| | - Christina W Hoven
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States; Department of Epidemiology, Mailman School of Public Health, Columbia University, New York, NY, United States
| | - Lawrence V Amsel
- New York State Psychiatric Institute, New York, NY, United States; Department of Psychiatry, Columbia University, New York, NY, United States
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Loganathan K, Lv J, Cropley V, Ho ETW, Zalesky A. Associations Between Delay Discounting and Connectivity of the Valuation-control System in Healthy Young Adults. Neuroscience 2020; 452:295-310. [PMID: 33242540 DOI: 10.1016/j.neuroscience.2020.11.026] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2020] [Revised: 11/05/2020] [Accepted: 11/13/2020] [Indexed: 01/04/2023]
Abstract
The process of valuation assists in determining if an object or course of action is rewarding. Delay discounting is the observed decay of a rewards' subjective value over time. Encoding the subjective value of rewards across a spectrum has been attributed to brain regions belonging to the valuation and executive control systems. The valuation system (VS) encodes reward value over short and long delays, influencing reinforcement learning and reward representation. The executive control system (ECS) becomes more active as choice difficulty increases, integrating contextual and mnemonic information with salience signals in the modulation of decision-making. Here, we aimed to identify resting-state functional connectivity-based patterns of the VS and ECS correlated with value-setting and delay discounting (outside-scanner paradigm) in a large (n = 992) cohort of healthy young adults from the Human Connectome Project (HCP). Results suggest the VS may be involved in value-setting of small, immediate rewards while the ECS may be involved in value-setting and delay discounting for large and small rewards over a range of delays. We observed magnitude sensitive connections involving the posterior cingulate cortex, time-sensitive connections with the ventromedial and lateral prefrontal cortex while connections involving the posterior parietal cortex appeared both magnitude- and time-sensitive. The ventromedial prefrontal cortex and posterior parietal cortex could act as "comparator" regions, weighing the value of small rewards against large rewards across various delay duration to aid in decision-making.
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Affiliation(s)
- Kavinash Loganathan
- Centre for Intelligent Signal & Imaging Research, Universiti Teknologi PETRONAS, Perak, Malaysia.
| | - Jinglei Lv
- Sydney Imaging & School of Biomedical Engineering, The University of Sydney, Sydney, Australia; Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne & Melbourne Health, Melbourne Australia; Department of Biomedical Engineering, University of Melbourne, Melbourne, Australia
| | - Vanessa Cropley
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne & Melbourne Health, Melbourne Australia
| | - Eric Tatt Wei Ho
- Centre for Intelligent Signal & Imaging Research, Universiti Teknologi PETRONAS, Perak, Malaysia; Department of Electrical & Electronics Engineering, Universiti Teknologi PETRONAS, Perak, Malaysia
| | - Andrew Zalesky
- Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne & Melbourne Health, Melbourne Australia; Department of Biomedical Engineering, University of Melbourne, Melbourne, Australia
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Cai H, Chen J, Liu S, Zhu J, Yu Y. Brain functional connectome-based prediction of individual decision impulsivity. Cortex 2020; 125:288-298. [PMID: 32113043 DOI: 10.1016/j.cortex.2020.01.022] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2019] [Revised: 01/15/2020] [Accepted: 01/30/2020] [Indexed: 02/07/2023]
Abstract
Extensive neuroimaging research has attempted to identify neural correlates and predictors of decision impulsivity. However, the nature and extent of decision impulsivity-brain association have varied substantially across studies, likely due to small sample sizes, limited image quality, different imaging measurement selections, and non-specific methodologies. The objective of this study was to develop a reliable predictive model of decision impulsivity-brain relationship in a large sample by applying connectome-based predictive modeling (CPM), a recently developed machine learning approach, to whole-brain functional connectivity data ("neural fingerprints"). For 809 healthy young participants from the Human Connectome Project, high-quality resting-state functional MRI data were utilized to construct brain functional connectome and delay discounting test was used to assess decision impulsivity. Then, CPM with leave-one-out cross-validation was conducted to predict individual decision impulsivity from whole-brain functional connectivity. We found that CPM successfully and reliably predicted the delay discounting scores in novel individuals. Moreover, different feature selection thresholds, parcellation strategies and cross-validation approaches did not significantly influence the prediction results. At the neural level, we observed that the decision impulsivity-associated functional networks included brain regions within default-mode, subcortical, somato-motor, dorsal attention, and visual systems, suggesting that decision impulsivity emerges from highly integrated connections involving multiple intrinsic networks. Our findings not only may expand existing knowledge regarding the neural mechanism of decision impulsivity, but also may present a workable route towards translation of brain imaging findings into real-world economic decision-making.
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Affiliation(s)
- Huanhuan Cai
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Jingyao Chen
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Siyu Liu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, China
| | - Jiajia Zhu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
| | - Yongqiang Yu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei, China.
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Modeling Treatment-Related Decision-Making Using Applied Behavioral Economics: Caregiver Perspectives in Temporally-Extended Behavioral Treatments. JOURNAL OF ABNORMAL CHILD PSYCHOLOGY 2020; 48:607-618. [PMID: 31982979 DOI: 10.1007/s10802-020-00619-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
Evidence-based behavioral therapies for children with disruptive and challenging behavior rarely yield immediate improvements in behavior. For caregivers participating in behavioral therapies, the benefits from these efforts are seldom visible until after substantial time commitments. Delays associated with relief from challenging behavior (i.e., improved behavior) can influence how caregivers decide to respond to instances of problem behavior, and in turn, their continued commitment (i.e., integrity, adherence) to treatments that require long-term implementation to produce improvements in child behavior. This study applied delay discounting methods to evaluate how delays affected caregiver preferences related to options for managing their child's behavior. Specifically, methods were designed to evaluate the degree to which caregiver preferences for a more efficacious, recommended approach was affected by delays (i.e., numbers of weeks in treatment). That is, methods evaluated at which point caregivers opted to disregard the optimal, delayed strategy and instead elected to pursue suboptimal, immediate strategies. Results indicated that caregivers regularly discounted the value of the more efficacious treatment, electing to pursue suboptimal approaches when delays associated with the optimal approach grew larger. Caregivers demonstrated similar patterns of suboptimal choice across both clinical (i.e., intervention) and non-clinical (i.e., monetary) types of decisions. These findings are consistent with research that has highlighted temporal preferences as an individual factor that may be relevant to caregiver adherence to long-term evidence-based treatments and encourage the incorporation of behavioral economic methods to better understand caregiver decision-making.
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Manuel AL, Murray NWG, Piguet O. Transcranial direct current stimulation (tDCS) over vmPFC modulates interactions between reward and emotion in delay discounting. Sci Rep 2019; 9:18735. [PMID: 31822732 PMCID: PMC6904687 DOI: 10.1038/s41598-019-55157-z] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2019] [Accepted: 11/20/2019] [Indexed: 12/19/2022] Open
Abstract
Delay discounting requires computing trade-offs between immediate-small rewards and later-larger rewards. Negative and positive emotions shift decisions towards more or less impulsive responses, respectively. Models have conceptualized this trade-off by describing an interplay between “emotional” and “rational” processes, with the former involved during immediate choices and relying on the ventromedial prefrontal cortex (vmPFC), and the latter involved in long-term choices and relying on the dorsolateral prefrontal cortex (dlPFC). Whether stimulation of the vmPFC modulates emotion-induced delay discounting remains unclear. We applied tDCS over the vmPFC in 20 healthy individuals during a delay discounting task following an emotional (positive, negative) or neutral induction. Our results showed that cathodal tDCS increased impulsivity after positive emotions in high impulsivity trials. For low impulsivity trials, anodal tDCS decreased impulsivity following neutral induction compared with emotional induction. Our findings demonstrate that the vmPFC integrates reward and emotion most prominently in situations of increased impulsivity, whereas when higher cognitive control is required the vmPFC appears to be less engaged, possibly due to recruitment of the dlPFC. Understanding how stimulation and emotion influence decision-making at the behavioural and neural levels holds promise to develop interventions to reduce impulsivity.
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Affiliation(s)
- Aurélie L Manuel
- The University of Sydney, School of Psychology, Sydney, Australia. .,The University of Sydney, Brain & Mind Centre, Sydney, Australia. .,ARC Centre of Excellence in Cognition & its Disorders, Sydney, Australia.
| | - Nicholas W G Murray
- The University of Sydney, Brain & Mind Centre, Sydney, Australia.,Macquarie University, School of Psychology, Sydney, Australia
| | - Olivier Piguet
- The University of Sydney, School of Psychology, Sydney, Australia.,The University of Sydney, Brain & Mind Centre, Sydney, Australia.,ARC Centre of Excellence in Cognition & its Disorders, Sydney, Australia
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Anhedonia in Trauma-Exposed Individuals: Functional Connectivity and Decision-Making Correlates. BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2017; 3:959-967. [PMID: 30409390 DOI: 10.1016/j.bpsc.2017.10.008] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/07/2017] [Revised: 10/28/2017] [Accepted: 10/30/2017] [Indexed: 01/04/2023]
Abstract
BACKGROUND Reward processing deficits have been increasingly associated with trauma exposure and are a core feature of posttraumatic stress disorder (PTSD). While altered resting-state functional connectivity (rsFC) of ventral striatal regions, including the nucleus accumbens (NAcc), has been associated with anhedonia in some stress-related disorders, relationships between NAcc rsFC and anhedonia have not previously been investigated in trauma-exposed individuals. Additionally, relationships between anhedonia and reward-related decision making remain unexplored in relation to trauma exposure. We hypothesized that elevated anhedonia would be associated with altered rsFC between NAcc and default mode network regions and with increased delay discounting. METHODS The sample included 51 participants exposed to a DSM-IV PTSD Criterion A event related to community trauma. Participants completed the Clinician Administered PTSD Scale, the Snaith-Hamilton Pleasure Scale, the Beck Depression Inventory, a computerized delay discounting paradigm, and resting-state functional magnetic resonance imaging. rsFC data were analyzed in SPM12 and CONN. RESULTS Higher levels of anhedonia were associated with increased rsFC between seed regions of bilateral NAcc and areas of right dorsomedial prefrontal cortex. This relationship remained significant after accounting for Clinician Administered PTSD Scale total scores, Beck Depression Inventory total scores, or diagnostic group in the regression. Additionally, anhedonia was associated with elevated (increased) delay discounting. CONCLUSIONS Greater anhedonia was related to higher positive connectivity between NAcc and right dorsomedial prefrontal cortex and to increased delay discounting, i.e., greater preference for smaller immediate versus larger delayed rewards. These findings contribute to a growing body of literature emphasizing the importance of anhedonia in trauma-exposed individuals.
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Frost R, McNaughton N. The neural basis of delay discounting: A review and preliminary model. Neurosci Biobehav Rev 2017; 79:48-65. [DOI: 10.1016/j.neubiorev.2017.04.022] [Citation(s) in RCA: 68] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2017] [Revised: 04/20/2017] [Accepted: 04/21/2017] [Indexed: 12/30/2022]
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El Massioui N, Lamirault C, Yagüe S, Adjeroud N, Garces D, Maillard A, Tallot L, Yu-Taeger L, Riess O, Allain P, Nguyen HP, von Hörsten S, Doyère V. Impaired Decision Making and Loss of Inhibitory-Control in a Rat Model of Huntington Disease. Front Behav Neurosci 2016; 10:204. [PMID: 27833538 PMCID: PMC5080295 DOI: 10.3389/fnbeh.2016.00204] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2016] [Accepted: 10/05/2016] [Indexed: 11/13/2022] Open
Abstract
Cognitive deficits associated with Huntington disease (HD) are generally dominated by executive function disorders often associated with disinhibition and impulsivity/compulsivity. Few studies have directly examined symptoms and consequences of behavioral disinhibition in HD and its relation with decision-making. To assess the different forms of impulsivity in a transgenic model of HD (tgHD rats), two tasks assessing cognitive/choice impulsivity were used: risky decision-making with a rat gambling task (RGT) and intertemporal choices with a delay discounting task (DD). To assess waiting or action impulsivity the differential reinforcement of low rate of responding task (DRL) was used. In parallel, the volume as well as cellular activity of the amygdala was analyzed. In contrast to WT rats, 15 months old tgHD rats exhibited a poor efficiency in the RGT task with difficulties to choose advantageous options, a steep DD curve as delays increased in the DD task and a high rate of premature and bursts responses in the DRL task. tgHD rats also demonstrated a concomitant and correlated presence of both action and cognitive/choice impulsivity in contrast to wild type (WT) animals. Moreover, a reduced volume associated with an increased basal cellular activity of the central nucleus of amygdala indicated a dysfunctional amygdala in tgHD rats, which could underlie inhibitory dyscontrol. In conclusion, tgHD rats are a good model for impulsivity disorder that could be used more widely to identify potential pharmacotherapies to treat these invasive symptoms in HD.
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Affiliation(s)
- Nicole El Massioui
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
| | - Charlotte Lamirault
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
| | - Sara Yagüe
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
| | - Najia Adjeroud
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris SaclayOrsay, France; Neuropsychological Unit, Department of Neurology, CHU AngersFrance
| | - Daniel Garces
- The Graduate Center, City University of New York (CUNY) New York, NY, USA
| | - Alexis Maillard
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
| | - Lucille Tallot
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
| | - Libo Yu-Taeger
- Institute of Medical Genetics and Applied Genomics, University of TuebingenTuebingen, Germany; Center for Rare Diseases, University of TuebingenTuebingen, Germany
| | - Olaf Riess
- Institute of Medical Genetics and Applied Genomics, University of TuebingenTuebingen, Germany; Center for Rare Diseases, University of TuebingenTuebingen, Germany
| | - Philippe Allain
- Neuropsychological Unit, Department of Neurology, CHU Angers France
| | - Huu Phuc Nguyen
- Institute of Medical Genetics and Applied Genomics, University of TuebingenTuebingen, Germany; Center for Rare Diseases, University of TuebingenTuebingen, Germany
| | - Stephan von Hörsten
- Experimental Therapy, Franz Penzoldt Center, Friedrich-Alexander University, Erlangen-Nürnberg Germany
| | - Valérie Doyère
- Institut des Neurosciences Paris-Saclay (Neuro-PSI), UMR 9197, Centre National de la Recherche Scientifique (CNRS) Université Paris Sud, Université Paris Saclay Orsay, France
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Coelho S, Guerreiro M, Chester C, Silva D, Maroco J, Paglieri F, de Mendonça A. Delay discounting in mild cognitive impairment. J Clin Exp Neuropsychol 2016; 39:336-346. [DOI: 10.1080/13803395.2016.1226269] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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