1
|
Culbreth AJ, Moran EK, Mahaphanit W, Erickson MA, Boudewyn MA, Frank MJ, Barch DM, MacDonald AW, Ragland JD, Luck SJ, Silverstein SM, Carter CS, Gold JM. A Transdiagnostic Study of Effort-Cost Decision-Making in Psychotic and Mood Disorders. Schizophr Bull 2024; 50:339-348. [PMID: 37901911 PMCID: PMC10919776 DOI: 10.1093/schbul/sbad155] [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] [Indexed: 10/31/2023]
Abstract
BACKGROUND Research suggests that effort-cost decision-making (ECDM), the estimation of work required to obtain reward, may be a relevant framework for understanding motivational impairment in psychotic and mood pathology. Specifically, research has suggested that people with psychotic and mood pathology experience effort as more costly than controls, and thus pursue effortful goals less frequently. This study examined ECDM across psychotic and mood pathology. HYPOTHESIS We hypothesized that patient groups would show reduced willingness to expend effort compared to controls. STUDY DESIGN People with schizophrenia (N = 33), schizoaffective disorder (N = 28), bipolar disorder (N = 39), major depressive disorder (N = 40), and controls (N = 70) completed a physical ECDM task. Participants decided between completing a low-effort or high-effort option for small or larger rewards, respectively. Reward magnitude, reward probability, and effort magnitude varied trial-by-trial. Data were analyzed using standard and hierarchical logistic regression analyses to assess the subject-specific contribution of various factors to choice. Negative symptoms were measured with a clinician-rated interview. STUDY RESULTS There was a significant effect of group, driven by reduced choice of high-effort options in schizophrenia. Hierarchical logistic regression revealed that reduced choice of high-effort options in schizophrenia was driven by weaker contributions of probability information. Use of reward information was inversely associated with motivational impairment in schizophrenia. Surprisingly, individuals with major depressive disorder and bipolar disorder did not differ from controls. CONCLUSIONS Our results provide support for ECDM deficits in schizophrenia. Additionally, differences between groups in ECDM suggest a seemingly similar behavioral phenotype, reduced motivation, could arise from disparate mechanisms.
Collapse
Affiliation(s)
- Adam J Culbreth
- Department of Psychiatry, Maryland Psychiatric Research Center, University of Maryland, School of Medicine, Baltimore, USA
| | - Erin K Moran
- Department of Psychological and Brain Sciences, Washington University in St. Louis, Saint Louis, USA
| | - Wasita Mahaphanit
- Department of Psychological and Brain Sciences, Dartmouth College, Hanover, USA
| | - Molly A Erickson
- Department of Psychiatry and Behavioral Neuroscience, University of Chicago, Chicago, USA
| | - Megan A Boudewyn
- Department of Psychology, University of California, Santa Cruz, USA
| | - Michael J Frank
- Department of Cognitive, Linguistics, and Psychological Sciences, Brown University, Providence, USA
| | - Deanna M Barch
- Department of Psychological and Brain Sciences, Washington University in St. Louis, Saint Louis, USA
- Department of Psychiatry, Washington University School of Medicine, St Louis, USA
- Department of Radiology, Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, USA
| | | | - J Daniel Ragland
- Department of Psychiatry, University of California, Davis, School of Medicine, Davis, USA
| | - Steven J Luck
- Center for Mind and Brain, University of California, Davis, Davis, USA
| | - Steven M Silverstein
- Department of Psychiatry, University of Rochester Medical Center, Rochester, USA
| | - Cameron S Carter
- Department of Psychiatry, University of California, Davis, School of Medicine, Davis, USA
| | - James M Gold
- Department of Psychiatry, Maryland Psychiatric Research Center, University of Maryland, School of Medicine, Baltimore, USA
| |
Collapse
|
2
|
Varma MM, Zhen S, Yu R. Not all discounts are created equal: Regional activity and brain networks in temporal and effort discounting. Neuroimage 2023; 280:120363. [PMID: 37673412 DOI: 10.1016/j.neuroimage.2023.120363] [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: 04/14/2023] [Revised: 08/31/2023] [Accepted: 09/03/2023] [Indexed: 09/08/2023] Open
Abstract
Reward outcomes associated with costs like time delay and effort investment are generally discounted in decision-making. Standard economic models predict rewards associated with different types of costs are devalued in a similar manner. However, our review of rodent lesion studies indicated partial dissociations between brain regions supporting temporal- and effort-based decision-making. Another debate is whether options involving low and high costs are processed in different brain substrates (dual-system) or in the same regions (single-system). This research addressed these issues using coordinate-based, connectivity-based, and activation network-based meta-analyses to identify overlapping and separable neural systems supporting temporal (39 studies) and effort (20 studies) discounting. Coordinate-based activation likelihood estimation and resting-state connectivity analyses showed immediate-small reward and delayed-large reward choices engaged distinct regions with unique connectivity profiles, but their activation network mapping was found to engage the default mode network. For effort discounting, salience and sensorimotor networks supported low-effort choices, while the frontoparietal network supported high-effort choices. There was little overlap between the temporal and effort networks. Our findings underscore the importance of differentiating different types of costs in decision-making and understanding discounting at both regional and network levels.
Collapse
Affiliation(s)
- Mohith M Varma
- Department of Management, Marketing, and Information Systems, Hong Kong Baptist University, Hong Kong, China
| | - Shanshan Zhen
- Department of Social and Behavioural Sciences, City University of Hong Kong, Hong Kong, China.
| | - Rongjun Yu
- Department of Management, Marketing, and Information Systems, Hong Kong Baptist University, Hong Kong, China.
| |
Collapse
|
3
|
Gerritsen CJ, Goldberg JO, Kiang M, Remington G, Foussias G, Eastwood JD. Distinct profiles of psychological and neuropsychological functions underlying goal-directed pursuit in schizophrenia. Aust N Z J Psychiatry 2022; 56:1628-1641. [PMID: 35191327 DOI: 10.1177/00048674221077031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES Several components are known to underlie goal-directed pursuit, including executive, motivational and volitional functions. These were explored in schizophrenia spectrum disorders in order to identify subgroups with distinct profiles. METHODS Multiple executive, motivational and volitional tests were administered to a sample of outpatients with schizophrenia spectrum diagnoses (n = 59) and controls (n = 63). Research questions included whether distinct profiles exist and whether some functions are impacted disproportionately. These questions were addressed via cluster analysis and profile analysis, respectively. RESULTS Some such functions were significantly altered in schizophrenia while others were unaffected. Two distinct profiles emerged, one characterized by energizing deficits, reduced reward sensitivity and few subjective complaints; while another was characterized by markedly increased punishment sensitivity, intact reward sensitivity and substantial subjective reporting of avolitional symptoms and boredom susceptibility. CONCLUSION These findings highlight the importance of considering distinct patterns of strengths and deficits in functions governing goal-directed pursuit in schizophrenia that demarcate identifiable subtypes. These distinctions have implications for treatment, assessment and research.
Collapse
Affiliation(s)
- Cory J Gerritsen
- Campbell Family Mental Health Research Institute, Forensic Early Intervention Service, Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada.,Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Joel O Goldberg
- Department of Psychology, York University, Toronto, ON, Canada
| | - Michael Kiang
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
| | - Gary Remington
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
| | - George Foussias
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada.,Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Toronto, ON, Canada
| | - John D Eastwood
- Department of Psychology, York University, Toronto, ON, Canada
| |
Collapse
|
4
|
Tran T, Spilka MJ, Ruiz I, Strauss GP. Implicit cognitive effort monitoring impairments are associated with expressive negative symptoms in schizophrenia. Schizophr Res 2022; 248:14-20. [PMID: 35907347 DOI: 10.1016/j.schres.2022.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 03/03/2022] [Accepted: 07/10/2022] [Indexed: 10/16/2022]
Abstract
Negative symptoms are a strong predictor of functional impairment in schizophrenia (SZ). Unfortunately, mechanisms underlying negative symptoms are poorly understood and available treatments are minimally effective. The current study evaluated the novel hypothesis that negative symptoms are associated with an implicit cognitive effort monitoring impairment that manifests during tasks requiring sustained allocation of cognitive control. Outpatients with SZ (n = 33) and healthy controls (CN; n = 29) completed an adapted Demand Selection Task (DST) in which subjects made choices between pairs of cognitive tasks that were implicitly and then explicitly made discrepant in effort demands. The SZ group demonstrated a reduced probability of avoiding the high effort cognitive task in the implicit choice condition but were able to become effort avoidant when the demands of the task were made explicit. Implicit cognitive effort monitoring deficits were associated with greater severity of the expressivity dimension of negative symptoms, but not the motivation and pleasure dimension. The association between diminished expressivity and implicit cognitive effort monitoring deficits is interpreted in light of a novel cognitive resource depletion theory, whereby individuals with SZ may become less expressive due to difficulty implicitly monitoring ongoing cognitive effort exertion and dynamically adjusting effort expenditure as task demands fluctuate.
Collapse
Affiliation(s)
- Tanya Tran
- Department of Psychology, Queen's University, 62 Arch St., K7L 3L3 Kingston, ON, Canada
| | - Michael J Spilka
- Department of Psychology, University of Georgia, 125 Baldwin St., 30602 Athens, GA, USA
| | - Ivan Ruiz
- Department of Psychology, University of Georgia, 125 Baldwin St., 30602 Athens, GA, USA
| | - Gregory P Strauss
- Department of Psychology, University of Georgia, 125 Baldwin St., 30602 Athens, GA, USA.
| |
Collapse
|
5
|
Abram SV, Weittenhiller LP, Bertrand CE, McQuaid JR, Mathalon DH, Ford JM, Fryer SL. Psychological Dimensions Relevant to Motivation and Pleasure in Schizophrenia. Front Behav Neurosci 2022; 16:827260. [PMID: 35401135 PMCID: PMC8985863 DOI: 10.3389/fnbeh.2022.827260] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Accepted: 02/22/2022] [Indexed: 11/13/2022] Open
Abstract
Motivation and pleasure deficits are common in schizophrenia, strongly linked with poorer functioning, and may reflect underlying alterations in brain functions governing reward processing and goal pursuit. While there is extensive research examining cognitive and reward mechanisms related to these deficits in schizophrenia, less attention has been paid to psychological characteristics that contribute to resilience against, or risk for, motivation and pleasure impairment. For example, psychological tendencies involving positive future expectancies (e.g., optimism) and effective affect management (e.g., reappraisal, mindfulness) are associated with aspects of reward anticipation and evaluation that optimally guide goal-directed behavior. Conversely, maladaptive thinking patterns (e.g., defeatist performance beliefs, asocial beliefs) and tendencies that amplify negative cognitions (e.g., rumination), may divert cognitive resources away from goal pursuit or reduce willingness to exert effort. Additionally, aspects of sociality, including the propensity to experience social connection as positive reinforcement may be particularly relevant for pursuing social goals. In the current review, we discuss the roles of several psychological characteristics with respect to motivation and pleasure in schizophrenia. We argue that individual variation in these psychological dimensions is relevant to the study of motivation and reward processing in schizophrenia, including interactions between these psychological dimensions and more well-characterized cognitive and reward processing contributors to motivation. We close by emphasizing the value of considering a broad set of modulating factors when studying motivation and pleasure functions in schizophrenia.
Collapse
Affiliation(s)
- Samantha V Abram
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Lauren P Weittenhiller
- Department of Psychology, University of California, Berkeley, Berkeley, CA, United States
| | - Claire E Bertrand
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
| | - John R McQuaid
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Daniel H Mathalon
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Judith M Ford
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| | - Susanna L Fryer
- Mental Health Service, Veterans Affairs San Francisco Healthcare System, San Francisco, CA, United States
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, CA, United States
| |
Collapse
|
6
|
A Conceptual Framework for Multi-Dimensional Measurements of Food Related Pleasure-The Food Pleasure Scale. Foods 2021; 10:foods10092044. [PMID: 34574154 PMCID: PMC8469119 DOI: 10.3390/foods10092044] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 08/19/2021] [Accepted: 08/26/2021] [Indexed: 12/26/2022] Open
Abstract
In modern times, the majority of food intake is believed to be driven by hedonic processes, rather than homeostatic ones. Various factors have been found to influence the hedonic eating experience and thereby influence eating behaviour, and each factor can be regarded a piece that contributes to parts of the total picture of the hedonic response to food. As a result, the literature on the hedonic response to food-related experiences is comprehensive, but at the same time rather fragmented; and importantly, it is not clear how individuals/segments differ in key drivers of their hedonic experience and the extent to which food pleasure is perceived. In this paper, we present a conceptual framework for the development of a scale (self-report questionnaire) to measure the qualitative and quantitative aspects of food-related pleasure, the Food Pleasure Scale. We introduce the concept of (an)hedonia and scales developed in the past for its measurement, identify the spectrum of characteristics influencing food-related pleasure and explain the relevance of developing such a scale. Based on this theoretical framework, a strategy for the development of the Food Pleasure Scale is proposed.
Collapse
|
7
|
Michelini G, Palumbo IM, DeYoung CG, Latzman RD, Kotov R. Linking RDoC and HiTOP: A new interface for advancing psychiatric nosology and neuroscience. Clin Psychol Rev 2021; 86:102025. [PMID: 33798996 PMCID: PMC8165014 DOI: 10.1016/j.cpr.2021.102025] [Citation(s) in RCA: 98] [Impact Index Per Article: 32.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Revised: 03/11/2021] [Accepted: 03/19/2021] [Indexed: 12/14/2022]
Abstract
The Research Domain Criteria (RDoC) and the Hierarchical Taxonomy of Psychopathology (HiTOP) represent major dimensional frameworks proposing two alternative approaches to accelerate progress in the way psychopathology is studied, classified, and treated. RDoC is a research framework rooted in neuroscience aiming to further the understanding of transdiagnostic biobehavioral systems underlying psychopathology and ultimately inform future classifications. HiTOP is a dimensional classification system, derived from the observed covariation among symptoms of psychopathology and maladaptive traits, which seeks to provide more informative research and treatment targets (i.e., dimensional constructs and clinical assessments) than traditional diagnostic categories. This article argues that the complementary strengths of RDoC and HiTOP can be leveraged in order to achieve their respective goals. RDoC's biobehavioral framework may help elucidate the underpinnings of the clinical dimensions included in HiTOP, whereas HiTOP may provide psychometrically robust clinical targets for RDoC-informed research. We present a comprehensive mapping between dimensions included in RDoC (constructs and subconstructs) and HiTOP (spectra and subfactors) based on narrative review of the empirical literature. The resulting RDoC-HiTOP interface sheds light on the biobehavioral correlates of clinical dimensions and provides a broad set of dimensional clinical targets for etiological and neuroscientific research. We conclude with future directions and practical recommendations for using this interface to advance clinical neuroscience and psychiatric nosology. Ultimately, we envision that this RDoC-HiTOP interface has the potential to inform the development of a unified, dimensional, and biobehaviorally-grounded psychiatric nosology.
Collapse
Affiliation(s)
- Giorgia Michelini
- Semel Institute for Neuroscience & Human Behavior, Department of Psychiatry & Biobehavioral Sciences, University of California Los Angeles, Los Angeles, CA 90024, United States of America.
| | - Isabella M Palumbo
- Department of Psychology, Georgia State University, Atlanta, GA 30303, United States of America
| | - Colin G DeYoung
- Department of Psychology, University of Minnesota, Minneapolis, MN 55455, United States of America
| | - Robert D Latzman
- Department of Psychology, Georgia State University, Atlanta, GA 30303, United States of America
| | - Roman Kotov
- Department of Psychiatry & Behavioral Health, Stony Brook University, Stony Brook, NY 11790, United States of America
| |
Collapse
|
8
|
Bailey MR, Chun E, Schipani E, Balsam PD, Simpson EH. Dissociating the effects of dopamine D2 receptors on effort-based versus value-based decision making using a novel behavioral approach. Behav Neurosci 2020; 134:101-118. [PMID: 32175760 DOI: 10.1037/bne0000361] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Cost-benefit decision making is essential for organisms to adapt to their ever-changing environment. Most studies of cost-benefit decision making involve choice conditions in which effort and value are varied simultaneously. This prevents identification of the aspects of cost-benefit decision making that are affected by experimental manipulations. We developed operant assays to isolate the individual impacts of effort and value manipulations on cost-benefit decision making. In the concurrent effort choice (CEC) task, mice choose between exerting two distinct types of effort: the number of responses and the duration of a response, to earn the same reward. By parametrically varying response cost, psychometric functions are obtained that reflect how the two types of effort scale against one another. Direct manipulations of effort shift the functions. Because reward value is held constant in this task, differences in scaling of the two response types must be related to the effort manipulations. In the concurrent value choice (CVC) task, mice make the same type of response to earn rewards of different value (e.g., pellets vs. sucrose solutions). Here the effort required to earn one reward type is parametrically varied to obtain the psychometric function that scales the value of the two rewards into the number of responses subjects will pay to earn one reward over the other. Direct value manipulations shift these functions. We tested the effect of the dopamine D2 receptor antagonist, haloperidol, on performance in the CEC and CVC assays and found that D2R signaling is important for effort-based, but not value-based decision making. (PsycINFO Database Record (c) 2020 APA, all rights reserved).
Collapse
|
9
|
Ohmann HA, Kuper N, Wacker J. A low dosage of the dopamine D2-receptor antagonist sulpiride affects effort allocation for reward regardless of trait extraversion. PERSONALITY NEUROSCIENCE 2020; 3:e7. [PMID: 32656492 PMCID: PMC7327436 DOI: 10.1017/pen.2020.7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2019] [Revised: 04/23/2020] [Accepted: 04/24/2020] [Indexed: 12/22/2022]
Abstract
Dopamine (DA) is known to be involved in various aspects of reward processing and goal-directed behavior. The present preregistered study aims at directly accessing the causal influence of DA activity on reward motivation in humans, while also accounting for trait extraversion. Therefore, we examined the effect of a single dose of the DA D2 receptor antagonist sulpiride (200 mg) on effort allocation in a modified version of the Effort-Expenditure for Reward Task (EEfRT). Based on its presumably DA increasing action, we expected the low dose of sulpiride to increase participants' willingness to allocate effort during the modified EEfRT relative to placebo, especially in trials with low probability of reward attainment. Further, we expected a moderating effect of trait extraversion on the effects of sulpiride. Two hundred and three healthy male participants were tested in a randomized, double-blind between-subjects design. Contrary to our expectations, sulpiride reduced the average number of clicks within the modified EEfRT and did not interact with reward attributes, suggesting a more global and not reward-specific effect of sulpiride. Furthermore, trait extraversion did not moderate the effect of sulpiride. Our results provide initial support for the validity of the modified version of the EEfRT, suggesting a possible inhibiting effect of a low dose of sulpiride on approach motivation regardless of trait extraversion. However, given the mixed pattern of findings and the possible confounding role of motoric abilities, further studies examining these effects are clearly warranted.
Collapse
Affiliation(s)
- Hanno Andreas Ohmann
- Faculty of Psychology and Human Movement Science, Universität Hamburg, Hamburg, Germany
| | - Niclas Kuper
- Faculty of Psychology and Human Movement Science, Universität Hamburg, Hamburg, Germany
- Faculty of Psychology and Sports Science, Universität Bielefeld, Bielefeld, Germany
| | - Jan Wacker
- Faculty of Psychology and Human Movement Science, Universität Hamburg, Hamburg, Germany
| |
Collapse
|
10
|
Abstract
BACKGROUND Patients in every stage of the psychosis continuum can present with negative symptoms. While no treatment is currently available to address these symptoms, a more refined characterization of their course over the lifetime could help in elaborating interventions. Previous reports have separately investigated the prevalence of negative symptoms within each stage of the psychosis continuum. Our aim in this review is to compare those prevalences across stages, thereby disclosing the course of negative symptoms. METHODS We searched several databases for studies reporting prevalences of negative symptoms in each one of our predetermined stages of the psychosis continuum: clinical or ultra-high risk (UHR), first-episode of psychosis (FEP), and younger and older patients who have experienced multiple episodes of psychosis (MEP). We combined results using the definitions of negative symptoms detailed in the Brief Negative Symptom Scale, a recently developed tool. For each negative symptom, we averaged and weighted by the combined sample size the prevalences of each negative symptom at each stage. RESULTS We selected 47 studies totaling 1872 UHR, 2947 FEP, 5039 younger MEP, and 669 older MEP patients. For each negative symptom, the prevalences showed a comparable course. Each negative symptom decreased from the UHR to FEP stages and then increased from the FEP to MEP stages. CONCLUSIONS Certain psychological, environmental, and treatment-related factors may influence the cumulative impact of negative symptoms, presenting the possibility for early intervention to improve the long-term course.
Collapse
|
11
|
Münster A, Sommer S, Hauber W. Dopamine D1 receptors in the medial orbitofrontal cortex support effort-related responding in rats. Eur Neuropsychopharmacol 2020; 32:136-141. [PMID: 32029310 DOI: 10.1016/j.euroneuro.2020.01.008] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Revised: 12/04/2019] [Accepted: 01/12/2020] [Indexed: 11/28/2022]
Abstract
Rodent studies on effort-related responding provide a tool to analyze basal aspects of motivation and to model psychiatric motivational dysfunctions reflecting low exertion of effort or reduced behavioral activation. It turned out that dopamine (DA) signaling in brain areas such as nucleus accumbens are essential in regulating effort-related motivational function and could play a major role in motivational dysfunction in psychiatric disorders. Recent rodent studies revealed that the medial orbitofrontal cortex (mOFC) is another key component of the neural circuitry regulating effort-related motivational function. The mOFC receives prominent DA input, however, the behavioral role of mOFC DA signaling is unknown. Here, we investigated whether DA signaling in the mOFC supports effort-related responding in rats. Results demonstrate that an intra-mOFC D1 receptor blockade markedly reduced effort-related responding in a progressive ratio task. Notably, the magnitude of this effect was comparable to the one caused by a systemic DA depletion induced by the VMAT-2 inhibitor tetrabenazine or by a satiety-induced motivational downshift. Collectively, our data show for the first time that D1 receptor activity in the mOFC plays a critical role in high effort responding. These results support findings in humans pointing to a role of the mOFC in effort-related responding. It is well known that the mOFC becomes dysfunctional in depression and schizophrenia. Our data point to the possibility that reduced mOFC DA activity could contribute to effort-related motivational symptoms in these disorders and support the notion that the DA system may be a drug target to treat effort-related motivational symptoms.
Collapse
Affiliation(s)
- Alexandra Münster
- Systems Neurobiology Research Unit, University of Stuttgart, Pfaffenwaldring 57, D-70569 Stuttgart, Germany
| | - Susanne Sommer
- Department of Neurobiology, University of Stuttgart, Pfaffenwaldring 57, D-70569 Stuttgart, Germany
| | - Wolfgang Hauber
- Systems Neurobiology Research Unit, University of Stuttgart, Pfaffenwaldring 57, D-70569 Stuttgart, Germany.
| |
Collapse
|
12
|
André N, Audiffren M, Baumeister RF. An Integrative Model of Effortful Control. Front Syst Neurosci 2019; 13:79. [PMID: 31920573 PMCID: PMC6933500 DOI: 10.3389/fnsys.2019.00079] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 12/06/2019] [Indexed: 11/21/2022] Open
Abstract
This article presents an integrative model of effortful control, a resource-limited top-down control mechanism involved in mental tasks and physical exercises. Based on recent findings in the fields of neuroscience, social psychology and cognitive psychology, this model posits the intrinsic costs related to a weakening of the connectivity of neural networks underpinning effortful control as the main cause of mental fatigue in long and high-demanding tasks. In this framework, effort reflects three different inter-related aspects of the same construct. First, effort is a mechanism comprising a limited number of interconnected processing units that integrate information regarding the task constraints and subject’s state. Second, effort is the main output of this mechanism, namely, the effort signal that modulates neuronal activity in brain regions involved in the current task to select pertinent information. Third, effort is a feeling that emerges in awareness during effortful tasks and reflects the costs associated with goal-directed behavior. Finally, the model opens new avenues for research investigating effortful control at the behavioral and neurophysiological levels.
Collapse
Affiliation(s)
- Nathalie André
- Research Centre on Cognition and Learning, UMR CNRS 7295, University of Poitiers, Poitiers, France
| | - Michel Audiffren
- Research Centre on Cognition and Learning, UMR CNRS 7295, University of Poitiers, Poitiers, France
| | - Roy F Baumeister
- School of Psychology, University of Queensland, Brisbane, QLD, Australia
| |
Collapse
|
13
|
Vogel JS, van der Gaag M, Slofstra C, Knegtering H, Bruins J, Castelein S. The effect of mind-body and aerobic exercise on negative symptoms in schizophrenia: A meta-analysis. Psychiatry Res 2019; 279:295-305. [PMID: 30879703 DOI: 10.1016/j.psychres.2019.03.012] [Citation(s) in RCA: 32] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2019] [Revised: 03/07/2019] [Accepted: 03/08/2019] [Indexed: 11/26/2022]
Abstract
OBJECTIVE This meta-analysis aims to evaluate the effects of different types of physical exercise (PE) on negative symptoms in schizophrenia patients. Mind-body exercise (MBE), aerobic exercise (AE) and resistance training (RT) will be investigated. METHOD The Cochrane Library, Medline, Embase and PsycINFO were searched from their inception until April 26, 2018. Randomized controlled trials comparing PE with any control group in patients with schizophrenia were included when negative symptoms had been assessed. This meta-analysis was conducted according to the PRISMA guidelines. The methodological quality of the included studies was assessed with the Cochrane Risk of Bias assessment tool. Moderator, sensitivity, and meta regression analyses were conducted to explore causes of heterogeneity and impact of study quality. RESULTS We included 22 studies (N = 1249). The overall methodological quality was poor. The meta-analysis (random effects model) showed a medium significant effect in favor of any PE intervention (Hedges' g = 0.434, 95% CI = 0.196-0.671) versus any control condition. MBE and AE respectively showed a medium significant effect (Hedges' g = 0.461) and a small significant effect (Hedges' g = 0.341) versus any control condition. The effect of RT could not be examined. The overall heterogeneity was high (I2 = 76%) and could not be reduced with moderator or sensitivity analyses. CONCLUSION This meta-analysis demonstrated that PE could be a promising intervention in the treatment of negative symptoms. However, the quality of the included studies was low and heterogeneity was high, which makes it impossible to make a clear recommendation. Therefore, results should be interpreted with care.
Collapse
Affiliation(s)
- Jelle Sjoerd Vogel
- Lentis Psychiatric Institute, Hereweg 80, 9725 AG, Groningen, the Netherlands; University of Groningen, Faculty of Behavioral and Social Sciences, Grote Kruisstraat 2/1, 9712 TS Groningen, the Netherlands; University Medical Center Groningen, Rob Giel Research Center, P.O. 30.0001, 9700 RB, Groningen, the Netherlands.
| | - Mark van der Gaag
- VU University Amsterdam, Department of Clinical Psychology, Van der Boechorststraat 1, 1081 BR, Amsterdam, the Netherlands; Amsterdam Public Mental Health research institute, Van der Boechorststraat 1, 1081 BR, Amsterdam, the Netherlands; Parnassia Psychiatric Institute, Department of Psychosis Research, Zoutkeetsingel 40, 2512 HN, The Hague, the Netherlands
| | - Christien Slofstra
- Lentis Psychiatric Institute, Hereweg 80, 9725 AG, Groningen, the Netherlands
| | - Henderikus Knegtering
- Lentis Psychiatric Institute, Hereweg 80, 9725 AG, Groningen, the Netherlands; University of Groningen, University Medical Center Groningen, Neuroimaging Center, Antonius Deusinglaan 1, 9700 AD, Groningen, the Netherlands
| | - Jojanneke Bruins
- Lentis Psychiatric Institute, Hereweg 80, 9725 AG, Groningen, the Netherlands; University Medical Center Groningen, Rob Giel Research Center, P.O. 30.0001, 9700 RB, Groningen, the Netherlands
| | - Stynke Castelein
- Lentis Psychiatric Institute, Hereweg 80, 9725 AG, Groningen, the Netherlands; University of Groningen, Faculty of Behavioral and Social Sciences, Grote Kruisstraat 2/1, 9712 TS Groningen, the Netherlands; University Medical Center Groningen, Rob Giel Research Center, P.O. 30.0001, 9700 RB, Groningen, the Netherlands
| |
Collapse
|
14
|
Pessiglione M, Vinckier F, Bouret S, Daunizeau J, Le Bouc R. Why not try harder? Computational approach to motivation deficits in neuro-psychiatric diseases. Brain 2019; 141:629-650. [PMID: 29194534 DOI: 10.1093/brain/awx278] [Citation(s) in RCA: 103] [Impact Index Per Article: 20.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2017] [Accepted: 08/30/2017] [Indexed: 12/19/2022] Open
Abstract
Motivation deficits, such as apathy, are pervasive in both neurological and psychiatric diseases. Even when they are not the core symptom, they reduce quality of life, compromise functional outcome and increase the burden for caregivers. They are currently assessed with clinical scales that do not give any mechanistic insight susceptible to guide therapeutic intervention. Here, we present another approach that consists of phenotyping the behaviour of patients in motivation tests, using computational models. These formal models impose a precise and operational definition of motivation that is embedded in decision theory. Motivation can be defined as the function that orients and activates the behaviour according to two attributes: a content (the goal) and a quantity (the goal value). Decision theory offers a way to quantify motivation, as the cost that patients would accept to endure in order to get the benefit of achieving their goal. We then review basic and clinical studies that have investigated the trade-off between the expected cost entailed by potential actions and the expected benefit associated with potential rewards. These studies have shown that the trade-off between effort and reward involves specific cortical, subcortical and neuromodulatory systems, such that it may be shifted in particular clinical conditions, and reinstated by appropriate treatments. Finally, we emphasize the promises of computational phenotyping for clinical purposes. Ideally, there would be a one-to-one mapping between specific neural components and distinct computational variables and processes of the decision model. Thus, fitting computational models to patients' behaviour would allow inferring of the dysfunctional mechanism in both cognitive terms (e.g. hyposensitivity to reward) and neural terms (e.g. lack of dopamine). This computational approach may therefore not only give insight into the motivation deficit but also help personalize treatment.
Collapse
Affiliation(s)
- Mathias Pessiglione
- Motivation, Brain and Behaviour (MBB) Lab, Institut du Cerveau et de la Moelle (ICM), Hôpital de la Pitié-Salpêtrière, Paris, France.,Inserm U1127, CNRS U9225, Université Pierre et Marie Curie (UPMC - Paris 6), France
| | - Fabien Vinckier
- Motivation, Brain and Behaviour (MBB) Lab, Institut du Cerveau et de la Moelle (ICM), Hôpital de la Pitié-Salpêtrière, Paris, France.,Inserm U1127, CNRS U9225, Université Pierre et Marie Curie (UPMC - Paris 6), France.,Service de Psychiatrie, Centre Hospitalier Sainte-Anne, Université Paris Descartes, Paris, France
| | - Sébastien Bouret
- Motivation, Brain and Behaviour (MBB) Lab, Institut du Cerveau et de la Moelle (ICM), Hôpital de la Pitié-Salpêtrière, Paris, France.,Inserm U1127, CNRS U9225, Université Pierre et Marie Curie (UPMC - Paris 6), France
| | - Jean Daunizeau
- Motivation, Brain and Behaviour (MBB) Lab, Institut du Cerveau et de la Moelle (ICM), Hôpital de la Pitié-Salpêtrière, Paris, France.,Inserm U1127, CNRS U9225, Université Pierre et Marie Curie (UPMC - Paris 6), France
| | - Raphaël Le Bouc
- Motivation, Brain and Behaviour (MBB) Lab, Institut du Cerveau et de la Moelle (ICM), Hôpital de la Pitié-Salpêtrière, Paris, France.,Inserm U1127, CNRS U9225, Université Pierre et Marie Curie (UPMC - Paris 6), France.,Urgences cérébro-vasculaires, Hôpital de la Pitié-Salpêtrière, Université Pierre et Marie Curie, Paris, France
| |
Collapse
|
15
|
Servaas MN, Kos C, Gravel N, Renken RJ, Marsman JBC, van Tol MJ, Aleman A. Rigidity in Motor Behavior and Brain Functioning in Patients With Schizophrenia and High Levels of Apathy. Schizophr Bull 2019; 45:542-551. [PMID: 30053198 PMCID: PMC6483574 DOI: 10.1093/schbul/sby108] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
The aim of this study was to investigate whether apathy in schizophrenia is associated with rigidity in behavior and brain functioning. To this end, we studied associations between variability in dynamic functional connectivity (DFC) in relevant functional brain networks, apathy, and variability in physical activity in schizophrenia. Thirty-one patients with schizophrenia, scoring high on apathy, were included and wore an actigraph. Activity variability was calculated on the activity counts using the root of the Mean Squared Successive Difference (MSSD). Furthermore, we calculated DFC on resting-state data as phase interactions between blood oxygen-level dependent (BOLD) signals of 270 brain regions per volume. Variability (MSSD) in DFC was calculated for 3 networks, including the default-mode network (DMN), frontoparietal network, and salience-reward network (SRN). Finally, we calculated correlations between these DFC estimates and apathy and activity variability. First, lower activity variability was associated with higher levels of apathy. Second, higher levels of apathy were associated with lower variability in DFC in the DMN and SRN. Third, higher activity variability was associated with higher variability in DFC in the SRN. In conclusion, patients with schizophrenia and more severe levels of apathy showed less variability in their physical activity and more rigid functional brain network behavior in the DMN and SRN. These networks have been shown relevant for self-reflection, mental simulation, and reward processing, processes that are pivotal for self-initiated goal-directed behavior. Functional rigidity of these networks may therefore contribute to reduced goal-directed behavior, which is characteristic for these patients.
Collapse
Affiliation(s)
- Michelle N Servaas
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Claire Kos
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Nicolás Gravel
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Remco J Renken
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Jan-Bernard C Marsman
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Marie-José van Tol
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - André Aleman
- Neuroimaging Center, Department of Neuroscience, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
- Department of Psychology, University of Groningen, Groningen, The Netherlands
| |
Collapse
|
16
|
Luther L, Fischer MW, Firmin RL, Salyers MP. Clarifying the overlap between motivation and negative symptom measures in schizophrenia research: A meta-analysis. Schizophr Res 2019; 206:27-36. [PMID: 30577993 PMCID: PMC6525651 DOI: 10.1016/j.schres.2018.10.010] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2018] [Revised: 10/15/2018] [Accepted: 10/18/2018] [Indexed: 12/11/2022]
Abstract
Motivation and negative symptom research has recently been hampered by a series of inconsistent findings, leading to calls for a greater consensus on the type of measures used across studies. To inform this issue, we conducted a meta-analysis that quantified the association between motivation measures (self-report, performance-based) and clinician-rated negative symptom measures as well as a series of moderator analyses to develop a greater understanding of the measurement factors impacting this relationship. Forty-seven eligible studies with people with schizophrenia-spectrum disorders were included. Using a random-effects meta-analytic model, a small but significant overall effect size emerged between motivation and clinician-rated negative symptoms (r = -0.18). Several significant moderators were identified, including the generation of negative symptom measures such that there was a significantly stronger relationship between motivation and second-generation (r = -0.38) than first-generation negative symptom measures (r = -0.17). Further, the type of performance-based measure used moderated the relationship, with effort discounting tasks most strongly related to negative symptoms (r = -0.44). The domain of motivation assessed (intrinsic, extrinsic, amotivation) also moderated the relationship. These findings help to identify sources of inconsistencies observed in prior studies and point to both second-generation and effort discounting tasks as the most promising types of measures, particularly for those interested in validating motivation measures or assessing the effectiveness of motivation treatments. Although additional research is needed, our results suggest that using these measures may help to reduce inconsistencies across studies and move the field forward.
Collapse
Affiliation(s)
- Lauren Luther
- Indiana University-Purdue University Indianapolis, Department of Psychology, 402 N. Blackford St., LD 124, Indianapolis, IN 46202, USA; University of Illinois at Chicago, Department of Psychiatry, 1747 West Roosevelt Road, 279, Chicago, IL 60608, USA.
| | - Melanie W Fischer
- Indiana University-Purdue University Indianapolis, Department of Psychology, 402 N. Blackford St., LD 124, Indianapolis, IN 46202, USA.
| | - Ruth L Firmin
- University of California Los Angeles, Semel Institute, 760 Westwood Plaza, Los Angeles, CA 90046, USA.
| | - Michelle P Salyers
- Indiana University-Purdue University Indianapolis, Department of Psychology, 402 N. Blackford St., LD 124, Indianapolis, IN 46202, USA.
| |
Collapse
|
17
|
Dunn TL, Gaspar C, Risko EF. Cue awareness in avoiding effortful control. Neuropsychologia 2019; 123:77-91. [PMID: 29772220 DOI: 10.1016/j.neuropsychologia.2018.05.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2017] [Revised: 05/07/2018] [Accepted: 05/11/2018] [Indexed: 12/20/2022]
Abstract
Based on a recent metacognitive account, cognitive effort is the result of an inferential evaluation made over explicitly available cues. Following from this account, we present here a pre-registered experiment that tested the specific hypothesis that explicit awareness of cues that are aligned with cognitive demand is a prerequisite in avoiding effortful lines of action. We attempted to modulate levels of effort avoidance behavior by introducing an incentive (between-subjects) to monitor two lines of action that, unbeknownst to individuals, varied in the probability of a task switch. Importantly, previous research has demonstrated that the difference in these probabilities is relatively opaque to individuals. We did not find strong evidence for our incentive manipulation having an effect on demand avoidance as indexed by individuals' choices in a block of the task where avoiding effort was instructed. However, we do find that being aware of the task-switching cue appears to increase the likelihood of demand avoidance. We consider these results within the context of the metacognition of cognitive effort.
Collapse
Affiliation(s)
- Timothy L Dunn
- Leeds School of Business, University of Colorado Boulder, Boulder, CO, United States.
| | - Connor Gaspar
- Department of Psychology, University of Waterloo, Canada
| | - Evan F Risko
- Department of Psychology, University of Waterloo, Canada
| |
Collapse
|
18
|
Neumann SR, Linscott RJ. The relationships among aberrant salience, reward motivation, and reward sensitivity. Int J Methods Psychiatr Res 2018; 27:e1615. [PMID: 29691918 PMCID: PMC6877145 DOI: 10.1002/mpr.1615] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2017] [Revised: 01/21/2018] [Accepted: 02/27/2018] [Indexed: 11/08/2022] Open
Abstract
OBJECTIVES Change in reward processing and motivation may mediate the relationship between dopaminergic dysregulation and positive symptoms of schizophrenia. We sought to investigate the measurement of aberrant salience and its relationship with behavioural measures of reward and motivation. METHODS Participants (n = 82) completed measures of aberrant salience (Aberrant Salience Inventory and Salience Attribution Task), motivation (Effort Expenditure for Rewards Task), and reinforcer sensitivity (Stimulus Chase Task). Hypotheses were tested using correlation and generalised linear modelling. RESULTS Results indicated no relationship between aberrant salience measures. The Aberrant Salience Inventory was positively related to effort expenditure for lower less likely rewards and predicted the use of probability alone in decision-making. The only significant relationship between reward and motivation was a positive relationship between gain sensitivity and motivated behaviour for higher more likely rewards. CONCLUSIONS Although some support for a relationship between measures of reward motivation and aberrant salience were found, there was no evidence that the aberrant salience measures had concurrent validity. Our results suggest caution is warranted when interpreting measures of aberrant salience.
Collapse
|
19
|
Filla I, Bailey MR, Schipani E, Winiger V, Mezias C, Balsam PD, Simpson EH. Striatal dopamine D2 receptors regulate effort but not value-based decision making and alter the dopaminergic encoding of cost. Neuropsychopharmacology 2018; 43:2180-2189. [PMID: 30082890 PMCID: PMC6135745 DOI: 10.1038/s41386-018-0159-9] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Revised: 07/06/2018] [Accepted: 07/12/2018] [Indexed: 12/27/2022]
Abstract
Deficits in goal-directed motivation represent a debilitating symptom for many patients with schizophrenia. Impairments in motivation can arise from deficits in processing information about effort and or value, disrupting effective cost-benefit decision making. We have previously shown that upregulated dopamine D2 receptor expression within the striatum (D2R-OE mice) decreases goal-directed motivation. Here, we determine the behavioral and neurochemical mechanisms behind this deficit. Female D2R-OE mice were tested in several behavioral paradigms including recently developed tasks that independently assess the impact of Value or Effort manipulations on cost-benefit decision making. In vivo microdialysis was used to measure extracellular dopamine in the striatum during behavior. In a value-based choice task, D2R-OE mice show normal sensitivity to changes in reward value and used reward value to guide their actions. In an effort-based choice task, D2R-OE mice evaluate the cost of increasing the number of responses greater relative to the effort cost of longer duration responses compared to controls. This shift away from choosing to repeatedly execute a response is accompanied by a dampening of extracellular dopamine in the striatum during goal-directed behavior. In the ventral striatum, extracellular dopamine level negatively correlates with response cost in controls, but this relationship is lost in D2R-OE mice. These results show that D2R signaling in the striatum, as observed in some patients with schizophrenia, alters the relationship between effort expenditure and extracellular dopamine. This dysregulation produces motivation deficits that are specific to effort but not value-based decision making, paralleling the effort-based motivational deficits observed in schizophrenia.
Collapse
Affiliation(s)
- Ina Filla
- 0000000419368729grid.21729.3fDepartment of Neuroscience, Columbia University, New York, NY USA
| | - Matthew R. Bailey
- 0000000419368729grid.21729.3fDepartment of Psychology, Columbia University, New York, NY USA
| | - Elke Schipani
- 0000000419368729grid.21729.3fDepartment of Psychiatry, Columbia University, New York, NY USA ,0000 0000 8499 1112grid.413734.6New York State Psychiatric Institute, New York, NY USA
| | - Vanessa Winiger
- 0000000419368729grid.21729.3fDepartment of Psychiatry, Columbia University, New York, NY USA
| | - Chris Mezias
- 0000000419368729grid.21729.3fBarnard college, Columbia University, New York, NY USA
| | - Peter D. Balsam
- 0000000419368729grid.21729.3fDepartment of Psychology, Columbia University, New York, NY USA ,0000 0000 8499 1112grid.413734.6New York State Psychiatric Institute, New York, NY USA ,0000000419368729grid.21729.3fBarnard college, Columbia University, New York, NY USA
| | - Eleanor H. Simpson
- 0000000419368729grid.21729.3fDepartment of Psychiatry, Columbia University, New York, NY USA ,0000 0000 8499 1112grid.413734.6New York State Psychiatric Institute, New York, NY USA
| |
Collapse
|
20
|
Caravaggio F, Fervaha G, Menon M, Remington G, Graff-Guerrero A, Gerretsen P. The neural correlates of apathy in schizophrenia: An exploratory investigation. Neuropsychologia 2018; 118:34-39. [DOI: 10.1016/j.neuropsychologia.2017.10.027] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2017] [Revised: 08/09/2017] [Accepted: 10/23/2017] [Indexed: 01/18/2023]
|
21
|
Apathy in schizophrenia: A review of neuropsychological and neuroanatomical studies. Neuropsychologia 2018; 118:22-33. [DOI: 10.1016/j.neuropsychologia.2017.09.033] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2017] [Revised: 07/28/2017] [Accepted: 09/26/2017] [Indexed: 01/28/2023]
|
22
|
Caravaggio F, Fervaha G, Iwata Y, Plitman E, Chung JK, Nakajima S, Mar W, Gerretsen P, Kim J, Chakravarty MM, Mulsant B, Pollock B, Mamo D, Remington G, Graff-Guerrero A. Amotivation is associated with smaller ventral striatum volumes in older patients with schizophrenia. Int J Geriatr Psychiatry 2018; 33:523-530. [PMID: 29110353 PMCID: PMC5807115 DOI: 10.1002/gps.4818] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Accepted: 09/08/2017] [Indexed: 01/18/2023]
Abstract
OBJECTIVE Motivational deficits are prevalent in patients with schizophrenia, persist despite antipsychotic treatment, and predict long-term outcomes. Evidence suggests that patients with greater amotivation have smaller ventral striatum (VS) volumes. We wished to replicate this finding in a sample of older, chronically medicated patients with schizophrenia. Using structural imaging and positron emission tomography, we examined whether amotivation uniquely predicted VS volumes beyond the effects of striatal dopamine D2/3 receptor (D2/3 R) blockade by antipsychotics. METHODS Data from 41 older schizophrenia patients (mean age: 60.2 ± 6.7; 11 female) were reanalysed from previously published imaging data. We constructed multivariate linear stepwise regression models with VS volumes as the dependent variable and various sociodemographic and clinical variables as the initial predictors: age, gender, total brain volume, and antipsychotic striatal D2/3 R occupancy. Amotivation was included as a subsequent step to determine any unique relationships with VS volumes beyond the contribution of the covariates. In a reduced sample (n = 36), general cognition was also included as a covariate. RESULTS Amotivation uniquely explained 8% and 6% of the variance in right and left VS volumes, respectively (right: β = -.38, t = -2.48, P = .01; left: β = -.31, t = -2.17, P = .03). Considering cognition, amotivation levels uniquely explained 9% of the variance in right VS volumes (β = -.43, t = -0.26, P = .03). CONCLUSION We replicate and extend the finding of reduced VS volumes with greater amotivation. We demonstrate this relationship uniquely beyond the potential contributions of striatal D2/3 R blockade by antipsychotics. Elucidating the structural correlates of amotivation in schizophrenia may help develop treatments for this presently irremediable deficit.
Collapse
Affiliation(s)
- Fernando Caravaggio
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Gagan Fervaha
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Yusuke Iwata
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Eric Plitman
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Jun Ku Chung
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Shinichiro Nakajima
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Wanna Mar
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Philip Gerretsen
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Julia Kim
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - M. Mallar Chakravarty
- Department of Biological & Biomedical Engineering, McGill University, Montreal, Quebec, Canada. H4H 1R3
- Cerebral Imaging Centre, Douglas Mental Health Institute, McGill University, Montreal, Quebec, Canada. H4H 1R3
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada. H4H 1R3
| | - Benoit Mulsant
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Bruce Pollock
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - David Mamo
- Department of Psychiatry, University of Malta, Malta
| | - Gary Remington
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| | - Ariel Graff-Guerrero
- Research Imaging Centre, Centre for Addiction and Mental Health, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
- Department of Psychiatry, University of Toronto, 250 College Street, Toronto, Ontario, Canada. M5T 1R8
| |
Collapse
|
23
|
Najas-Garcia A, Carmona VR, Gómez-Benito J. Trends in the Study of Motivation in Schizophrenia: A Bibliometric Analysis of Six Decades of Research (1956-2017). Front Psychol 2018. [PMID: 29515471 PMCID: PMC5826241 DOI: 10.3389/fpsyg.2018.00063] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023] Open
Abstract
Motivation in schizophrenia has been a key research aim for several decades. Motivation is a very complex process underlying negative symptoms that has been assessed and identified using very different instruments and terminologies. This study provides a comprehensive overview of the growing literature production and highlights an extensive set of variables to better understand the study of motivation. Electronic databases were searched in order to compile relevant studies of motivation in individuals with schizophrenia. The initial search identified 3,248 potentially interesting records, and of these, 161 articles published between 1956 and 2017 were finally included. Information such as year of publication, journal, country, and number of authors was codified. Variables related to sample characteristics, methodological aspects, and motivational terms were also extracted. The results revealed a significant growth trend in literature production, especially since the 2000s, with reward as the main term studied. In addition, questionnaires were identified as the preferred instrument to assess motivation in patients with schizophrenia. Other aspects such as country of publication, authors, journals of publication, and co-citation network analysis were also examined. The discussion offers recommendations for future research.
Collapse
Affiliation(s)
- Antonia Najas-Garcia
- Department of Social Psychology and Quantitative Psychology, University of Barcelona, Barcelona, Spain
| | - Viviana R Carmona
- Department of Social Psychology and Quantitative Psychology, University of Barcelona, Barcelona, Spain
| | - Juana Gómez-Benito
- Department of Social Psychology and Quantitative Psychology, University of Barcelona, Barcelona, Spain.,Institute of Neurosciences, University of Barcelona, Barcelona, Spain
| |
Collapse
|
24
|
Watt MJ, Weber MA, Davies SR, Forster GL. Impact of juvenile chronic stress on adult cortico-accumbal function: Implications for cognition and addiction. Prog Neuropsychopharmacol Biol Psychiatry 2017; 79. [PMID: 28642080 PMCID: PMC5610933 DOI: 10.1016/j.pnpbp.2017.06.015] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Repeated exposure to stress during childhood is associated with increased risk for neuropsychiatric illness, substance use disorders and other behavioral problems in adulthood. However, it is not clear how chronic childhood stress can lead to emergence of such a wide range of symptoms and disorders in later life. One possible explanation lies in stress-induced disruption to the development of specific brain regions associated with executive function and reward processing, deficits in which are common to the disorders promoted by childhood stress. Evidence of aberrations in prefrontal cortex and nucleus accumbens function following repeated exposure of juvenile (pre- and adolescent) organisms to a variety of different stressors would account not only for the similarity in symptoms across the wide range of childhood stress-associated mental illnesses, but also their persistence into adulthood in the absence of further stress. Therefore, the goal of this review is to evaluate the current knowledge regarding disruption to executive function and reward processing in adult animals or humans exposed to chronic stress over the juvenile period, and the underlying neurobiology, with particular emphasis on the prefrontal cortex and nucleus accumbens. First, the role of these brain regions in mediating executive function and reward processing is highlighted. Second, the neurobehavioral development of these systems is discussed to illustrate how juvenile stress may exert long-lasting effects on prefrontal cortex-accumbal activity and related behavioral functions. Finally, a critical review of current animal and human findings is presented, which strongly supports the supposition that exposure to chronic stress (particularly social aggression and isolation in animal studies) in the juvenile period produces impairments in executive function in adulthood, especially in working memory and inhibitory control. Chronic juvenile stress also results in aberrations to reward processing and seeking, with increased sensitivity to drugs of abuse particularly noted in animal models, which is in line with greater incidence of substance use disorders seen in clinical studies. These consequences are potentially mediated by monoamine and glutamatergic dysfunction in the prefrontal cortex and nucleus accumbens, providing translatable therapeutic targets. However, the predominant use of male subjects and social-based stressors in preclinical studies points to a clear need for determining how both sex differences and stressor heterogeneity may differentially contribute to stress-induced changes to substrates mediating executive function and reward processing, before the impact of chronic juvenile stress in promoting adult psychopathology can be fully understood.
Collapse
|
25
|
Serper M, Payne E, Dill C, Portillo C, Taliercio J. Allocating effort and anticipating pleasure in schizophrenia: Relationship with real world functioning. Eur Psychiatry 2017; 46:57-64. [PMID: 29031122 DOI: 10.1016/j.eurpsy.2017.07.008] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Revised: 06/29/2017] [Accepted: 07/13/2017] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND Poor motivation to engage in goal-oriented behavior has been recognized as a hallmark feature of schizophrenia spectrum disorders (SZ). Low drive in SZ may be related to anticipating rewards as well as to poor working memory. However, few studies to date have examined beliefs about self-efficacy and satisfaction for future rewards (anticipatory pleasure). Additionally, few studies to date have examined how these deficits may impact SZ patients' real world functioning. METHOD The present study examined SZ patients' (n=57) anticipatory pleasure, working memory, self-efficacy and real world functioning in relation to their negative symptom severity. RESULTS Results revealed that SZ patients' negative symptom severity was related to decisions in effort allocation and reward probability, working memory deficits, self-efficacy and anticipatory pleasure for future reward. Effort allocation deficits also predicted patients' daily functioning skills. CONCLUSIONS SZ patients with high levels of negative symptoms are not merely effort averse, but have more difficulty effectively allocating effort and anticipating pleasure engaging in effortful activities. It may be the case that continuously failing to achieve reinforcement from engagement and participation may lead SZ patients to form certain negative beliefs about their abilities which contributes to amotivation and cognitive deficits. Lastly, our findings provide further support for a link between SZ patients functional daily living skills their effort allocation.
Collapse
Affiliation(s)
- M Serper
- Department of Psychology, Hofstra University, New York, NY, USA; Department of Psychiatry, Ichan Mount Sinai School of Medicine, New York, NY, USA.
| | - E Payne
- Perelman School of Medicine, University of Pennsylvania, Pennsylvania, USA
| | - C Dill
- Department of Psychology, Hofstra University, New York, NY, USA
| | - C Portillo
- Department of Psychology, Hofstra University, New York, NY, USA
| | - J Taliercio
- Department of Psychology, Hofstra University, New York, NY, USA
| |
Collapse
|
26
|
Nusslock R, Alloy LB. Reward processing and mood-related symptoms: An RDoC and translational neuroscience perspective. J Affect Disord 2017; 216:3-16. [PMID: 28237133 PMCID: PMC6661152 DOI: 10.1016/j.jad.2017.02.001] [Citation(s) in RCA: 187] [Impact Index Per Article: 26.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 02/03/2017] [Indexed: 12/12/2022]
Abstract
BACKGROUND Two objectives of the NIMH Research Domain Criteria (RDoC) initiative are to identify (a) mechanisms that are common to multiple psychiatric disorders, and (b) mechanisms that are unique to specific psychiatric symptoms, and that reflect markers of differential risk for these symptoms. With respect to these objectives, a brain-behavior dimension that has received considerable attention and that is directly relevant to the Positive Valence Systems domain of the RDoC initiative involves reward processing. METHODS The present review paper first examines the relationship between reward processing and mood-related symptoms from an RDoC perspective. We then place this work in a larger context by examining the relationship between reward processing abnormalities and psychiatric symptoms defined broadly, including mood-related symptoms, schizophrenia, and addiction. RESULTS Our review suggests that reward hyposensitivity relates to a subtype of anhedonia characterized by motivational deficits in unipolar depression, and reward hypersensitivity relates to a cluster of hypo/manic symptoms characterized by excessive approach motivation in the context of bipolar disorder. Integrating this perspective with research on reward processing abnormalities in schizophrenia and addiction, we further argue that the principles of equifinality and multifinality may be preferable to a transdiagnostic perspective for conceptualizing the relationship between reward processing and psychiatric symptoms defined broadly. CONCLUSION We propose that vulnerability to either motivational anhedonia or approach-related hypo/manic symptoms involve extreme and opposite profiles of reward processing. We further propose that an equifinality and multifinality perspective may serve as a useful framework for future research on reward processing abnormalities and psychiatric symptoms.
Collapse
|
27
|
Namkung H, Kim SH, Sawa A. The Insula: An Underestimated Brain Area in Clinical Neuroscience, Psychiatry, and Neurology. Trends Neurosci 2017; 40:200-207. [PMID: 28314446 DOI: 10.1016/j.tins.2017.02.002] [Citation(s) in RCA: 241] [Impact Index Per Article: 34.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2016] [Revised: 02/12/2017] [Accepted: 02/13/2017] [Indexed: 12/16/2022]
Abstract
Supported by recent human neuroimaging studies, the insula is re-emerging as an important brain area not only in the physiological understanding of the brain, but also in pathological contexts in clinical research. In this opinion article, we briefly introduce the anatomical and histological features of the human insula. We then summarize the physiological functions of the insula and underscore its pathological roles in psychiatric and neurological disorders that have long been underestimated. We finally propose possible strategies through which the role of the insula may be further understood for both basic and clinical neuroscience.
Collapse
Affiliation(s)
- Ho Namkung
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Sun-Hong Kim
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA
| | - Akira Sawa
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA; Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.
| |
Collapse
|
28
|
Hart EE, Izquierdo A. Basolateral amygdala supports the maintenance of value and effortful choice of a preferred option. Eur J Neurosci 2017; 45:388-397. [PMID: 27977047 DOI: 10.1111/ejn.13497] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Revised: 11/26/2016] [Accepted: 11/29/2016] [Indexed: 11/29/2022]
Abstract
The basolateral amygdala (BLA) is known to be involved in appetitive behavior, yet its role in cost-benefit choice of qualitatively different rewards (more/less preferred), beyond magnitude differences (larger/smaller), is poorly understood. We assessed the effects of BLA inactivations on effortful choice behavior. Rats were implanted with cannulae in BLA and trained to stable lever pressing for sucrose pellets on a progressive ratio schedule. Rats were then introduced to a choice: chow was concurrently available while they could work for the preferred sucrose pellets. Rats were infused with either vehicle control (aCSF) or baclofen/muscimol prior to test. BLA inactivations produced a significant decrease in lever presses for sucrose pellets compared to vehicle, and chow consumption was unaffected. Inactivation had no effect on sucrose pellet preference when both options were freely available. Critically, when lab chow was not concurrently available, BLA inactivations had no effect on the number of lever presses for sucrose pellets, indicating that primary motivation in the absence of choice remains intact with BLA offline. After a test under specific satiety for sucrose pellets, BLA inactivation rendered animals less sensitive to devaluation relative to control. The effects of BLA inactivations in our task are not mediated by decreased appetite, an inability to perform the task, a change in food preference, or decrements in primary motivation. Taken together, BLA supports the specific value and effortful choice of a preferred option.
Collapse
Affiliation(s)
- Evan E Hart
- Department of Psychology, University of California at Los Angeles, 1285 Franz Hall Box, Los Angeles, CA, 95156, USA
| | - Alicia Izquierdo
- Department of Psychology, University of California at Los Angeles, 1285 Franz Hall Box, Los Angeles, CA, 95156, USA.,The Brain Research Institute, University of California at Los Angeles, Los Angeles, CA, USA.,Integrative Center for Learning and Memory, University of California at Los Angeles, Los Angeles, CA, USA.,Integrative Center for Addictions, University of California at Los Angeles, Los Angeles, CA, USA
| |
Collapse
|
29
|
Hart EE, Stolyarova A, Conoscenti MA, Minor TR, Izquierdo A. Rigid patterns of effortful choice behavior after acute stress in rats. Stress 2017; 20:19-28. [PMID: 27820975 DOI: 10.1080/10253890.2016.1258397] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Physical effort is a common cost of acquiring rewards, and decreased effort is a feature of many neuropsychiatric disorders. Stress affects performance on several tests of cognition and decision making in both humans and nonhumans. Only a few recent reports show impairing effects of stress in operant tasks involving effort and cognitive flexibility. Brain regions affected by stress, such as the medial prefrontal cortex and amygdala, are also implicated in mediating effortful choices. Here, we assessed effort-based decision making after an acute stress procedure known to induce persistent impairment in shuttle escape and elevated plasma corticosterone. In these animals, we also probed levels of polysialyted neural cell adhesion molecule (PSA-NCAM), a marker of structural plasticity, in medial frontal cortex and amygdala. We found that animals that consistently worked for high magnitude rewards continued to do so, even after acute shock stress. We also found that PSA-NCAM was increased in both regions after effortful choice experience but not after shock stress alone. These findings are discussed with reference to the existing broad literature on cognitive effects of stress and in the context of how acute stress may bias effortful decisions to a rigid pattern of responding.
Collapse
Affiliation(s)
- Evan E Hart
- a Department of Psychology , University of California at Los Angeles , Los Angeles , CA , USA
| | - Alexandra Stolyarova
- a Department of Psychology , University of California at Los Angeles , Los Angeles , CA , USA
| | - Michael A Conoscenti
- a Department of Psychology , University of California at Los Angeles , Los Angeles , CA , USA
| | - Thomas R Minor
- a Department of Psychology , University of California at Los Angeles , Los Angeles , CA , USA
- b Brain Research Institute, University of California at Los Angeles , Los Angeles , CA , USA
- c Integrative Center for Learning and Memory, University of California at Los Angeles , CA , USA
| | - Alicia Izquierdo
- a Department of Psychology , University of California at Los Angeles , Los Angeles , CA , USA
- b Brain Research Institute, University of California at Los Angeles , Los Angeles , CA , USA
- c Integrative Center for Learning and Memory, University of California at Los Angeles , CA , USA
- d Integrative Center for Addictions, University of California at Los Angeles , CA , USA
| |
Collapse
|
30
|
Neural Signatures of Value Comparison in Human Cingulate Cortex during Decisions Requiring an Effort-Reward Trade-off. J Neurosci 2016; 36:10002-15. [PMID: 27683898 DOI: 10.1523/jneurosci.0292-16.2016] [Citation(s) in RCA: 144] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2016] [Accepted: 07/14/2016] [Indexed: 11/21/2022] Open
Abstract
UNLABELLED Integrating costs and benefits is crucial for optimal decision-making. Although much is known about decisions that involve outcome-related costs (e.g., delay, risk), many of our choices are attached to actions and require an evaluation of the associated motor costs. Yet how the brain incorporates motor costs into choices remains largely unclear. We used human fMRI during choices involving monetary reward and physical effort to identify brain regions that serve as a choice comparator for effort-reward trade-offs. By independently varying both options' effort and reward levels, we were able to identify the neural signature of a comparator mechanism. A network involving supplementary motor area and the caudal portion of dorsal anterior cingulate cortex encoded the difference in reward (positively) and effort levels (negatively) between chosen and unchosen choice options. We next modeled effort-discounted subjective values using a novel behavioral model. This revealed that the same network of regions involving dorsal anterior cingulate cortex and supplementary motor area encoded the difference between the chosen and unchosen options' subjective values, and that activity was best described using a concave model of effort-discounting. In addition, this signal reflected how precisely value determined participants' choices. By contrast, separate signals in supplementary motor area and ventromedial prefrontal cortex correlated with participants' tendency to avoid effort and seek reward, respectively. This suggests that the critical neural signature of decision-making for choices involving motor costs is found in human cingulate cortex and not ventromedial prefrontal cortex as typically reported for outcome-based choice. Furthermore, distinct frontal circuits seem to drive behavior toward reward maximization and effort minimization. SIGNIFICANCE STATEMENT The neural processes that govern the trade-off between expected benefits and motor costs remain largely unknown. This is striking because energetic requirements play an integral role in our day-to-day choices and instrumental behavior, and a diminished willingness to exert effort is a characteristic feature of a range of neurological disorders. We use a new behavioral characterization of how humans trade off reward maximization with effort minimization to examine the neural signatures that underpin such choices, using BOLD MRI neuroimaging data. We find the critical neural signature of decision-making, a signal that reflects the comparison of value between choice options, in human cingulate cortex, whereas two distinct brain circuits drive behavior toward reward maximization or effort minimization.
Collapse
|
31
|
Lee JS, Jung S, Park IH, Kim JJ. Neural Basis of Anhedonia and Amotivation in Patients with Schizophrenia: The Role of Reward System. Curr Neuropharmacol 2016; 13:750-9. [PMID: 26630955 PMCID: PMC4759314 DOI: 10.2174/1570159x13666150612230333] [Citation(s) in RCA: 39] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2015] [Revised: 02/25/2015] [Accepted: 02/25/2015] [Indexed: 01/29/2023] Open
Abstract
Anhedonia, the inability to feel pleasure, and amotivation, the lack of motivation, are two
prominent negative symptoms of schizophrenia, which contribute to the poor social and occupational
behaviors in the patients. Recently growing evidence shows that anhedonia and amotivation are tied
together, but have distinct neural correlates. It is important to note that both of these symptoms may derive from deficient
functioning of the reward network. A further analysis into the neuroimaging findings of schizophrenia shows that the
neural correlates overlap in the reward network including the ventral striatum, anterior cingulate cortex and orbitofrontal
cortex. Other neuroimaging studies have demonstrated the involvement of the default mode network in anhedonia. The
identification of a specific deficit in hedonic and motivational capacity may help to elucidate the mechanisms behind
social functioning deficits in schizophrenia, and may also lead to more targeted treatment of negative symptoms.
Collapse
Affiliation(s)
| | | | | | - Jae-Jin Kim
- Department of Psychiatry, Gangnam Severance Hospital, 211 Eonju-ro, Gangnam-gu, Seoul, Korea 135- 720.
| |
Collapse
|
32
|
Chong TTJ, Bonnelle V, Husain M. Quantifying motivation with effort-based decision-making paradigms in health and disease. PROGRESS IN BRAIN RESEARCH 2016; 229:71-100. [PMID: 27926453 DOI: 10.1016/bs.pbr.2016.05.002] [Citation(s) in RCA: 62] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
Motivation can be characterized as a series of cost-benefit valuations, in which we weigh the amount of effort we are willing to expend (the cost of an action) in return for particular rewards (its benefits). Human motivation has traditionally been measured with self-report and questionnaire-based tools, but an inherent limitation of these methods is that they are unable to provide a mechanistic explanation of the processes underlying motivated behavior. A major goal of current research is to quantify motivation objectively with effort-based decision-making paradigms, by drawing on a rich literature from nonhuman animals. Here, we review this approach by considering the development of these paradigms in the laboratory setting over the last three decades, and their more recent translation to understanding choice behavior in humans. A strength of this effort-based approach to motivation is that it is capable of capturing the wide range of individual differences, and offers the potential to dissect motivation into its component elements, thus providing the basis for more accurate taxonomic classifications. Clinically, modeling approaches might provide greater sensitivity and specificity to diagnosing disorders of motivation, for example, in being able to detect subclinical disorders of motivation, or distinguish a disorder of motivation from related but separate syndromes, such as depression. Despite the great potential in applying effort-based paradigms to index human motivation, we discuss several caveats to interpreting current and future studies, and the challenges in translating these approaches to the clinical setting.
Collapse
Affiliation(s)
- T T-J Chong
- Macquarie University, Sydney, NSW, Australia; ARC Centre of Excellence in Cognition and its Disorders, Macquarie University, Sydney, NSW, Australia; Monash Institute of Cognitive and Clinical Neurosciences, Monash University, Clayton, VIC, Australia.
| | - V Bonnelle
- University of Oxford, Oxford, United Kingdom
| | - M Husain
- University of Oxford, Oxford, United Kingdom; John Radcliffe Hospital, Oxford, United Kingdom
| |
Collapse
|
33
|
Culbreth A, Westbrook A, Barch D. Negative symptoms are associated with an increased subjective cost of cognitive effort. JOURNAL OF ABNORMAL PSYCHOLOGY 2016; 125:528-536. [PMID: 26999282 PMCID: PMC4850096 DOI: 10.1037/abn0000153] [Citation(s) in RCA: 62] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Motivational deficits in schizophrenia are proposed to be attributable in part to abnormal effort-cost computations. Inflated subjective cognitive effort costs may explain diminished functioning in schizophrenia to the extent that they drive avoidance of complex decision-making and planning. Although previous data support inflated subjective physical effort costs for individuals with schizophrenia, evidence on cognitive effort is mixed. We exploited the methodological advantages of a recently developed cognitive effort-discounting paradigm (Westbrook, Kester, & Braver, 2013) to examine effort-cost computations in schizophrenia. The paradigm quantifies subjective costs in terms of explicit, continuous discounting of monetary rewards based on parametrically varied demands (levels N of the N-back working memory task), holding objective features of task duration and reward likelihood constant. Both healthy participants (N = 25) and schizophrenia patients (N = 25) showed systematic influences of reward and task demands on choice patterns. Critically, however, participants with schizophrenia discounted rewards more steeply as a function of effort, indicating that effort was more costly for this group. Moreover, discounting varied robustly with symptomatology, such that schizophrenia patients with greater clinically rated negative symptom severity discounted rewards more steeply. These findings extend the current literature on abnormal-effort cost computations in schizophrenia by establishing a clear relationship between the costliness of cognitive effort and negative symptoms. (PsycINFO Database Record
Collapse
Affiliation(s)
- Adam Culbreth
- Department of Psychology, Washington University in Saint Louis
| | | | - Deanna Barch
- Department of Psychology, Washington University in Saint Louis
- Department of Psychiatry & Radiology, Washington University in Saint Louis
| |
Collapse
|
34
|
Salamone JD, Yohn SE, López-Cruz L, San Miguel N, Correa M. Activational and effort-related aspects of motivation: neural mechanisms and implications for psychopathology. Brain 2016; 139:1325-47. [PMID: 27189581 PMCID: PMC5839596 DOI: 10.1093/brain/aww050] [Citation(s) in RCA: 227] [Impact Index Per Article: 28.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2015] [Revised: 01/15/2016] [Accepted: 02/12/2016] [Indexed: 01/18/2023] Open
Abstract
Motivation has been defined as the process that allows organisms to regulate their internal and external environment, and control the probability, proximity and availability of stimuli. As such, motivation is a complex process that is critical for survival, which involves multiple behavioural functions mediated by a number of interacting neural circuits. Classical theories of motivation suggest that there are both directional and activational aspects of motivation, and activational aspects (i.e. speed and vigour of both the instigation and persistence of behaviour) are critical for enabling organisms to overcome work-related obstacles or constraints that separate them from significant stimuli. The present review discusses the role of brain dopamine and related circuits in behavioural activation, exertion of effort in instrumental behaviour, and effort-related decision-making, based upon both animal and human studies. Impairments in behavioural activation and effort-related aspects of motivation are associated with psychiatric symptoms such as anergia, fatigue, lassitude and psychomotor retardation, which cross multiple pathologies, including depression, schizophrenia, and Parkinson's disease. Therefore, this review also attempts to provide an interdisciplinary approach that integrates findings from basic behavioural neuroscience, behavioural economics, clinical neuropsychology, psychiatry, and neurology, to provide a coherent framework for future research and theory in this critical field. Although dopamine systems are a critical part of the brain circuitry regulating behavioural activation, exertion of effort, and effort-related decision-making, mesolimbic dopamine is only one part of a distributed circuitry that includes multiple neurotransmitters and brain areas. Overall, there is a striking similarity between the brain areas involved in behavioural activation and effort-related processes in rodents and in humans. Animal models of effort-related decision-making are highly translatable to humans, and an emerging body of evidence indicates that alterations in effort-based decision-making are evident in several psychiatric and neurological disorders. People with major depression, schizophrenia, and Parkinson's disease show evidence of decision-making biases towards a lower exertion of effort. Translational studies linking research with animal models, human volunteers, and clinical populations are greatly expanding our knowledge about the neural basis of effort-related motivational dysfunction, and it is hoped that this research will ultimately lead to improved treatment for motivational and psychomotor symptoms in psychiatry and neurology.
Collapse
Affiliation(s)
- John D Salamone
- Department of Psychology, University of Connecticut, Storrs, CT 06269-1020, USA
| | - Samantha E Yohn
- Department of Psychology, University of Connecticut, Storrs, CT 06269-1020, USA
| | - Laura López-Cruz
- Àrea de Psicobiologia, Universitat Jaume I, 12071 Castelló, Spain
| | - Noemí San Miguel
- Àrea de Psicobiologia, Universitat Jaume I, 12071 Castelló, Spain
| | - Mercè Correa
- Department of Psychology, University of Connecticut, Storrs, CT 06269-1020, USA Àrea de Psicobiologia, Universitat Jaume I, 12071 Castelló, Spain
| |
Collapse
|
35
|
Fervaha G, Foussias G, Takeuchi H, Agid O, Remington G. Motivational deficits in major depressive disorder: Cross-sectional and longitudinal relationships with functional impairment and subjective well-being. Compr Psychiatry 2016; 66:31-8. [PMID: 26995233 DOI: 10.1016/j.comppsych.2015.12.004] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2015] [Revised: 11/26/2015] [Accepted: 12/15/2015] [Indexed: 01/15/2023] Open
Abstract
BACKGROUND Many individuals with major depressive disorder present with prominent motivational deficits; however, the effect of these symptoms on functional outcomes in the illness remains unclear. METHOD Individuals with major depression who participated in the Sequenced Treatment Alternatives to Relieve Depression study were included in the present investigation (N=1563). Motivational deficits were evaluated using a derived measure from the Hamilton Depression Rating Scale, while functioning was assessed using the Work and Social Adjustment Scale. Subjective outcomes were also evaluated using the Quality of Life Enjoyment and Satisfaction Questionnaire. RESULTS After treatment with citalopram, over 70% of participants continued to experience some degree of motivational deficits. These deficits were significantly associated with greater functional impairments both globally and in each domain of functioning evaluated. These symptoms were also linked to worse subjective outcomes such as overall life satisfaction and quality of life. Change in the severity of motivational deficits over time was significantly linked with changes in outcome. Motivational deficits continued to demonstrate a significant association with outcomes, even after controlling for potentially confounding variables such as duration of depressive episode and severity of other depressive symptoms. CONCLUSIONS Motivational deficits are significantly linked to the functional impairment present in many people with major depression, just as they are in other psychiatric illnesses such as schizophrenia. A greater understanding of the underlying mechanisms of these motivational deficits in particular, beyond other depressive symptoms, is critical to the development of strategies aimed at enhancing functional recovery and improved subjective well-being.
Collapse
Affiliation(s)
- Gagan Fervaha
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada.
| | - George Foussias
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Hiroyoshi Takeuchi
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Ofer Agid
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Gary Remington
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| |
Collapse
|
36
|
Salamone JD, Correa M, Yohn S, Lopez Cruz L, San Miguel N, Alatorre L. The pharmacology of effort-related choice behavior: Dopamine, depression, and individual differences. Behav Processes 2016; 127:3-17. [PMID: 26899746 DOI: 10.1016/j.beproc.2016.02.008] [Citation(s) in RCA: 86] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2015] [Revised: 02/08/2016] [Accepted: 02/12/2016] [Indexed: 12/22/2022]
Abstract
This review paper is focused upon the involvement of mesolimbic dopamine (DA) and related brain systems in effort-based processes. Interference with DA transmission affects instrumental behavior in a manner that interacts with the response requirements of the task, such that rats with impaired DA transmission show a heightened sensitivity to ratio requirements. Impaired DA transmission also affects effort-related choice behavior, which is assessed by tasks that offer a choice between a preferred reinforcer that has a high work requirement vs. less preferred reinforcer that can be obtained with minimal effort. Rats and mice with impaired DA transmission reallocate instrumental behavior away from food-reinforced tasks with high response costs, and show increased selection of low reinforcement/low cost options. Tests of effort-related choice have been developed into models of pathological symptoms of motivation that are seen in disorders such as depression and schizophrenia. These models are being employed to explore the effects of conditions associated with various psychopathologies, and to assess drugs for their potential utility as treatments for effort-related symptoms. Studies of the pharmacology of effort-based choice may contribute to the development of treatments for symptoms such as psychomotor slowing, fatigue or anergia, which are seen in depression and other disorders.
Collapse
Affiliation(s)
- John D Salamone
- Dept. of Psychology Sciences, University of Connecticut, Storrs, CT 06269-1020, USA.
| | - Merce Correa
- Dept. of Psychology Sciences, University of Connecticut, Storrs, CT 06269-1020, USA; Area de Psicobiol., Dept. Psic., Universitat de Jaume I, Castelló 12071, Spain
| | - Samantha Yohn
- Dept. of Psychology Sciences, University of Connecticut, Storrs, CT 06269-1020, USA
| | - Laura Lopez Cruz
- Dept. of Psychology Sciences, University of Connecticut, Storrs, CT 06269-1020, USA; Area de Psicobiol., Dept. Psic., Universitat de Jaume I, Castelló 12071, Spain
| | - Noemi San Miguel
- Dept. of Psychology Sciences, University of Connecticut, Storrs, CT 06269-1020, USA; Area de Psicobiol., Dept. Psic., Universitat de Jaume I, Castelló 12071, Spain
| | | |
Collapse
|
37
|
Piantadosi PT, Khayambashi S, Schluter MG, Kutarna A, Floresco SB. Perturbations in reward-related decision-making induced by reduced prefrontal cortical GABA transmission: Relevance for psychiatric disorders. Neuropharmacology 2016; 101:279-90. [DOI: 10.1016/j.neuropharm.2015.10.007] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2015] [Revised: 10/02/2015] [Accepted: 10/04/2015] [Indexed: 01/18/2023]
|
38
|
Lui SSY, Liu ACY, Chui WWH, Li Z, Geng F, Wang Y, Heerey EA, Cheung EFC, Chan RCK. The nature of anhedonia and avolition in patients with first-episode schizophrenia. Psychol Med 2016; 46:437-447. [PMID: 26464039 DOI: 10.1017/s0033291715001968] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
BACKGROUND Patients with schizophrenia have intact ability to experience emotion, but empirical evidence suggests that they fail to translate emotional salience into effortful behaviour. Previous research in patients with chronic schizophrenia suggests that working memory is important in integrating emotion and behaviour. This study aimed to examine avolition and anhedonia in patients with first-episode schizophrenia and clarify the role of working memory in emotion-behaviour coupling. METHOD We recruited 72 participants with first-episode schizophrenia and 61 healthy controls, and used a validated emotion-inducing behavioural paradigm to measure participants' affective experiences and how experienced emotion coupled with behaviour. Participants were given the opportunity to expend effort to increase or decrease their exposure to emotion-inducing photographs. Participants with schizophrenia having poor working memory were compared with those with intact working memory in their liking and emotion-behaviour coupling. RESULTS Patients with first-episode schizophrenia experienced intact 'in-the-moment' emotion, but their emotion was less predictive of the effort expended, compared with controls. The emotion-behaviour coupling was significantly weaker in patients with schizophrenia with poor working memory than in those with intact working memory. However, compared with controls, patients with intact working also showed substantial emotion-behaviour decoupling. CONCLUSIONS Our findings provide strong evidence for emotion-behaviour decoupling in first-episode schizophrenia. Although working memory deficits contribute to defective translation of liking into effortful behaviour, schizophrenia alone affects emotion-behaviour coupling.
Collapse
Affiliation(s)
- S S Y Lui
- Neuropsychology and Applied Cognitive Neuroscience Laboratory,Key Laboratory of Mental Health,Institute of Psychology,Chinese Academy of Sciences,Beijing,People's Republic of China
| | - A C Y Liu
- Castle Peak Hospital,Hong Kong Special Administration Region,People's Republic of China
| | - W W H Chui
- Castle Peak Hospital,Hong Kong Special Administration Region,People's Republic of China
| | - Z Li
- Neuropsychology and Applied Cognitive Neuroscience Laboratory,Key Laboratory of Mental Health,Institute of Psychology,Chinese Academy of Sciences,Beijing,People's Republic of China
| | - F Geng
- Neuropsychology and Applied Cognitive Neuroscience Laboratory,Key Laboratory of Mental Health,Institute of Psychology,Chinese Academy of Sciences,Beijing,People's Republic of China
| | - Y Wang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory,Key Laboratory of Mental Health,Institute of Psychology,Chinese Academy of Sciences,Beijing,People's Republic of China
| | - E A Heerey
- Psychology Department,Western University,London,Ontario,Canada
| | - E F C Cheung
- Castle Peak Hospital,Hong Kong Special Administration Region,People's Republic of China
| | - R C K Chan
- Neuropsychology and Applied Cognitive Neuroscience Laboratory,Key Laboratory of Mental Health,Institute of Psychology,Chinese Academy of Sciences,Beijing,People's Republic of China
| |
Collapse
|
39
|
Strauss GP, Whearty KM, Morra LF, Sullivan SK, Ossenfort KL, Frost KH. Avolition in schizophrenia is associated with reduced willingness to expend effort for reward on a Progressive Ratio task. Schizophr Res 2016; 170:198-204. [PMID: 26701649 PMCID: PMC4707087 DOI: 10.1016/j.schres.2015.12.006] [Citation(s) in RCA: 78] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2015] [Revised: 12/06/2015] [Accepted: 12/09/2015] [Indexed: 11/30/2022]
Abstract
The current study examined whether effort-cost computation was associated with negative symptoms of schizophrenia (SZ). Participants included outpatients diagnosed with SZ (n=27) and demographically matched healthy controls (n=32) who completed a Progressive Ratio task that required incrementally greater amounts of physical effort to obtain monetary reward. Breakpoint, the point at which participants was no longer willing to exert effort for a certain reward value, was examined as an index of effort-cost computation. There were no group differences in breakpoint for low, medium, or high value rewards on the Progressive Ratio task. However, lower breakpoint scores were associated with greater severity of avolition and anhedonia symptoms in SZ patients. Findings provide further evidence that impaired effort-cost computation is linked to motivational abnormalities in SZ.
Collapse
Affiliation(s)
- Gregory P. Strauss
- Correspondence concerning this article should be addressed to Gregory P. Strauss, Ph.D., . Phone: +1-607-777-5408. Fax: +1-607-777-4890. State University of New York at Binghamton, Department of Psychology, PO Box 6000, Binghamton, New York, USA, 13902-6000
| | | | | | | | | | | |
Collapse
|
40
|
Fervaha G, Zakzanis KK, Foussias G, Agid O, Remington G. Distress related to subclinical negative symptoms in a non-clinical sample: Role of dysfunctional attitudes. Psychiatry Res 2015; 230:249-54. [PMID: 26365687 DOI: 10.1016/j.psychres.2015.09.002] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2015] [Revised: 07/29/2015] [Accepted: 09/01/2015] [Indexed: 10/23/2022]
Abstract
Negative symptoms are a prominent feature of schizophrenia that are intimately linked to poor outcomes characterizing the illness. One mechanistic model suggests that these symptoms are produced and maintained, at least in part, through maladaptive attitudes. Beyond mechanisms, it remains phenomenologically unclear if these symptoms are particularly distressing. In the present study we examined whether subclinical negative symptoms evaluated in a non-clinical sample of young adults (N=370) were distressful or bothersome to participants and, further, whether these symptoms were associated with dysfunctional attitudes. We found that greater severity of subclinical negative symptoms such as amotivation and anhedonia were associated with higher ratings of distress specifically attributable to these symptoms. This relationship held even after controlling for severity of depressive symptoms. Moreover, greater negative symptom burden was associated with greater endorsement of defeatist performance beliefs. Negative symptoms expressed in the general population were found to be particularly distressing. Maladaptive cognitive schemas are implicated in the expression of these symptoms, as well as the amount of distress these symptoms instil. A greater understanding of the mechanisms underlying negative symptoms, including both neurobiological and cognitive, is needed in order to effectively develop treatment strategies for these disabling symptoms.
Collapse
Affiliation(s)
- Gagan Fervaha
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada; Institute of Medical Science, University of Toronto, Toronto, ON, Canada.
| | | | - George Foussias
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada; Institute of Medical Science, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Ofer Agid
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada; Institute of Medical Science, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Gary Remington
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, ON, Canada; Institute of Medical Science, University of Toronto, Toronto, ON, Canada; Department of Psychiatry, Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
41
|
Fervaha G, Duncan M, Foussias G, Agid O, Faulkner GE, Remington G. Effort-based decision making as an objective paradigm for the assessment of motivational deficits in schizophrenia. Schizophr Res 2015. [PMID: 26215506 DOI: 10.1016/j.schres.2015.07.023] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
BACKGROUND Negative symptoms and motivational deficits are prevalent features of schizophrenia, and represent robust predictors of real-world functional outcomes. The standard for assessment of these symptoms is clinical interview and severity ratings on standardized rating scales. In the present study we examined the psychometric properties of a performance-based measure of motivational deficits in patients with schizophrenia. METHODS Ninety-seven patients with schizophrenia were included in this investigation. Patients' willingness to expend effort for reward (i.e., motivation) was evaluated using an effort-based decision making paradigm where participants chose over a series of trials whether to expend a greater amount of effort for a larger monetary reward versus less effort for a smaller reward. Effort performance was evaluated twice, separated by a two-week interval. RESULTS Patients with schizophrenia opted to expend greater effort for trials with higher reward value and greater likelihood of reward receipt. Patients did not find the task overly difficult and reported being motivated to perform well, underscoring the tolerability of the task for patients. Test-retest consistency was good and there was only minimal change in scores over time. Effort performance was not related to sociodemographic or clinical variables (e.g., positive symptoms); however, deficit syndrome patients exerted effort for reward at a significantly lower rate than nondeficit patients. CONCLUSIONS The effort-based decision making task used in the present study represents an objective paradigm that can be used to evaluate motivational impairments in patients with schizophrenia. Such performance-based measures of motivation may also serve as viable endpoints in clinical trials.
Collapse
Affiliation(s)
- Gagan Fervaha
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada.
| | - Mark Duncan
- Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, Canada
| | - George Foussias
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Ofer Agid
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Guy E Faulkner
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Faculty of Kinesiology and Physical Education, University of Toronto, Toronto, Canada
| | - Gary Remington
- Schizophrenia Division and Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| |
Collapse
|
42
|
Wang J, Huang J, Yang XH, Lui SSY, Cheung EFC, Chan RCK. Anhedonia in schizophrenia: Deficits in both motivation and hedonic capacity. Schizophr Res 2015; 168:465-74. [PMID: 26185892 DOI: 10.1016/j.schres.2015.06.019] [Citation(s) in RCA: 47] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2015] [Revised: 06/01/2015] [Accepted: 06/22/2015] [Indexed: 10/23/2022]
Abstract
Anhedonia is one of the core negative symptoms of schizophrenia that affect the ultimate outcome of this disorder. It is unclear whether the motivational or the hedonic component of anhedonia is impaired in patients with schizophrenia. This study examined the deficits in motivation and hedonic capacity in patients with schizophrenia using an Effort-based pleasure experience task (E-pet). Twenty-two schizophrenia patients with prominent negative symptoms, 18 schizophrenia patients without prominent negative symptoms and 29 healthy controls participated in the present study. All of them were administered the E-pet task, which required the participants to make decisions on whether to choose a hard or easy task based on probability and reward magnitude. When making the grip effort allocation decision, schizophrenia patients with prominent negative symptoms were significantly less likely to choose a hard task than healthy controls. As the reward magnitude and the estimated reward value increased, unlike healthy controls, schizophrenia patients with prominent negative symptoms did not increase their hard task choices. They were also significantly less likely to choose a hard task than healthy controls in medium and high probability conditions. When anticipating potential rewards, these patients reported significantly less anticipatory pleasure than healthy controls, even when reward probability and magnitude increased. The pleasure experience rating after obtaining the actual reward was positively correlated with two pleasure experience scales in schizophrenia patients. In conclusion, patients with schizophrenia, especially those with prominent negative symptoms, showed deficits in both reward motivation and anticipatory pleasure experience.
Collapse
Affiliation(s)
- Jiao Wang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Science, Beijing, China; The University of Chinese Academy of Sciences, Beijing, China
| | - Jia Huang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Science, Beijing, China.
| | - Xin-Hua Yang
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Science, Beijing, China; College of Business, Hunan Agricultural University, Changsha, China
| | - Simon S Y Lui
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Science, Beijing, China; Castle Peak Hospital, Hong Kong Special Administrative Region, China
| | - Eric F C Cheung
- Castle Peak Hospital, Hong Kong Special Administrative Region, China
| | - Raymond C K Chan
- Neuropsychology and Applied Cognitive Neuroscience Laboratory, Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Science, Beijing, China
| |
Collapse
|
43
|
Thomsen KR. Measuring anhedonia: impaired ability to pursue, experience, and learn about reward. Front Psychol 2015; 6:1409. [PMID: 26441781 PMCID: PMC4585007 DOI: 10.3389/fpsyg.2015.01409] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2015] [Accepted: 09/03/2015] [Indexed: 11/19/2022] Open
Abstract
Ribot’s (1896) long standing definition of anhedonia as “the inability to experience pleasure” has been challenged recently following progress in affective neuroscience. In particular, accumulating evidence suggests that reward consists of multiple subcomponents of wanting, liking and learning, as initially outlined by Berridge and Robinson (2003), and these processes have been proposed to relate to appetitive, consummatory and satiety phases of a pleasure cycle. Building on this work, we recently proposed to reconceptualize anhedonia as “impairments in the ability to pursue, experience, and/or learn about pleasure, which is often, but not always accessible to conscious awareness.” (Rømer Thomsen et al., 2015). This framework is in line with Treadway and Zald’s (2011) proposal to differentiate between motivational and consummatory types of anhedonia, and stresses the need to combine traditional self-report measures with behavioral measures or procedures. In time, this approach may lead to improved clinical assessment and treatment. In line with our reconceptualization, increasing evidence suggests that reward processing deficits are not restricted to impaired hedonic impact in major psychiatric disorders. Successful translations of animal models have led to strong evidence of impairments in the ability to pursue and learn about reward in psychiatric disorders such as major depressive disorder, schizophrenia, and addiction. It is of high importance that we continue to systematically target impairments in all phases of reward processing across disorders using behavioral testing in combination with neuroimaging techniques. This in turn has implications for diagnosis and treatment, and is essential for the purposes of identifying the underlying neurobiological mechanisms. Here I review recent progress in the development and application of behavioral procedures that measure subcomponents of anhedonia across relevant patient groups, and discuss methodological caveats as well as implications for assessment and treatment.
Collapse
Affiliation(s)
- Kristine Rømer Thomsen
- Centre for Alcohol and Drug Research, Department of Psychology and Behavioural Sciences, Aarhus University , Aarhus C, Denmark
| |
Collapse
|
44
|
Fervaha G, Foussias G, Agid O, Remington G. Motivational deficits in early schizophrenia: prevalent, persistent, and key determinants of functional outcome. Schizophr Res 2015; 166:9-16. [PMID: 25982811 DOI: 10.1016/j.schres.2015.04.040] [Citation(s) in RCA: 101] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2015] [Revised: 04/26/2015] [Accepted: 04/29/2015] [Indexed: 01/31/2023]
Abstract
Negative symptoms, in particular motivational deficits, are reported as impediments to functional recovery in patients with schizophrenia. This study examined the prevalence of motivational deficits in patients early in the illness, and the impact these deficits have on community functioning. Patients with schizophrenia between the ages of 18 and 35years, and within 5years of initiating antipsychotic treatment were included in the present investigation (N=166). The impact of motivation and cognition on concurrent and longitudinal functioning was evaluated. Motivational impairments were found in more than 75% of participants, and were not associated with receipt of social support. These deficits served as the most robust and reliable predictor of functional outcome, while neurocognition demonstrated significantly weaker associations with outcome. When considered together, motivational deficits demonstrated a reliable link with concurrent and longitudinal functioning, with cognition not offering any independent predictive value. Moreover, motivation was found to mediate the relationship between cognition and outcome. Changes in motivation were linked to changes in functioning; however, this was not the case for changes in cognitive performance. Motivation emerged as a significant predictor of functioning even after selected demographic and clinical characteristics (e.g., positive symptoms) were accounted for. These data indicate that motivational deficits are prevalent in patients with schizophrenia, even in the early stages of the illness, and these deficits stand as one of the most robust barriers to people with schizophrenia achieving functional recovery. Greater understanding of the mechanisms underlying these deficits is critical to effective treatment innovation.
Collapse
Affiliation(s)
- Gagan Fervaha
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada.
| | - George Foussias
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Ofer Agid
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Gary Remington
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada; Institute of Medical Science, University of Toronto, Toronto, Canada; Department of Psychiatry, University of Toronto, Toronto, Canada
| |
Collapse
|
45
|
Salamone JD, Koychev I, Correa M, McGuire P. Neurobiological basis of motivational deficits in psychopathology. Eur Neuropsychopharmacol 2015; 25:1225-38. [PMID: 25435083 DOI: 10.1016/j.euroneuro.2014.08.014] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/27/2014] [Revised: 08/16/2014] [Accepted: 08/20/2014] [Indexed: 12/29/2022]
Abstract
In recent years, there has been increasing emphasis on the importance of motivational symptoms in depression, schizophrenia and other disorders. The present review discusses the conceptual background related to the construct of motivation, and provides a framework that for research on both physiological and pathological aspects of motivation. Particular emphasis is placed on what is known about the neurobiological basis of activational aspects of motivation, including studies from animal models. The role of limbic/prefrontal/striatal circuitry in behavioral activation and effort-related functions is examined, and the utility of behavioral tasks of effort-based decision making as models of motivational symptoms is discussed. We also review the neurobiology of motivational symptoms in relation to psychopathology, and issues related to the language used to characterize motivational dysfunctions are considered. The literature suggests that research on the neurobiology of motivational dysfunction in psychopathology, at both clinical and preclinical levels, could inform the development of novel and more effective treatments for a range of CNS disorders.
Collapse
Affiliation(s)
- John D Salamone
- Department of Psychology, University of Connecticut, Storrs, CT 06269-1020, USA.
| | - Ivan Koychev
- Department of Psychosis Studies, Institute of Psychiatry, King's College London, DeCrespigny Park, London SE5 8AF, UK.
| | - Mercè Correa
- Department of Psychology, University of Connecticut, Storrs, CT 06269-1020, USA; Department of Psychobiology, University Jaume I, Castelló, Spain.
| | - Philip McGuire
- Department of Psychosis Studies, Institute of Psychiatry, King's College London, DeCrespigny Park, London SE5 8AF, UK.
| |
Collapse
|
46
|
Bigler ED. Neuroimaging as a biomarker in symptom validity and performance validity testing. Brain Imaging Behav 2015; 9:421-44. [DOI: 10.1007/s11682-015-9409-1] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
|
47
|
Westbrook A, Braver TS. Cognitive effort: A neuroeconomic approach. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2015; 15:395-415. [PMID: 25673005 PMCID: PMC4445645 DOI: 10.3758/s13415-015-0334-y] [Citation(s) in RCA: 254] [Impact Index Per Article: 28.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Cognitive effort has been implicated in numerous theories regarding normal and aberrant behavior and the physiological response to engagement with demanding tasks. Yet, despite broad interest, no unifying, operational definition of cognitive effort itself has been proposed. Here, we argue that the most intuitive and epistemologically valuable treatment is in terms of effort-based decision-making, and advocate a neuroeconomics-focused research strategy. We first outline psychological and neuroscientific theories of cognitive effort. Then we describe the benefits of a neuroeconomic research strategy, highlighting how it affords greater inferential traction than do traditional markers of cognitive effort, including self-reports and physiologic markers of autonomic arousal. Finally, we sketch a future series of studies that can leverage the full potential of the neuroeconomic approach toward understanding the cognitive and neural mechanisms that give rise to phenomenal, subjective cognitive effort.
Collapse
Affiliation(s)
- Andrew Westbrook
- Department of Psychology, Washington University in Saint Louis, Saint Louis, MO, 63130, USA,
| | | |
Collapse
|
48
|
Fervaha G, Takeuchi H, Lee J, Foussias G, Fletcher PJ, Agid O, Remington G. Antipsychotics and amotivation. Neuropsychopharmacology 2015; 40:1539-48. [PMID: 25567425 PMCID: PMC4397414 DOI: 10.1038/npp.2015.3] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2014] [Revised: 11/24/2014] [Accepted: 12/11/2014] [Indexed: 02/05/2023]
Abstract
Antipsychotic drugs are thought to produce secondary negative symptoms, which can also exacerbate primary negative symptoms. In the present study, we examined whether motivational deficits in particular were related to antipsychotic treatment in patients with schizophrenia in a dose-dependent manner. Five hundred and twenty individuals with schizophrenia who were receiving antipsychotic monotherapy for at least 6 months and followed prospectively were included in the present study. Participants were receiving one of five antipsychotic medications (olanzapine, perphenazine, quetiapine, risperidone, or ziprasidone), and analyses were conducted for patients receiving each drug separately. Analysis of covariance models were constructed to examine the effect of antipsychotic dose on level of motivational impairment, controlling for selected demographic and clinical variables (eg, positive symptoms). Level of motivation, or deficits therein, were evaluated using a derived measure from the Quality of Life Scale, and in addition with scores derived from the Positive and Negative Syndrome Scale. Antipsychotic dose was not related to the level of amotivation for any of the medications examined. Moreover, severity of sedation was not significantly related to the degree of amotivation. One hundred and twenty-one individuals were identified as antipsychotic-free at baseline, and after 6 months of antipsychotic treatment, no change in motivation was found. Chronic treatment with antipsychotics does not necessarily impede or enhance goal-directed motivation in patients with schizophrenia. It is possible that the negative impact of antipsychotics in this regard is overstated; conversely, the present results also indicate that we must look beyond antipsychotics in our efforts to improve motivation.
Collapse
Affiliation(s)
- Gagan Fervaha
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Institute of Medical Science, University of Toronto, Toronto, Canada,Schizophrenia Division, Centre for Addiction and Mental Health, 250 College Street, Room 320, Toronto, Ontario M5T 1R8, Canada, Tel: +416 535 8501 (ext 34818), Fax: +416 979 4292, E-mail:
| | - Hiroyoshi Takeuchi
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Jimmy Lee
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Department of Psychiatry, University of Toronto, Toronto, Canada
| | - George Foussias
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Institute of Medical Science, University of Toronto, Toronto, Canada,Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Paul J Fletcher
- Department of Psychiatry, University of Toronto, Toronto, Canada,Biopsychology Section, Centre for Addiction and Mental Health, Toronto, Canada
| | - Ofer Agid
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Institute of Medical Science, University of Toronto, Toronto, Canada,Department of Psychiatry, University of Toronto, Toronto, Canada
| | - Gary Remington
- Schizophrenia Division, Centre for Addiction and Mental Health, Toronto, Canada,Institute of Medical Science, University of Toronto, Toronto, Canada,Department of Psychiatry, University of Toronto, Toronto, Canada
| |
Collapse
|
49
|
Rømer Thomsen K, Whybrow PC, Kringelbach ML. Reconceptualizing anhedonia: novel perspectives on balancing the pleasure networks in the human brain. Front Behav Neurosci 2015; 9:49. [PMID: 25814941 PMCID: PMC4356228 DOI: 10.3389/fnbeh.2015.00049] [Citation(s) in RCA: 90] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2014] [Accepted: 02/11/2015] [Indexed: 12/18/2022] Open
Abstract
Anhedonia, the lack of pleasure, has been shown to be a critical feature of a range of psychiatric disorders. Yet, it is currently measured primarily through subjective self-reports and as such has been difficult to submit to rigorous scientific analysis. New insights from affective neuroscience hold considerable promise in improving our understanding of anhedonia and for providing useful objective behavioral measures to complement traditional self-report measures, potentially leading to better diagnoses and novel treatments. Here, we review the state-of-the-art of hedonia research and specifically the established mechanisms of wanting, liking, and learning. Based on this framework we propose to conceptualize anhedonia as impairments in some or all of these processes, thereby departing from the longstanding view of anhedonia as solely reduced subjective experience of pleasure. We discuss how deficits in each of the reward components can lead to different expressions, or subtypes, of anhedonia affording novel ways of measurement. Specifically, we review evidence suggesting that patients suffering from depression and schizophrenia show impairments in wanting and learning, while some aspects of conscious liking seem surprisingly intact. Furthermore, the evidence suggests that anhedonia is heterogeneous across psychiatric disorders, depending on which parts of the pleasure networks are most affected. This in turn has implications for diagnosis and treatment of anhedonia.
Collapse
Affiliation(s)
- Kristine Rømer Thomsen
- Center of Functionally Integrative Neuroscience (CFIN), University of Aarhus Aarhus, Denmark ; Department of Psychiatry, Warneford Hospital, University of Oxford Oxford, UK ; Centre for Alcohol and Drug Research, School of Business and Social Sciences, University of Aarhus Aarhus, Denmark
| | - Peter C Whybrow
- Semel Institute for Neuroscience and Human Behavior, University of California Los Angeles, LA, USA
| | - Morten L Kringelbach
- Center of Functionally Integrative Neuroscience (CFIN), University of Aarhus Aarhus, Denmark ; Department of Psychiatry, Warneford Hospital, University of Oxford Oxford, UK
| |
Collapse
|
50
|
Hartmann MN, Hager OM, Reimann AV, Chumbley JR, Kirschner M, Seifritz E, Tobler PN, Kaiser S. Apathy but not diminished expression in schizophrenia is associated with discounting of monetary rewards by physical effort. Schizophr Bull 2015; 41:503-12. [PMID: 25053653 PMCID: PMC4332944 DOI: 10.1093/schbul/sbu102] [Citation(s) in RCA: 138] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
Abstract
Negative symptoms in schizophrenia have been grouped into the 2 factors of apathy and diminished expression, which might be caused by separable pathophysiological mechanisms. Recently, it has been proposed that apathy could be due to dysfunctional integration of reward and effort during decision making. We asked whether apathy in particular is associated with stronger devaluation ("discounting") of monetary rewards that require physical effort. Thirty-one patients with schizophrenia and 20 healthy control participants performed a computerized effort discounting task in which they could choose to exert physical effort on a handgrip to obtain monetary rewards. This procedure yields an individual measure for the strength of effort discounting. The degree of effort discounting was strongly correlated with apathy, but not with diminished expression. Importantly, the association between apathy and effort discounting was not driven by cognitive ability, antipsychotic medication, or other clinical and demographic variables. This study provides the first evidence for a highly specific association of apathy with effort-based decision making in patients with schizophrenia. Within a translational framework, the present effort discounting task could provide a bridge between apathy as a psychopathological phenomenon and established behavioral tasks to address similar states in animals.
Collapse
Affiliation(s)
- Matthias N. Hartmann
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland;,Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich, Zurich, Switzerland,*To whom correspondence should be addressed; Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Lenggstrasse 31, 8032 Zurich, Switzerland; tel: 41-44-384-28-17, fax: 41-44-384-25-06, e-mail:
| | - Oliver M. Hager
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland;,Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich, Zurich, Switzerland
| | - Anna V. Reimann
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland
| | - Justin R. Chumbley
- Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich, Zurich, Switzerland
| | - Matthias Kirschner
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland
| | - Erich Seifritz
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland
| | - Philippe N. Tobler
- Laboratory for Social and Neural Systems Research, Department of Economics, University of Zurich, Zurich, Switzerland
| | - Stefan Kaiser
- Department of Psychiatry, Psychotherapy and Psychosomatics, Psychiatric Hospital, University of Zurich, Zurich, Switzerland
| |
Collapse
|