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Reilly EE, Wierenga CE, Grange DL. Testing the role of associative learning in evidence-based treatments for anorexia nervosa. Int J Eat Disord 2024; 57:1088-1095. [PMID: 38323377 PMCID: PMC11093706 DOI: 10.1002/eat.24161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 01/25/2024] [Accepted: 01/26/2024] [Indexed: 02/08/2024]
Abstract
Treatments for anorexia nervosa (AN) remain ineffective for many patients. Processes that can account for differential treatment outcomes remain mostly unknown. We propose that the field test the role of associative learning in current psychological treatments. We hold that this line of research could yield actionable information for understanding non-response and improving long-term outcomes. To make this argument, we define associative learning and outline its proposed role in understanding psychiatric disorders and their treatment. We then briefly review data exploring associative learning in AN. We argue that associative learning processes are implicitly implicated in existing treatments; by this rationale, baseline differences in learning may interfere with treatment response. Finally, we outline future research to test our hypotheses. Altogether, future research aimed at better understanding how associative learning may contribute to AN symptom persistence has the potential to inform novel directions in intervention research. PUBLIC SIGNIFICANCE: There is a pressing need to improve outcomes in treatments for anorexia nervosa (AN). We propose that individual differences in associative learning-the ability to form and update associations between cues, contexts, behaviors, and outcomes-may account for differential response to existing treatments. Undertaking this research could provide an understanding of how current treatments work and inform new approaches for those who may be at risk of poor outcomes.
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Affiliation(s)
- Erin E. Reilly
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
| | | | - Daniel Le Grange
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
- Department of Psychiatry & Behavioral Neuroscience (Emeritus), The University of Chicago, Chicago, Illinois, USA
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2
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Gorrell S, Shott ME, Pryor T, Frank GKW. Neural Response to Expecting a Caloric Sweet Taste Stimulus Predicts Body Mass Index Longitudinally Among Young Adult Women With Anorexia Nervosa. BIOLOGICAL PSYCHIATRY. COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2024; 9:298-304. [PMID: 37506848 PMCID: PMC10811282 DOI: 10.1016/j.bpsc.2023.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Revised: 06/28/2023] [Accepted: 07/17/2023] [Indexed: 07/30/2023]
Abstract
BACKGROUND Anorexia nervosa (AN) is an often-chronic illness, and we lack biomarkers to predict long-term outcome. Recent neuroimaging studies using caloric taste stimuli suggest that paradigms that have tested conditioned neural responses to expectation or salient stimulus receipt may underpin behaviors. However, whether activation of those neural circuits can predict long-term outcome has not been studied. METHODS We followed women treated for AN (n = 35, mean age [SD] = 23 [7] years) and tested whether functional imaging brain response during a taste conditioning paradigm could predict posttreatment body mass index (BMI). We anticipated greater neural activity relative to caloric stimulus expectation and that dopamine-related receipt conditions would predict lower posttreatment BMI, indicating fear-associated arousal. RESULTS Follow-up occurred at mean (SD) = 1648 (1216) days after imaging. Stimulus expectation in orbitofrontal and striatal regions and BMI and BMI change at follow-up were negatively correlated, and these correlations remained significant for the right superior orbitofrontal cortex and BMI change after multiple comparison correction (r = -0.484, p = .003). This relationship remained significant after including time between brain scanning and follow-up in the model. Reward prediction error response did not predict long-term BMI. CONCLUSIONS The orbitofrontal cortex is involved in learning and conditioning, and these data implicate this region in learned caloric stimulus expectation and long-term prediction of weight outcomes in AN. Thus, conditioned elevated brain response to the anticipation of receiving a caloric stimulus may drive food avoidance, suggesting that breaking such associations is central for long-term recovery from AN.
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Affiliation(s)
- Sasha Gorrell
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, San Francisco, California
| | - Megan E Shott
- Department of Psychiatry, University of California, San Diego, San Diego, California
| | | | - Guido K W Frank
- Department of Psychiatry, University of California, San Diego, San Diego, California.
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3
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Abber SR, Murray SM, Brown CS, Wierenga CE. Change in motivational bias during treatment predicts outcome in anorexia nervosa. Int J Eat Disord 2024; 57:671-681. [PMID: 38303629 PMCID: PMC10947895 DOI: 10.1002/eat.24156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 01/19/2024] [Accepted: 01/19/2024] [Indexed: 02/03/2024]
Abstract
OBJECTIVE Reward and punishment sensitivity are known to be altered in anorexia nervosa (AN). Most research has examined these constructs separately although motivated behavior is influenced by considering both the potential for reward and risk of punishment. The present study sought to compare the relative balance of reward and punishment sensitivity in AN versus healthy controls (HCs) and examine whether motivational bias is associated with AN symptoms and treatment outcomes. METHODS Adolescents and adults with AN (n = 262) in a partial hospitalization program completed the Eating Disorders Examination Questionnaire (EDE-Q), Behavioral Inhibition System/Behavioral Activation System (BIS/BAS) scales, and Sensitivity to Punishment/Sensitivity to Reward Questionnaire (SPSRQ) at admission and discharge. HCs (HC; n = 90) completed the BIS/BAS and SPSRQ. Motivational Bias Scores were calculated to reflect the dominance of reward versus punishment sensitivity. RESULTS Individuals with AN demonstrated significantly greater bias toward punishment sensitivity than HC. In AN, a bias toward punishment was associated with higher EDE-Q Global score at admission. Change in motivational bias during treatment predicted EDE-Q Global scores, but not BMI, at discharge, with greater increases in reward sensitivity or greater decreases in punishment sensitivity during treatment predicting lower eating pathology. Similar findings were observed using the BIS/BAS and SPSRQ. DISCUSSION Change in motivational bias during treatment is associated with improved outcomes in AN. However, it appears that much of the change in motivational bias can be attributed to changes in punishment sensitivity, rather than reward sensitivity. Future research should examine the mechanisms underlying punishment sensitivity decreases during treatment. PUBLIC SIGNIFICANCE Sensitivity to reward and punishment may be important treatment targets for individuals with anorexia nervosa (AN). To date, most research has considered reward and punishment sensitivity separately, rather than examining their relationship to each other. We found that the balance of reward and punishment sensitivity (i.e., motivational bias) differs between healthy controls and those with AN and that this bias is associated with eating disorder symptoms and treatment outcome.
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Affiliation(s)
- Sophie R. Abber
- Department of Psychology, Florida State University, Tallahassee, FL
| | - Susan M. Murray
- Eating Disorders Center for Treatment and Research, Department of Psychiatry, University of California, San Diego Health, San Diego, CA
| | - Carina S. Brown
- Eating Disorders Center for Treatment and Research, Department of Psychiatry, University of California, San Diego Health, San Diego, CA
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology
| | - Christina E. Wierenga
- Eating Disorders Center for Treatment and Research, Department of Psychiatry, University of California, San Diego Health, San Diego, CA
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4
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Brown CS, Devine S, Otto AR, Bischoff-Grethe A, Wierenga CE. Greater reliance on model-free learning in adolescent anorexia nervosa: An examination of dual-system reinforcement learning. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.01.31.24302097. [PMID: 38352608 PMCID: PMC10863009 DOI: 10.1101/2024.01.31.24302097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/19/2024]
Abstract
Alterations in learning and decision-making systems are thought to contribute to core features of anorexia nervosa (AN), a psychiatric disorder characterized by persistent dietary restriction and weight loss. Instrumental learning theory identifies a dual-system of habit and goal-directed decision-making, linked to model-free and model-based reinforcement learning algorithms. Difficulty arbitrating between these systems, resulting in an over-reliance on one strategy over the other, has been implicated in compulsivity and extreme goal pursuit, both of which are observed in AN. Characterizing alterations in model-free and model-based systems, and their neural correlates, in AN may clarify mechanisms contributing to symptom heterogeneity (e.g., binge/purge symptoms). This study tested whether adolescents with restricting AN (AN-R; n = 36) and binge/purge AN (AN-BP; n = 20) differentially utilized model-based and model-free learning systems compared to a healthy control group (HC; n = 28) during a Markov two-step decision-making task under conditions of reward and punishment. Associations between model-free and model-based learning and resting-state functional connectivity between neural regions of interest, including orbitofrontal cortex (OFC), nucleus accumbens (NAcc), putamen, and sensory motor cortex (SMC) were examined. AN-R showed higher utilization of model-free learning compared to HC for reward, but attenuated model-free and model-based learning for punishment. In AN-R only, higher model-based learning was associated with stronger OFC-to-left NAcc functional connectivity, regions linked to goal-directed behavior. Greater utilization of model-free learning for reward in AN-R may differentiate this group, particularly during adolescence, and facilitate dietary restriction by prioritizing habitual control in rewarding contexts.
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Affiliation(s)
- Carina S. Brown
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology
- Department of Psychiatry, University of California, San Diego
| | | | | | | | - Christina E. Wierenga
- San Diego State University/University of California San Diego Joint Doctoral Program in Clinical Psychology
- Department of Psychiatry, University of California, San Diego
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5
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Reed F, Foldi CJ. Do the therapeutic effects of psilocybin involve actions in the gut? Trends Pharmacol Sci 2024; 45:107-117. [PMID: 38216431 DOI: 10.1016/j.tips.2023.12.007] [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: 12/04/2023] [Revised: 12/18/2023] [Accepted: 12/19/2023] [Indexed: 01/14/2024]
Abstract
The psychedelic compound psilocybin has recently emerged as a therapeutic intervention for various mental health conditions. Psilocybin is a potent agonist of serotonin (5-HT) receptors (5-HTRs), which are expressed in the brain and throughout peripheral tissues, with particularly high expression in the gastrointestinal (GI) tract. However, no studies have investigated the possibility that peripheral actions of psilocybin may contribute to improvements in mental health outcomes. This is despite strong evidence for disturbed gut-brain signalling in conditions in which psilocybin is being tested clinically. In this Opinion, we highlight the likely actions of psychedelics in the gut and provide initial support for the premise that peripheral actions may be involved in rapid and long-term therapeutic effects. A greater understanding of all sites and modes of action will guide more targeted approaches to drug development.
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Affiliation(s)
- Felicia Reed
- Department of Physiology, Monash University, 26 Innovation Walk, Clayton, VIC 3800, Australia; Biomedicine Discovery Institute, Monash University, 23 Innovation Walk, Clayton, VIC 3800, Australia; Australian Eating Disorders Research & Translation Centre (AEDRTC), Sydney, NSW 2006, Australia.
| | - Claire J Foldi
- Department of Physiology, Monash University, 26 Innovation Walk, Clayton, VIC 3800, Australia; Biomedicine Discovery Institute, Monash University, 23 Innovation Walk, Clayton, VIC 3800, Australia.
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Forester G, Johnson JS, Reilly EE, Lloyd EC, Johnson E, Schaefer LM. Back to the future: Progressing memory research in eating disorders. Int J Eat Disord 2023; 56:2032-2048. [PMID: 37594119 PMCID: PMC10843822 DOI: 10.1002/eat.24045] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Revised: 07/17/2023] [Accepted: 08/02/2023] [Indexed: 08/19/2023]
Abstract
OBJECTIVE Human behaviors, thoughts, and emotions are guided by memories of the past. Thus, there can be little doubt that memory plays a fundamental role in the behaviors (e.g., binging), thoughts (e.g., body-image concerns), and emotions (e.g., guilt) that characterize eating disorders (EDs). Although a growing body of research has begun to investigate the role of memory in EDs, this literature is limited in numerous ways and has yet to be integrated into an overarching framework. METHODS In the present article, we provide an operational framework for characterizing different domains of memory, briefly review existing ED memory research within this framework, and highlight crucial gaps in the literature. RESULTS We distinguish between three domains of memory-episodic, procedural, and working-which differ based on functional attributes and underlying neural systems. Most recent ED memory research has focused on procedural memory broadly defined (e.g., reinforcement learning), and findings within all three memory domains are highly mixed. Further, few studies have attempted to assess these different domains simultaneously, though most behavior is achieved through coordination and competition between memory systems. We, therefore, offer recommendations for how to move ED research forward within each domain of memory and how to study the interactions between memory systems, using illustrative examples from other areas of basic and clinical research. DISCUSSION A stronger and more integrated understanding of the mechanisms that connect memory of past experiences to present ED behavior may yield more comprehensive theoretical models of EDs that guide novel treatment approaches. PUBLIC SIGNIFICANCE Memories of previous eating-related experiences may contribute to the onset and maintenance of eating disorders (EDs). However, research on the role of memory in EDs is limited, and distinct domains of ED memory research are rarely connected. We, therefore, offer a framework for organizing, progressing, and integrating ED memory research, to provide a better foundation for improving ED treatment and intervention going forward.
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Affiliation(s)
- Glen Forester
- Center for Biobehavioral Research, Sanford Research, Fargo, North Dakota, USA
| | - Jeffrey S. Johnson
- Center for Biobehavioral Research, Sanford Research, Fargo, North Dakota, USA
- Department of Psychology, North Dakota State University, Fargo, North Dakota, USA
| | - Erin E. Reilly
- Department of Psychiatry and Behavioral Sciences, University of California, San Francisco, California, USA
| | - E. Caitlin Lloyd
- Columbia University Irving Medical Center, New York, New York, USA
- New York State Psychiatric Institute, New York, New York, USA
| | - Emily Johnson
- Department of Psychology, North Dakota State University, Fargo, North Dakota, USA
| | - Lauren M. Schaefer
- Center for Biobehavioral Research, Sanford Research, Fargo, North Dakota, USA
- Department of Psychiatry and Behavioral Science, University of North Dakota School of Medicine and Health Sciences, Grand Forks, North Dakota, USA
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Budia JM, Alcover CM, Fernández-Muñoz JJ, Blanco-Fernández A, Félix-Alcántara MP. Attachment, motivational systems and anorexia nervosa: A systematic review and proposed framework for eating disorders. Clin Psychol Psychother 2023; 30:913-930. [PMID: 36861498 DOI: 10.1002/cpp.2845] [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: 11/28/2022] [Revised: 02/22/2023] [Accepted: 02/26/2023] [Indexed: 03/03/2023]
Abstract
INTRODUCTION There is a direct association between patients with insecure attachment style (IAS), behavioural inhibition (BIS) and behavioural activation (BAS) motivational systems, and anorexia nervosa (AN). However, the possible direct relationships between these three variables have not been studied. OBJECTIVE The main objective of this study is to analyse the relationship between these variables and propose a framework for analysing and understanding these relationships. METHODOLOGY A systematic review was carried out following the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines, searching the following terms: 'anorexia', 'attachment' and those related to motivational systems. The final search was limited to publications in English dated between 2014-2022 for 'anorexia and attachment' and 2010-2022 for 'anorexia and BIS/BAS'. RESULTS Of the 587 articles retrieved, 30 were included in this study for the textual data analysis of the relationship between anorexia and attachment (17), anorexia and motivational systems (10) and anorexia, attachment and motivational systems (3). An association between avoidant IAS, AN and hypersensitivity to punishment of the BIS was observed in the analysis. A relationship was also observed with hyperreinforcement sensitivity of the BAS. After reviewing the articles, a possible relationship between the three factors, along with other mediating factors, was found. DISCUSSION AN is directly related to the avoidant IAS and to BIS. Similarly, bulimia nervosa (BN) was directly related with anxious IAS and BAS. However, contradictions were found in the BN-BAS relationship. This study proposes a framework for analysing and understanding these relationships.
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Abstract
INTRODUCTION Anorexia nervosa is a frequent eating disorder that affects predominantly young women and may take a severe and chronically worsening course of disease contributing to its high mortality rate. Although a multitude of treatment options exist, this disease still bears a high relapse rate. In light of these facts, an improvement of existing and development of new treatment targets and options is warranted. AREAS COVERED The present review article covers recent developments in psychotherapy associated with the respective neuropsychological and brain alterations as well as highlights current and future pharmacotherapeutic options. EXPERT OPINION Several encouraging developments in the field of psychotherapy such as interventions targeting neurocognitive profiles or addressing reward processing, brain stimulation as well as pharmacological modulation of hormones, namely leptin, oxytocin, ghrelin and nesfatin-1 signaling might be - most likely as part of a multimodal treatment approach - efficacious in order to improve treatment of patients with anorexia nervosa, especially those with a severe course of disease as well as comorbidities. As anorexia nervosa represents a complex and severe mental disorder, it seems most likely that a combination and integration of different evidence-based treatment approaches and settings will contribute to an improved prognosis of this eating disorder. This should be further explored in future studies.
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Affiliation(s)
- Andreas Stengel
- Department of Internal Medicine, Psychosomatic Medicine and Psychotherapy, University Hospital Tübingen, Tübingen, Germany
- Center for Excellence in Eating Disorders Tübingen (KOMET)
- Charité Center for Internal Medicine and Dermatology, Department of Psychosomatic Medicine, Corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Germany
| | - Katrin Giel
- Department of Internal Medicine, Psychosomatic Medicine and Psychotherapy, University Hospital Tübingen, Tübingen, Germany
- Center for Excellence in Eating Disorders Tübingen (KOMET)
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9
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Wieland L, Ebrahimi C, Katthagen T, Panitz M, Luettgau L, Heinz A, Schlagenhauf F, Sjoerds Z. Acute stress alters probabilistic reversal learning in healthy male adults. Eur J Neurosci 2023; 57:824-839. [PMID: 36656136 DOI: 10.1111/ejn.15916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2022] [Revised: 01/12/2023] [Accepted: 01/14/2023] [Indexed: 01/20/2023]
Abstract
Behavioural adaptation is a fundamental cognitive ability, ensuring survival by allowing for flexible adjustment to changing environments. In laboratory settings, behavioural adaptation can be measured with reversal learning paradigms requiring agents to adjust reward learning to stimulus-action-outcome contingency changes. Stress is found to alter flexibility of reward learning, but effect directionality is mixed across studies. Here, we used model-based functional MRI (fMRI) in a within-subjects design to investigate the effect of acute psychosocial stress on flexible behavioural adaptation. Healthy male volunteers (n = 28) did a reversal learning task during fMRI in two sessions, once after the Trier Social Stress Test (TSST), a validated psychosocial stress induction method, and once after a control condition. Stress effects on choice behaviour were investigated using multilevel generalized linear models and computational models describing different learning processes that potentially generated the data. Computational models were fitted using a hierarchical Bayesian approach, and model-derived reward prediction errors (RPE) were used as fMRI regressors. We found that acute psychosocial stress slightly increased correct response rates. Model comparison revealed that double-update learning with altered choice temperature under stress best explained the observed behaviour. In the brain, model-derived RPEs were correlated with BOLD signals in striatum and ventromedial prefrontal cortex (vmPFC). Striatal RPE signals for win trials were stronger during stress compared with the control condition. Our study suggests that acute psychosocial stress could enhance reversal learning and RPE brain responses in healthy male participants and provides a starting point to explore these effects further in a more diverse population.
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Affiliation(s)
- Lara Wieland
- Department of Psychiatry and Neurosciences, CCM, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Einstein Center for Neurosciences Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Bernstein Center for Computational Neuroscience, Berlin, Germany
| | - Claudia Ebrahimi
- Department of Psychiatry and Neurosciences, CCM, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Teresa Katthagen
- Department of Psychiatry and Neurosciences, CCM, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Martin Panitz
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Lennart Luettgau
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Max Planck University College London Centre for Computational Psychiatry and Ageing Research, London, UK
| | - Andreas Heinz
- Department of Psychiatry and Neurosciences, CCM, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Florian Schlagenhauf
- Department of Psychiatry and Neurosciences, CCM, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Einstein Center for Neurosciences Berlin, Charité-Universitätsmedizin Berlin, Berlin, Germany.,Bernstein Center for Computational Neuroscience, Berlin, Germany.,Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Zsuzsika Sjoerds
- Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.,Cognitive Psychology Unit, Institute of Psychology & Leiden Institute for Brain and Cognition, Leiden University, Leiden, the Netherlands
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10
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Frank GKW, Shott ME, Pryor T, Swindle S, Stoddard J. Brain reward response in adolescents and young adults with anorexia nervosa is moderated by changes in body weight and sweetness perception. Int J Eat Disord 2022; 55:1799-1810. [PMID: 36135728 DOI: 10.1002/eat.23814] [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: 05/05/2022] [Revised: 08/30/2022] [Accepted: 09/07/2022] [Indexed: 12/14/2022]
Abstract
OBJECTIVE Anorexia nervosa (AN) is a severe psychiatric illness with complex etiology. Recently, we found elevated striatal brain response to sweet taste stimuli in adolescents and young adults with AN. Here, we tested the hypothesis that nutritional rehabilitation normalizes prediction error activation, a measure for dopamine-related reward circuit response, to salient caloric taste stimuli in AN. METHODS A total of 28 individuals with AN (age = 16 ± 2 years; body mass index [BMI] = 16 ± 1) who previously underwent brain imaging while performing a taste prediction error task using sucrose as salient caloric stimulus, participated in a second brain imaging scan (BMI = 18 ± 1) after intensive specialized eating disorder treatment (41 ± 15 days). A total of 31 healthy controls (age = 16 ± 3 years; BMI = 21 ± 2) were also studied on two occasions. RESULTS At baseline, individuals with AN demonstrated an elevated salience response in bilateral caudate head and nucleus accumbens, and right ventral striatum. At the second scan, elevated response was only found in the right nucleus accumbens. A moderator analysis indicated that greater increase in BMI and greater decrease in sweetness perception predicted lesser prediction error response at the second scan in AN. CONCLUSION Consistent with the previously reported monetary stimulus-response, elevated taste prediction error response in AN was largely absent after weight restoration. This study indicates that changes in BMI and sweet taste perception are independent moderators of change of brain salience response in adolescents and young adults with AN. The study points toward dynamic changes in the brain reward circuitry in AN and highlights the importance of nutrition and weight restoration in that process. PUBLIC SIGNIFICANCE STATEMENT AN is a severe psychiatric illness. Biological factors that integrate neurobiology and behavior could become important targets to improve treatment outcome. This study highlights the importance of weight normalization and taste perception the normalization of brain function, and food type or taste-specific interventions could help in the recovery process. Furthermore, the study suggests that food-related and nonfood-related reward processing adapts to illness state in AN.
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Affiliation(s)
- Guido K W Frank
- Department of Psychiatry, University of California San Diego, San Diego, California, USA.,Rady Children's Hospital San Diego, Medical Behavior Unit, San Diego, California, USA
| | - Megan E Shott
- Department of Psychiatry, University of California San Diego, San Diego, California, USA
| | | | - Skylar Swindle
- Department of Psychiatry, University of California San Diego, San Diego, California, USA
| | - Joel Stoddard
- Department of Psychiatry, University of Colorado, Anschutz Medical Campus, Aurora, Colorado, USA
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11
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Waltmann M, Schlagenhauf F, Deserno L. Sufficient reliability of the behavioral and computational readouts of a probabilistic reversal learning task. Behav Res Methods 2022; 54:2993-3014. [PMID: 35167111 PMCID: PMC9729159 DOI: 10.3758/s13428-021-01739-7] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/28/2021] [Indexed: 12/16/2022]
Abstract
Task-based measures that capture neurocognitive processes can help bridge the gap between brain and behavior. To transfer tasks to clinical application, reliability is a crucial benchmark because it imposes an upper bound to potential correlations with other variables (e.g., symptom or brain data). However, the reliability of many task readouts is low. In this study, we scrutinized the retest reliability of a probabilistic reversal learning task (PRLT) that is frequently used to characterize cognitive flexibility in psychiatric populations. We analyzed data from N = 40 healthy subjects, who completed the PRLT twice. We focused on how individual metrics are derived, i.e., whether data were partially pooled across participants and whether priors were used to inform estimates. We compared the reliability of the resulting indices across sessions, as well as the internal consistency of a selection of indices. We found good to excellent reliability for behavioral indices as derived from mixed-effects models that included data from both sessions. The internal consistency was good to excellent. For indices derived from computational modeling, we found excellent reliability when using hierarchical estimation with empirical priors and including data from both sessions. Our results indicate that the PRLT is well equipped to measure individual differences in cognitive flexibility in reinforcement learning. However, this depends heavily on hierarchical modeling of the longitudinal data (whether sessions are modeled separately or jointly), on estimation methods, and on the combination of parameters included in computational models. We discuss implications for the applicability of PRLT indices in psychiatric research and as diagnostic tools.
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Affiliation(s)
- Maria Waltmann
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre of Mental Health, University of Würzburg, Margarete-Höppel-Platz 1, 97080, Würzburg, Germany.
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1, 04103, Leipzig, Germany.
| | - Florian Schlagenhauf
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1, 04103, Leipzig, Germany
- Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany
| | - Lorenz Deserno
- Department of Child and Adolescent Psychiatry, Psychosomatics and Psychotherapy, Centre of Mental Health, University of Würzburg, Margarete-Höppel-Platz 1, 97080, Würzburg, Germany
- Max Planck Institute for Human Cognitive and Brain Sciences, Stephanstraße 1, 04103, Leipzig, Germany
- Neuroimaging Center, Technical University of Dresden, Dresden, Germany
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12
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The effect of body image dissatisfaction on goal-directed decision making in a population marked by negative appearance beliefs and disordered eating. PLoS One 2022; 17:e0276750. [PMID: 36441713 PMCID: PMC9704573 DOI: 10.1371/journal.pone.0276750] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 10/13/2022] [Indexed: 11/29/2022] Open
Abstract
Eating disorders are associated with one of the highest mortality rates among all mental disorders, yet there is very little research about them within the newly emerging and promising field of computational psychiatry. As such, we focus on investigating a previously unexplored, yet core aspect of eating disorders-body image dissatisfaction. We continue a freshly opened debate about model-based learning and its trade-off against model-free learning-a proxy for goal-directed and habitual behaviour. We perform a behavioural study that utilises a two-step decision-making task and a reinforcement learning model to understand the effect of body image dissatisfaction on model-based learning in a population characterised by high scores of disordered eating and negative appearance beliefs, as recruited using Prolific. We find a significantly reduced model-based contribution in the body image dissatisfaction task condition in the population of interest as compared to a healthy control. This finding suggests general deficits in deliberate control in this population, leading to habitual, compulsive-like behaviours (body checking) dominating the experience. Importantly, the results may inform treatment approaches, which could focus on enhancing the reliance on goal-directed decision making to help cope with unwanted behaviours.
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13
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Altered Reinforcement Learning from Reward and Punishment in Anorexia Nervosa: Evidence from Computational Modeling. J Int Neuropsychol Soc 2022; 28:1003-1015. [PMID: 34839845 PMCID: PMC9148374 DOI: 10.1017/s1355617721001326] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
OBJECTIVES Anorexia nervosa (AN) is associated with altered sensitivity to reward and punishment. Few studies have investigated whether this results in aberrant learning. The ability to learn from rewarding and aversive experiences is essential for flexibly adapting to changing environments, yet individuals with AN tend to demonstrate cognitive inflexibility, difficulty set-shifting and altered decision-making. Deficient reinforcement learning may contribute to repeated engagement in maladaptive behavior. METHODS This study investigated learning in AN using a probabilistic associative learning task that separated learning of stimuli via reward from learning via punishment. Forty-two individuals with Diagnostic and Statistical Manual of Mental Disorders (DSM)-5 restricting-type AN were compared to 38 healthy controls (HCs). We applied computational models of reinforcement learning to assess group differences in learning, thought to be driven by violations in expectations, or prediction errors (PEs). Linear regression analyses examined whether learning parameters predicted BMI at discharge. RESULTS AN had lower learning rates than HC following both positive and negative PE (p < .02), and were less likely to exploit what they had learned. Negative PE on punishment trials predicted lower discharge BMI (p < .001), suggesting individuals with more negative expectancies about avoiding punishment had the poorest outcome. CONCLUSIONS This is the first study to show lower rates of learning in AN following both positive and negative outcomes, with worse punishment learning predicting less weight gain. An inability to modify expectations about avoiding punishment might explain persistence of restricted eating despite negative consequences, and suggests that treatments that modify negative expectancy might be effective in reducing food avoidance in AN.
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Devine S, Germain N, Ehrlich S, Eppinger B. Changes in the Prevalence of Thin Bodies Bias Young Women's Judgments About Body Size. Psychol Sci 2022; 33:1212-1225. [PMID: 35802627 DOI: 10.1177/09567976221082941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Body dissatisfaction is pervasive among young women in Western countries. Among the many forces that contribute to body dissatisfaction, the overrepresentation of thin bodies in visual media has received notable attention. In this study, we proposed that prevalence-induced concept change may be one of the cognitive mechanisms that explain how beauty standards shift. We conducted a preregistered online experiment with young women (N = 419) and found that when the prevalence of thin bodies in the environment increased, the concept of being overweight expanded to include bodies that would otherwise be judged as "normal." Exploratory analyses revealed significant individual differences in sensitivity to this effect, in terms of women's judgments about other bodies as well as their own. These results suggest that women's judgments about other women's bodies are biased by an overrepresentation of thinness and lend initial support to policies designed to increase size-inclusive representation in the media.
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Affiliation(s)
| | - Nathalie Germain
- Department of Social and Preventive Medicine, Faculty of Medicine, Université Laval
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neurosciences, Faculty of Medicine, Technische Universität Dresden
| | - Ben Eppinger
- Faculty of Psychology, Technische Universität Dresden.,PERFORM Centre, Concordia University.,Department of Psychology, University of Greifswald.,Department of Psychology, Concordia University
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15
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Smith R, Mayeli A, Taylor S, Al Zoubi O, Naegele J, Khalsa SS. Gut inference: A computational modelling approach. Biol Psychol 2021; 164:108152. [PMID: 34311031 PMCID: PMC8429276 DOI: 10.1016/j.biopsycho.2021.108152] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Revised: 07/20/2021] [Accepted: 07/22/2021] [Indexed: 12/22/2022]
Abstract
Neurocomputational theories have hypothesized that Bayesian inference underlies interoception, which has become a topic of recent experimental work in heartbeat perception. To extend this approach beyond cardiac interoception, we describe the application of a Bayesian computational model to a recently developed gastrointestinal interoception task completed by 40 healthy individuals undergoing simultaneous electroencephalogram (EEG) and peripheral physiological recording. We first present results that support the validity of this modelling approach. Second, we provide a test of, and confirmatory evidence supporting, the neural process theory associated with a particular Bayesian framework (active inference) that predicts specific relationships between computational parameters and event-related potentials in EEG. We also offer some exploratory evidence suggesting that computational parameters may influence the regulation of peripheral physiological states. We conclude that this computational approach offers promise as a tool for studying individual differences in gastrointestinal interoception.
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Affiliation(s)
- Ryan Smith
- Laureate Institute for Brain Research, Tulsa, OK, United States.
| | - Ahmad Mayeli
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Samuel Taylor
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Obada Al Zoubi
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Jessyca Naegele
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, Tulsa, OK, United States; Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States.
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16
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The costs of over-control in anorexia nervosa: evidence from fMRI and ecological momentary assessment. Transl Psychiatry 2021; 11:304. [PMID: 34016948 PMCID: PMC8138008 DOI: 10.1038/s41398-021-01405-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Revised: 04/01/2021] [Accepted: 04/22/2021] [Indexed: 01/15/2023] Open
Abstract
A growing body of evidence suggests that a high level of self-control may, despite its positive effects, influence cognitive processing in an unfavorable manner. However, the affective costs of self-control have only rarely been investigated. Anorexia nervosa (AN) is an eating disorder that is often characterized by excessive self-control. Here, we used fMRI to explore whether over-control in AN may have negative affective consequences. 36 predominantly adolescent female AN patients and 36 age-matched healthy controls (HC) viewed negative and neutral pictures during two separate fMRI sessions before and after 10 min of rest. We tested whether abnormally elevated neural activity during the initial presentation in a brain region broadly implicated in top-down control, the dorsolateral prefrontal cortex (dlPFC), could predict subsequent activation in limbic areas relevant to bottom-up affective processing. Using ecological momentary assessment (EMA), we also tested for associations between the aforementioned neuroimaging markers and negative affective states in the two weeks following the experiment. fMRI data revealed that higher initial activation of the dlPFC in AN predicted increased amygdala reactivity during the second fMRI session, which in turn was related to increased self-reported tension during two weeks following the scan. These data suggest that over-control in AN patients may come at a cost including negative affective states on a short (minutes) as well as a longer time scale (days). This mechanism may significantly contribute to the persistence of AN.
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17
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From Desire to Dread-A Neurocircuitry Based Model for Food Avoidance in Anorexia Nervosa. J Clin Med 2021; 10:jcm10112228. [PMID: 34063884 PMCID: PMC8196668 DOI: 10.3390/jcm10112228] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 05/18/2021] [Accepted: 05/19/2021] [Indexed: 02/07/2023] Open
Abstract
Anorexia nervosa is a severe psychiatric illness associated with food avoidance. Animal models from Berridge et al. over the past decade showed that environmental ambience, pleasant or fear inducing, can trigger either appetitive (desire) or avoidance (dread) behaviors in animals via frontal cortex, nucleus accumbens dopamine D1 and D2 receptors, and hypothalamus. Those mechanisms could be relevant for understanding anorexia nervosa. However, models that translate animal research to explain the psychopathology of anorexia nervosa are sparse. This article reviews animal and human research to find evidence for whether this model can explain food avoidance behaviors in anorexia nervosa. Research on anorexia nervosa suggests fear conditioning to food, activation of the corticostriatal brain circuitry, sensitization of ventral striatal dopamine response, and alterations in hypothalamic function. The results support the applicability of the animal neurocircuitry derived model and provide directions to further study the pathophysiology that underlies anorexia nervosa.
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Li Q, Chen G. Recognition of industrial machine parts based on transfer learning with convolutional neural network. PLoS One 2021; 16:e0245735. [PMID: 33507901 PMCID: PMC7842930 DOI: 10.1371/journal.pone.0245735] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 01/07/2021] [Indexed: 12/12/2022] Open
Abstract
As the industry gradually enters the stage of unmanned and intelligent, factories in the future need to realize intelligent monitoring and diagnosis and maintenance of parts and components. In order to achieve this goal, it is first necessary to accurately identify and classify the parts in the factory. However, the existing literature rarely studies the classification and identification of parts of the entire factory. Due to the lack of existing data samples, this paper studies the identification and classification of small samples of industrial machine parts. In order to solve this problem, this paper establishes a convolutional neural network model based on the InceptionNet-V3 pretrained model through migration learning. Through experimental design, the influence of data expansion, learning rate and optimizer algorithm on the model effectiveness is studied, and the optimal model was finally determined, and the test accuracy rate reaches 99.74%. By comparing with the accuracy of other classifiers, the experimental results prove that the convolutional neural network model based on transfer learning can effectively solve the problem of recognition and classification of industrial machine parts with small samples and the idea of transfer learning can also be further promoted.
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Affiliation(s)
- Qiaoyang Li
- Xi'an Research Institute of High-Tech, Xi’an, China
| | - Guiming Chen
- Xi'an Research Institute of High-Tech, Xi’an, China
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19
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Hrnjadovic A, Friedmann J, Barhebreus S, Allen PJ, Kocsis B. Effect of a 5-HT7 Receptor Antagonist on Reversal Learning in the Rat Attentional Set-Shifting Test. ACS Chem Neurosci 2021; 12:42-48. [PMID: 33337152 PMCID: PMC9976939 DOI: 10.1021/acschemneuro.0c00554] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
5-HT7 receptor antagonism has been shown to ameliorate ketamine-induced schizophrenia-like deficits in extradimensional set-shifting using the attentional set-shifting task (ASST). However, this rodent paradigm distinguishes between several types of cognitive rigidity associated with neuropsychiatric conditions. The goal of this study was to test 5-HT7 receptor involvement in the reversal learning component of the ASST because this ability depends primarily on the orbito-frontal cortex, which shows strong 5-HT7 receptor expression. We found that impaired performance on the ASST induced by NMDA receptor blockade (MK-801, 0.2 mg/kg) in 14 rats was reversed by coadministration of the 5-HT7 receptor antagonist SB-269970. The strongest effect was found on the reversal phases of ASST, whereas injection of SB-269970 alone had no effect. These results indicate that 5-HT7 receptor mechanisms may have a specific contribution to the complex cognitive deficits, increasing perseverative responding, in psychiatric diseases, including schizophrenia, depression, and anorexia nervosa, which express different forms of cognitive inflexibility.
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Affiliation(s)
- Alma Hrnjadovic
- Department of Psychiatry, BIDMC, Harvard Medical School, Boston, Massachussetts 02215, United States
| | - James Friedmann
- Department of Psychiatry, BIDMC, Harvard Medical School, Boston, Massachussetts 02215, United States
| | - Sandra Barhebreus
- Department of Psychiatry, BIDMC, Harvard Medical School, Boston, Massachussetts 02215, United States
| | - Patricia J. Allen
- Department of Psychiatry, BIDMC, Harvard Medical School, Boston, Massachussetts 02215, United States
| | - Bernat Kocsis
- Department of Psychiatry, BIDMC, Harvard Medical School, Boston, Massachussetts 02215, United States
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20
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Altered habenula to locus coeruleus functional connectivity in past anorexia nervosa suggests correlation with suicidality: a pilot study. Eat Weight Disord 2020; 25:1475-1480. [PMID: 31376112 PMCID: PMC6995421 DOI: 10.1007/s40519-019-00746-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/26/2019] [Accepted: 07/03/2019] [Indexed: 01/03/2023] Open
Abstract
PURPOSE Despite anorexia nervosa having the highest mortality rate of mental illnesses, little is known regarding the brain mechanisms involved. Given that lack of interest for food in anorexic patients is related to alterations in the reward system, we tested the hypothesis that patients with past anorexia nervosa (pAN) have altered resting state functional connectivity (RSFC) between the habenula (a major component of the reward system) and its targets. METHODS RSFC between the habenula and major targets (locus coeruleus, median and dorsal raphe nuclei, substantia nigra, and ventral tegmental area) was studied in 14 psychiatric inpatients with pAN and 14 psychiatric inpatient controls (PC, never-anorexic patients in same clinic, matched for comorbidities). Next, we tested possible correlations between RSFC and suicidal ideation, depression, and anxiety as determined by self-report questionnaires. RESULTS Left habenula/locus coeruleus RSFC was lower in pAN patients compared to PC. The left habenula/locus coeruleus RSFC was positively correlated with suicidal ideation (past 2 months) in pAN patients, but not in controls. CONCLUSIONS pAN patients showed long lasting alterations in habenular connectivity. This may have clinical implications, possibly including future evaluation of the habenula as a therapeutic target and the need to carefully monitor suicidality in pAN patients. NO LEVEL OF EVIDENCE Basic science.
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21
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Henco L, Diaconescu AO, Lahnakoski JM, Brandi ML, Hörmann S, Hennings J, Hasan A, Papazova I, Strube W, Bolis D, Schilbach L, Mathys C. Aberrant computational mechanisms of social learning and decision-making in schizophrenia and borderline personality disorder. PLoS Comput Biol 2020; 16:e1008162. [PMID: 32997653 PMCID: PMC7588082 DOI: 10.1371/journal.pcbi.1008162] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 10/26/2020] [Accepted: 07/19/2020] [Indexed: 12/13/2022] Open
Abstract
Psychiatric disorders are ubiquitously characterized by debilitating social impairments. These difficulties are thought to emerge from aberrant social inference. In order to elucidate the underlying computational mechanisms, patients diagnosed with major depressive disorder (N = 29), schizophrenia (N = 31), and borderline personality disorder (N = 31) as well as healthy controls (N = 34) performed a probabilistic reward learning task in which participants could learn from social and non-social information. Patients with schizophrenia and borderline personality disorder performed more poorly on the task than healthy controls and patients with major depressive disorder. Broken down by domain, borderline personality disorder patients performed better in the social compared to the non-social domain. In contrast, controls and major depressive disorder patients showed the opposite pattern and schizophrenia patients showed no difference between domains. In effect, borderline personality disorder patients gave up a possible overall performance advantage by concentrating their learning in the social at the expense of the non-social domain. We used computational modeling to assess learning and decision-making parameters estimated for each participant from their behavior. This enabled additional insights into the underlying learning and decision-making mechanisms. Patients with borderline personality disorder showed slower learning from social and non-social information and an exaggerated sensitivity to changes in environmental volatility, both in the non-social and the social domain, but more so in the latter. Regarding decision-making the modeling revealed that compared to controls and major depression patients, patients with borderline personality disorder and schizophrenia showed a stronger reliance on social relative to non-social information when making choices. Depressed patients did not differ significantly from controls in this respect. Overall, our results are consistent with the notion of a general interpersonal hypersensitivity in borderline personality disorder and schizophrenia based on a shared computational mechanism characterized by an over-reliance on beliefs about others in making decisions and by an exaggerated need to make sense of others during learning specifically in borderline personality disorder. People suffering from psychiatric disorders frequently experience difficulties in social interaction, such as an impaired ability to use social signals to build representations of others and use these to guide behavior. Compuational models of learning and decision-making enable the characterization of individual patterns in learning and decision-making mechanisms that may be disorder-specific or disorder-general. We employed this approach to investigate the behavior of healthy participants and patients diagnosed with depression, schizophrenia, and borderline personality disorder while they performed a probabilistic reward learning task which included a social component. Patients with schizophrenia and borderline personality disorder performed more poorly on the task than controls and depressed patients. In addition, patients with borderline personality disorder concentrated their learning efforts more on the social compared to the non-social information. Computational modeling additionally revealed that borderline personality disorder patients showed a reduced flexibility in the weighting of newly obtained social and non-social information when learning about their predictive value. Instead, we found exaggerated learning of the volatility of social and non-social information. Additionally, we found a pattern shared between patients with borderline personality disorder and schizophrenia who both showed an over-reliance on predictions about social information during decision-making. Our modeling therefore provides a computational account of the exaggerated need to make sense of and rely on one’s interpretation of others’ behavior, which is prominent in both disorders.
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Affiliation(s)
- Lara Henco
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
- Graduate School for Systemic Neurosciences, Munich, Germany
- * E-mail:
| | - Andreea O. Diaconescu
- Department of Psychiatry (UPK), University of Basel, Basel, Switzerland
- Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich and ETH Zurich, Zurich, Switzerland
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health (CAMH), University of Toronto, Canada
| | - Juha M. Lahnakoski
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
- Institute of Neuroscience and Medicine, Brain & Behaviour (INM-7), Research Centre Jülich, Jülich, Germany
- Institute of Systems Neuroscience, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Marie-Luise Brandi
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
| | - Sophia Hörmann
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
| | - Johannes Hennings
- Department of Dialectical Behavioral Therapy, kbo-Isar-Amper-Klinikum Munich-East, Munich/Haar, Germany
| | - Alkomiet Hasan
- Department of Psychiatry and Psychotherapy, University Hospital Munich, LMU Munich, Munich, Germany
- Department of Psychiatry, Psychotherapy and Psychosomatic, University of Augsburg, Medical Faculty, Augsburg, Germany
| | - Irina Papazova
- Department of Psychiatry and Psychotherapy, University Hospital Munich, LMU Munich, Munich, Germany
| | - Wolfgang Strube
- Department of Psychiatry and Psychotherapy, University Hospital Munich, LMU Munich, Munich, Germany
| | - Dimitris Bolis
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
| | - Leonhard Schilbach
- Independent Max Planck Research Group for Social Neuroscience, Max Planck Institute of Psychiatry, Munich, Germany
- Graduate School for Systemic Neurosciences, Munich, Germany
- International Max Planck Research School for Translational Psychiatry (IMPRS-TP), Munich, Germany
- Medical Faculty, LMU Munich, Munich, Germany
| | - Christoph Mathys
- Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich and ETH Zurich, Zurich, Switzerland
- Scuola Internazionale Superiore di Studi Avanzati (SISSA),Trieste, Italy
- Interacting Minds Centre, Aarhus University, Aarhus, Denmark
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Crucianelli L, Demartini B, Goeta D, Nisticò V, Saramandi A, Bertelli S, Todisco P, Gambini O, Fotopoulou A. The Anticipation and Perception of Affective Touch in Women with and Recovered from Anorexia Nervosa. Neuroscience 2020; 464:143-155. [PMID: 32937191 DOI: 10.1016/j.neuroscience.2020.09.013] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2020] [Revised: 09/01/2020] [Accepted: 09/02/2020] [Indexed: 11/19/2022]
Abstract
Disruptions in reward processing and anhedonia have long been observed in Anorexia Nervosa (AN). Interoceptive deficits have also been observed in AN, including reduced tactile pleasure. However, the extent to which this tactile anhedonia is specifically liked to an impairment in a specialised, interoceptive C-tactile system originating at the periphery, or a more top-down mechanism in the processing of tactile pleasantness remains debated. Here, we investigated differences between patients with and recovered from AN (RAN) and healthy controls (HC) in the perception of pleasantness of touch delivered in a CT-optimal versus a CT-non-optimal manner, and in their top-down, anticipatory beliefs about the perceived pleasantness of touch. To this end, we measured the anticipated pleasantness of various materials touching the skin and the perceived pleasantness of light, dynamic touch applied to the forearm of 27 women with AN, 24 women who have recovered and 30 HCs using C Tactile (CT) afferents-optimal (slow) and non-optimal (fast) velocities. Our results showed that both clinical groups anticipated tactile experiences and rated delivered tactile stimuli as less pleasant than HCs, but the latter difference was not related to the CT optimality of the stimulation. Instead, differences in the perception of CT-optimal touch were predicted by differences in top-down beliefs, alexithymia and interoceptive sensibility. Thus, tactile anhedonia in AN might persist as a trait even after otherwise successful recovery of AN and it is not linked to a bottom-up interoceptive deficit in the CT system, but rather to a learned, defective top-down anticipation of tactile pleasantness.
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Affiliation(s)
- Laura Crucianelli
- Department of Clinical, Educational and Health Psychology, University College London, London, UK; Department of Neuroscience, Karolinska Institutet, Stockholm, Sweden.
| | - Benedetta Demartini
- Department of Clinical, Educational and Health Psychology, University College London, London, UK; Department of Health Sciences, University of Milan, Milan, Italy; Psychiatry Unit, ASST Santi Paolo e Carlo, S. Paolo General Hospital, Milan, Italy; Aldo Ravelli Research Center for Neurotechnology and Experimental Brain Therapeutics, University of Milan, Italy
| | - Diana Goeta
- Department of Health Sciences, University of Milan, Milan, Italy; Psychiatry Unit, ASST Santi Paolo e Carlo, S. Paolo General Hospital, Milan, Italy
| | - Veronica Nisticò
- Department of Clinical, Educational and Health Psychology, University College London, London, UK; Department of Health Sciences, University of Milan, Milan, Italy; Aldo Ravelli Research Center for Neurotechnology and Experimental Brain Therapeutics, University of Milan, Italy
| | - Alkistis Saramandi
- Department of Clinical, Educational and Health Psychology, University College London, London, UK
| | - Sara Bertelli
- Psychiatry Unit, ASST Santi Paolo e Carlo, S. Paolo General Hospital, Milan, Italy
| | | | - Orsola Gambini
- Department of Health Sciences, University of Milan, Milan, Italy; Psychiatry Unit, ASST Santi Paolo e Carlo, S. Paolo General Hospital, Milan, Italy; Aldo Ravelli Research Center for Neurotechnology and Experimental Brain Therapeutics, University of Milan, Italy
| | - Aikaterini Fotopoulou
- Department of Clinical, Educational and Health Psychology, University College London, London, UK
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Neuser MP, Kühnel A, Svaldi J, Kroemer NB. Beyond the average: The role of variable reward sensitivity in eating disorders. Physiol Behav 2020; 223:112971. [DOI: 10.1016/j.physbeh.2020.112971] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2019] [Revised: 04/30/2020] [Accepted: 05/13/2020] [Indexed: 01/13/2023]
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Haynos AF, Lavender JM, Nelson J, Crow SJ, Peterson CB. Moving towards specificity: A systematic review of cue features associated with reward and punishment in anorexia nervosa. Clin Psychol Rev 2020; 79:101872. [PMID: 32521390 DOI: 10.1016/j.cpr.2020.101872] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2019] [Revised: 03/16/2020] [Accepted: 05/24/2020] [Indexed: 12/13/2022]
Abstract
Models of anorexia nervosa (AN) posit that symptoms are maintained through deficient reward and enhanced punishment processing. However, theoretical and empirical inconsistencies highlight the need for a more nuanced conceptualization of this literature. Our goal was to comprehensively review the research on reward and punishment responding in AN from a cue-specific lens to determine which stimuli evoke or discourage reward and punishment responses in this population, and, ultimately, what properties these rewarding and punishing cues might share. A systematic review interrogating reward and punishment responses to specific cues yielded articles (n = 92) that examined responses to disorder relevant (e.g., food) and irrelevant (e.g., money) stimuli across self-report, behavioral, and biological indices. Overall, in most studies individuals with AN exhibited aversive responses to cues signaling higher body weights, social contexts, and monetary losses, and appetitive responses to cues for weight loss behaviors and thinness. Findings were more mixed on responses to palatable food and monetary gains. Results highlight that reward and punishment responding in AN are context specific and may be affected by varied stimulus qualities (e.g., predictability, controllability, delay, effort). Increasing specificity in future research on reward and punishment mechanisms in AN will better inform development of precisely-targeted interventions.
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Affiliation(s)
- Ann F Haynos
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, United States of America.
| | - Jason M Lavender
- Military Cardiovascular Outcomes Research (MiCOR) Program, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, United States of America; The Metis Foundation, San Antonio, TX, United States of America
| | - Jillian Nelson
- Department of Psychology, George Mason University, Fairfax, VA, United States of America
| | - Scott J Crow
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, United States of America; The Emily Program, St. Paul, MN, United States of America
| | - Carol B Peterson
- Department of Psychiatry and Behavioral Sciences, University of Minnesota, Minneapolis, MN, United States of America; The Emily Program, St. Paul, MN, United States of America
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25
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King JA, Bernardoni F, Geisler D, Ritschel F, Doose A, Pauligk S, Pásztor K, Weidner K, Roessner V, Smolka MN, Ehrlich S. Intact value-based decision-making during intertemporal choice in women with remitted anorexia nervosa? An fMRI study. J Psychiatry Neurosci 2020; 45:108-116. [PMID: 31595737 PMCID: PMC7828910 DOI: 10.1503/jpn.180252] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Extreme restrictive food choice in anorexia nervosa is thought to reflect excessive self-control and/or abnormal reward sensitivity. Studies using intertemporal choice paradigms have suggested an increased capacity to delay reward in anorexia nervosa, and this may explain an unusual ability to resist immediate temptation and override hunger in the long-term pursuit of thinness. It remains unclear, however, whether altered delay discounting in anorexia nervosa constitutes a state effect of acute illness or a trait marker observable after recovery. METHODS We repeated the analysis from our previous fMRI investigation of intertemporal choice in acutely underweight patients with anorexia nervosa in a sample of weight-recovered women with anorexia nervosa (n = 36) and age-matched healthy controls (n = 36) who participated in the same study protocol. Follow-up analyses explored functional connectivity separately in both the weight-recovered/healthy controls sample and the acute/healthy controls sample. RESULTS In contrast to our previous findings in acutely underweight patients with anorexia nervosa, we found no differences between weight-recovered patients with anorexia nervosa and healthy controls at either behavioural or neural levels. New analysis of data from the acute/healthy controls sample sample revealed increased coupling between dorsal anterior cingulate cortex and posterior brain regions as a function of decision difficulty, supporting the hypothesis of altered neural efficiency in the underweight state. LIMITATIONS This was a cross-sectional study, and the results may be task-specific. CONCLUSION Although our results underlined previous demonstrations of divergent temporal reward discounting in acutely underweight patients with anorexia nervosa, we found no evidence of alteration in patients with weight-recovered anorexia nervosa. Together, these findings suggest that impaired valuebased decision-making may not constitute a defining trait variable or “scar” of the disorder.
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Affiliation(s)
- Joseph A. King
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Fabio Bernardoni
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Daniel Geisler
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Franziska Ritschel
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Arne Doose
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Sophie Pauligk
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Konrad Pásztor
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Kerstin Weidner
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Veit Roessner
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Michael N. Smolka
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
| | - Stefan Ehrlich
- From the Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (King, Bernardoni, Geisler, Ritschel, Doose, Pauligk, Pásztor, Ehrlich); the Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Department of Child and Adolescent Psychiatry, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Ritschel, Roessner, Ehrlich); the Department of Psychotherapy and Psychosomatic Medicine, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany (Weidner); and the Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany (Smolka)
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Dufresne L, Bussières EL, Bédard A, Gingras N, Blanchette-Sarrasin A, Bégin PhD C. Personality traits in adolescents with eating disorder: A meta-analytic review. Int J Eat Disord 2020; 53:157-173. [PMID: 31633223 DOI: 10.1002/eat.23183] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/25/2019] [Revised: 09/12/2019] [Accepted: 09/17/2019] [Indexed: 11/11/2022]
Abstract
OBJECTIVE Given the growing interest in personality traits among the young population with eating disorders (EDs) and the recognition that a better understanding of personality can facilitate clinical management, this meta-analytic study reviewed evidence concerning the relationship between personality traits and the presence of an ED during adolescence. METHOD We conducted a systematic literature search to identify studies that examined personality traits among adolescents with an ED (anorexia nervosa, bulimia nervosa, binge-eating disorder, eating disorder not otherwise specified) and that compared these traits with a normative group without an ED. The personality traits investigated in the selected studies were organized according to the personality trait domains presented in the Diagnostic and Statistical Manual of Mental Disorders (fifth ed.). Effect sizes of the mean differences were calculated for each domain. We performed meta-regressions to assess the moderating effect of ED subtype and age on the combined effect sizes. RESULTS Twenty-six studies met our inclusion criteria, containing a total of 63 effect sizes. Adolescents with EDs differed from the non-ED group according to traits related to negative affectivity (g = 0.78), detachment (g = 0.69), and conscientiousness (g = -0.53). The presence of an anorexia nervosa diagnosis moderated the relationship between an ED and personality traits; this diagnosis was more strongly associated with conscientious traits compared to other EDs. DISCUSSION Our findings provide evidence that personality traits are related to EDs in adolescents. Thus, considering personality traits could lead to a better understanding of etiological and maintenance factors for EDs.
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Affiliation(s)
- Laurie Dufresne
- School of Psychology, Laval University, Québec, Québec, Canada
| | - Eve-Line Bussières
- Department of Psychology, University of Quebec at Trois-Rivières, Trois-Rivières, Québec, Canada
| | - Alexandra Bédard
- Faculty of Agricultural and Food Sciences, Institute of Nutrition and Functional Food, Laval University, Québec, Québec, Canada
| | - Nathalie Gingras
- Department of Psychiatry, Laval University, Québec, Québec, Canada
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Seidel M, Borchardt V, Geisler D, King JA, Boehm I, Pauligk S, Bernardoni F, Biemann R, Roessner V, Walter M, Ehrlich S. Abnormal Spontaneous Regional Brain Activity in Young Patients With Anorexia Nervosa. J Am Acad Child Adolesc Psychiatry 2019; 58:1104-1114. [PMID: 30768380 DOI: 10.1016/j.jaac.2019.01.011] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Revised: 01/18/2019] [Accepted: 02/11/2019] [Indexed: 12/17/2022]
Abstract
OBJECTIVE Functional magnetic resonance imaging (fMRI) studies have repeatedly shown alterations in patients with anorexia nervosa (AN). These alterations might be driven by baseline signal characteristics such as the (fractional) amplitude of low frequency fluctuations (fALFF/ALFF), as well as regional signal consistency (ie, regional homogeneity [ReHo]) within circumscribed brain regions. Previous studies have also demonstrated gray matter (pseudo-) atrophy in underweight individuals with AN. Here we study fALFF/ALFF and ReHo in predominantly adolescent patients with AN, while taking gray matter changes into consideration. METHOD Resting state fMRI data were acquired from a sample of 148 female volunteers: 74 underweight patients with AN and 74 age-matched female healthy controls (HC). RESULTS Group differences for fALFF and ReHo measures were found in several AN-relevant brain regions, including networks related to cognitive control, habit formation, and the ventral visual stream. Furthermore, the magnitude of correlation between gray matter volume/thickness and fALFF and ReHo were reduced in AN compared to HC. CONCLUSION Abnormal local resting state characteristics in AN-related brain-networks as well as reduced structure-function relationships may help to explain previously reported task-related and classical resting state neural alterations in underweight AN. Patients with AN may serve as a valuable population for investigating dynamic changes in the relationships between brain structure and function.
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Affiliation(s)
- Maria Seidel
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Viola Borchardt
- Clinical Affective Neuroimaging Laboratory, Magdeburg, Germany, and the Leibniz Institute for Neurobiology, Magdeburg, Germany
| | - Daniel Geisler
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Joseph A King
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Ilka Boehm
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Sophie Pauligk
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Fabio Bernardoni
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Ronald Biemann
- Institute of Clinical Chemistry and Pathobiochemistry, Otto-von-Guericke University, Magdeburg, Germany
| | - Veit Roessner
- Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany
| | - Martin Walter
- Clinical Affective Neuroimaging Laboratory, Magdeburg, Germany, and the Leibniz Institute for Neurobiology, Magdeburg, Germany; Clinic for Psychiatry and Psychotherapy, Eberhard-Karls University, Tuebingen, Germany
| | - Stefan Ehrlich
- Division of Psychological and Social Medicine and Developmental Neuroscience, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany; Translational Developmental Neuroscience Section, Eating Disorder Research and Treatment Center, Faculty of Medicine, Technische Universität Dresden, Dresden, Germany.
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Abstract
PURPOSE OF REVIEW Eating disorders are severe psychiatric disorders with a suspected complex biopsychosocial cause. The purpose of this review is to synthesize the recent literature on brain imaging in eating disorders. RECENT FINDINGS Food restriction as well as binge eating and purging behaviors are associated with lower regional brain volumes or cortical thickness, but those changes largely return to normal with normalization of weight and eating behavior. Computational modeling has started to identify patterns of structural and functional imaging data that classify eating disorder subtypes, which could be used in the future, diagnostically and to better understand disorder-specific psychopathology. The prediction error model, a computational approach to assess dopamine-related brain reward function, helped support a brain-based model for anorexia nervosa. In that model, the conscious motivation to restrict conflicts with body signals that stimulate eating. This conflict causes anxiety and drives a vicious cycle of food restriction. SUMMARY Novel brain research supports the notion that eating disorders have distinct neurobiological underpinnings. This new knowledge can be used to describe disease models to patients and develop novel treatments.
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Abstract
PURPOSE OF REVIEW This article reviews new research in the context of existing literature to identify approaches that will advance understanding of the persistence of anorexia nervosa. RECENT FINDINGS Neuroscience research in anorexia nervosa has yielded disparate findings: no definitive neural mechanism underlying illness vulnerability or persistence has been identified and no clear neural target for intervention has emerged. Recent advances using structural and functional neuroimaging research, as well as new techniques for applying and combining these approaches, have led to a refined understanding of changes in neural architecture among individuals who are acutely ill, have undergone renourishment, or are in recovery/remission. In particular, advances have come from the incorporation of computational and translational approaches, as well as efforts to link experimental paradigms with illness-relevant behavior. Recent findings converge to suggest abnormalities in systems involved in reward learning and processing among individuals with anorexia nervosa. SUMMARY Anorexia nervosa is associated with neurobiological abnormalities. Aberrant learning and reward processing may contribute to the persistence of illness. To better utilize new techniques to understand the neural mechanisms of persistent anorexia nervosa, it may help to distinguish stages of illness and to link neurobiology with maladaptive behavior.
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30
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Abstract
Eating disorders are severe psychiatric illnesses with a typical age of onset in adolescence. Brain research in youth and young adults may help us identify specific neurobiology that contributes to onset and maintenance of those disorders. This article provides a state-of-the-art review of our current understanding of the neurobiology of anorexia nervosa and bulimia nervosa. This includes brain structure and function studies to understand food restriction, binge-eating or purging behaviors, cognitive and emotional factors, as well as interoception. Binge-eating disorder and avoidant restrictive food intake disorder are also discussed, but the literature is still very small.
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Olsavsky AK, Shott ME, DeGuzman MC, Frank GKW. Neural correlates of taste reward value across eating disorders. Psychiatry Res Neuroimaging 2019; 288:76-84. [PMID: 30149963 PMCID: PMC6379157 DOI: 10.1016/j.pscychresns.2018.08.010] [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: 01/26/2018] [Revised: 08/14/2018] [Accepted: 08/15/2018] [Indexed: 12/22/2022]
Abstract
Individuals with eating disorders (ED) make extreme food choices, raising the possibility of altered food-value computation. We utilized an associative taste reward learning paradigm to test whether value signaling differs between participants with EDs vs. healthy controls (HC). We followed up on previous work examining prediction error (PE) signaling, which is a brain response to violation of a learned reward contingency. Expected value (EV) signal is a trial-by-trial assessment of reward significance accounting for error signaling, reward-likelihood, and learning rate. Adult female participants (N = 111) performed a temporal difference (TD) fMRI taste task, which is a specific type of associative reward learning paradigm, to determine EV signal: Anorexia Nervosa-ill (N = 28), Anorexia Nervosa-recovered (N = 20), Bulimia Nervosa (BN) (N = 20), and HC (N= 43). Anatomical region-of-interest (ROI) analyses were performed utilizing EV regressors derived via algorithm, with ROIs based on prior EV analyses: orbitofrontal cortex, anterior cingulate (ACC), amygdala, and striatum. EV signal was elevated in the bilateral ACC in AN-ill vs. HC and BN. Intolerance of uncertainty negatively correlated with EV in AN-ill. BMI and EV were negatively-correlated across groups. Altered ACC EV computation in response to food stimuli could contribute to food restriction in AN-ill.
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Affiliation(s)
- Aviva K Olsavsky
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, Colorado, USA
| | - Megan E Shott
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, Colorado, USA
| | - Marisa C DeGuzman
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, Colorado, USA; Department of Neuroscience, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, ColoradoO, USA
| | - Guido K W Frank
- Department of Psychiatry, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, Colorado, USA; Department of Neuroscience, University of Colorado Anschutz Medical Campus, School of Medicine, Aurora, ColoradoO, USA.
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Hurel I, Redon B, Scocard A, Malezieux M, Marsicano G, Chaouloff F. Beyond the Activity-Based Anorexia Model: Reinforcing Values of Exercise and Feeding Examined in Stressed Adolescent Male and Female Mice. Front Pharmacol 2019; 10:587. [PMID: 31164828 PMCID: PMC6534096 DOI: 10.3389/fphar.2019.00587] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 05/07/2019] [Indexed: 11/13/2022] Open
Abstract
Anorexia nervosa (AN), mostly observed in female adolescents, is the most fatal mental illness. Its core is a motivational imbalance between exercise and feeding in favor of the former. The most privileged animal model of AN is the "activity-based anorexia" (ABA) model wherein partly starved rodents housed with running wheels exercise at the expense of feeding. However, the ABA model bears face and construct validity limits, including its inability to specifically assess running motivation and feeding motivation. As infant/adolescent trauma is a precipitating factor in AN, this study first analyzed post-weaning isolation rearing (PWIR) impacts on body weights and wheel-running performances in female mice exposed to an ABA protocol. Next, we studied through operant conditioning protocols i) whether food restriction affects in a sex-dependent manner running motivation before ii) investigating how PWIR and sex affect running and feeding drives under ad libitum fed conditions and food restriction. Besides amplifying ABA-elicited body weight reductions, PWIR stimulated wheel-running activities in anticipation of feeding in female mice, suggesting increased running motivation. To confirm this hypothesis, we used a cued-reward motivated instrumental task wherein wheel-running was conditioned by prior nose poke responses. It was first observed that food restriction increased running motivation in male, but not female, mice. When fed grouped and PWIR mice were tested for their running and palatable feeding drives, all mice, excepted PWIR males, displayed increased nose poke responses for running over feeding. This was true when rewards were proposed alone or within a concurrent test. The increased preference for running over feeding in fed females did not extend to running performances (time, distance) during each rewarded sequence, confirming that motivation for, and performance during, running are independent entities. With food restriction, mice displayed a sex-independent increase in their preference for feeding over running in both group-housed and PWIR conditions. This study shows that the ABA model does not specifically capture running and feeding drives, i.e. components known to be affected in AN.
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Affiliation(s)
- Imane Hurel
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
| | - Bastien Redon
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
| | - Amandine Scocard
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
| | - Meryl Malezieux
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
| | - Giovanni Marsicano
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
| | - Francis Chaouloff
- Endocannabinoids and NeuroAdaptation, NeuroCentre INSERM U1215, Bordeaux, France.,University of Bordeaux, Bordeaux, France
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Verharen JPH, Danner UN, Schröder S, Aarts E, van Elburg AA, Adan RAH. Insensitivity to Losses: A Core Feature in Patients With Anorexia Nervosa? BIOLOGICAL PSYCHIATRY: COGNITIVE NEUROSCIENCE AND NEUROIMAGING 2019; 4:995-1003. [PMID: 31262707 DOI: 10.1016/j.bpsc.2019.05.001] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 05/02/2019] [Accepted: 05/02/2019] [Indexed: 12/31/2022]
Abstract
BACKGROUND Patients with anorexia nervosa (AN) demonstrate aberrations in choice behavior, including impairments in laboratory measures of decision making. Although a wealth of studies suggest that these aberrations arise from alterations in value processing, it remains unclear by which core component of value processing this is mediated. METHODS We fit trial-by-trial data of patients with AN (n = 60 first cohort, n = 216 second cohort) and healthy control participants (n = 55) performing the Iowa Gambling Task to a computational model based on prospect utility theory. We determined, per participant, the best-fit model parameters and compared these between the groups. RESULTS Analyses revealed a decreased estimate of model parameter λ in patients with AN, indicative of an attenuation of loss-aversive behavior in the Iowa Gambling Task. In comparison, measures of reward sensitivity, value-based learning, and exploration versus exploitation were unaltered in patients with AN. A measurement in a second independent cohort replicated the finding that loss aversion, typically observed in healthy individuals, is reduced in patients with AN. CONCLUSIONS We show that patients with AN, in contrast to healthy control participants, demonstrate reduced loss-aversive behavior. This finding provides important fundamental insights into the decision-making capacity of patients with AN, suggesting alterations in the mechanisms involved in value processing related to negative feedback.
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Affiliation(s)
- Jeroen P H Verharen
- Brain Center Rudolf Magnus, Department of Translational Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Unna N Danner
- Department of Clinical Psychology, Utrecht University, Utrecht, The Netherlands; Altrecht Eating Disorders Rintveld, Zeist, The Netherlands
| | | | - Emmeke Aarts
- Department of Methodology and Statistics, Utrecht University, Utrecht, The Netherlands
| | - Annemarie A van Elburg
- Department of Clinical Psychology, Utrecht University, Utrecht, The Netherlands; Altrecht Eating Disorders Rintveld, Zeist, The Netherlands
| | - Roger A H Adan
- Brain Center Rudolf Magnus, Department of Translational Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands; Altrecht Eating Disorders Rintveld, Zeist, The Netherlands; Institute of Physiology and Neuroscience, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden.
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34
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Abstract
Anorexia nervosa is a complex psychiatric illness associated with food restriction and high mortality. Recent brain research in adolescents and adults with anorexia nervosa has used larger sample sizes compared with earlier studies and tasks that test specific brain circuits. Those studies have produced more robust results and advanced our knowledge of underlying biological mechanisms that may contribute to the development and maintenance of anorexia nervosa. It is now recognized that malnutrition and dehydration lead to dynamic changes in brain structure across the brain, which normalize with weight restoration. Some structural alterations could be trait factors but require replication. Functional brain imaging and behavioral studies have implicated learning-related brain circuits that may contribute to food restriction in anorexia nervosa. Most notably, those circuits involve striatal, insular, and frontal cortical regions that drive learning from reward and punishment, as well as habit learning. Disturbances in those circuits may lead to a vicious cycle that hampers recovery. Other studies have started to explore the neurobiology of interoception or social interaction and whether the connectivity between brain regions is altered in anorexia nervosa. All together, these studies build upon earlier research that indicated neurotransmitter abnormalities in anorexia nervosa and help us develop models of a distinct neurobiology that underlies anorexia nervosa.
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Affiliation(s)
- Guido K W Frank
- Department of Psychiatry, University of Colorado, Anschutz Medical Campus, Aurora, CO, 80045, USA.,Neuroscience Program, University of Colorado, Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Megan E Shott
- Department of Psychiatry, University of Colorado, Anschutz Medical Campus, Aurora, CO, 80045, USA
| | - Marisa C DeGuzman
- Department of Psychiatry, University of Colorado, Anschutz Medical Campus, Aurora, CO, 80045, USA.,Neuroscience Program, University of Colorado, Anschutz Medical Campus, Aurora, CO, 80045, USA
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35
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Marković D, Reiter AMF, Kiebel SJ. Predicting change: Approximate inference under explicit representation of temporal structure in changing environments. PLoS Comput Biol 2019; 15:e1006707. [PMID: 30703108 PMCID: PMC6372216 DOI: 10.1371/journal.pcbi.1006707] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2018] [Revised: 02/12/2019] [Accepted: 12/11/2018] [Indexed: 11/18/2022] Open
Abstract
In our daily lives timing of our actions plays an essential role when we navigate the complex everyday environment. It is an open question though how the representations of the temporal structure of the world influence our behavior. Here we propose a probabilistic model with an explicit representation of state durations which may provide novel insights in how the brain predicts upcoming changes. We illustrate several properties of the behavioral model using a standard reversal learning design and compare its task performance to standard reinforcement learning models. Furthermore, using experimental data, we demonstrate how the model can be applied to identify participants' beliefs about the latent temporal task structure. We found that roughly one quarter of participants seem to have learned the latent temporal structure and used it to anticipate changes, whereas the remaining participants' behavior did not show signs of anticipatory responses, suggesting a lack of precise temporal expectations. We expect that the introduced behavioral model will allow, in future studies, for a systematic investigation of how participants learn the underlying temporal structure of task environments and how these representations shape behavior.
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Affiliation(s)
- Dimitrije Marković
- Department of Psychology, Technische Universität Dresden, Dresden, Germany
| | | | - Stefan J. Kiebel
- Department of Psychology, Technische Universität Dresden, Dresden, Germany
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36
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Reilly EE, Lavender JM, Berner LA, Brown TA, Wierenga CE, Kaye WH. Could repetitive negative thinking interfere with corrective learning? The example of anorexia nervosa. Int J Eat Disord 2018; 52:36-41. [PMID: 30597593 DOI: 10.1002/eat.22997] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 10/13/2018] [Accepted: 11/20/2018] [Indexed: 11/12/2022]
Abstract
Identifying processes that may interfere with corrective learning during treatments for anorexia nervosa (AN) may help to improve the effectiveness of existing interventions. We propose that certain cognitive processes characteristic of the AN temperament may help explain previous findings in AN suggesting difficulty updating previously learned associations and learning from feedback. Specifically, we hypothesize that engagement in repetitive negative thinking (RNT), including worry and rumination, could interfere with corrective learning that is critical to the success of behavioral treatments. In doing so, we draw from existing work in anxiety and mood disorders linking RNT to the maintenance of symptoms and poorer response to cognitive-behavioral treatments. Next, we outline hypothesized mechanisms through which engagement in RNT before, during, and after exposure to aversive stimuli could interfere with learning in AN. We then provide recommendations for how these hypothesized associations could be tested in future research. Although prior work has suggested that RNT processes are common among individuals with AN, this work has been primarily descriptive in nature. We propose that extending this work through direct examination of the impact of active engagement in RNT on corrective learning could aid in identifying AN maintenance processes that could be explicitly targeted in treatment.
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Affiliation(s)
- Erin E Reilly
- Department of Psychiatry, University of California, San Diego, San Diego, California
| | - Jason M Lavender
- Department of Psychiatry, University of California, San Diego, San Diego, California
| | - Laura A Berner
- Department of Psychiatry, University of California, San Diego, San Diego, California
| | - Tiffany A Brown
- Department of Psychiatry, University of California, San Diego, San Diego, California
| | - Christina E Wierenga
- Department of Psychiatry, University of California, San Diego, San Diego, California
- VA San Diego Healthcare System, San Diego, California
| | - Walter H Kaye
- Department of Psychiatry, University of California, San Diego, San Diego, California
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Murray SB, Strober M, Craske MG, Griffiths S, Levinson CA, Strigo IA. Fear as a translational mechanism in the psychopathology of anorexia nervosa. Neurosci Biobehav Rev 2018; 95:383-395. [DOI: 10.1016/j.neubiorev.2018.10.013] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 10/11/2018] [Accepted: 10/22/2018] [Indexed: 12/30/2022]
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Hildebrandt T, Schulz K, Schiller D, Heywood A, Goodman W, Sysko R. Evidence of prefrontal hyperactivation to food-cue reversal learning in adolescents with anorexia nervosa. Behav Res Ther 2018; 111:36-43. [PMID: 30292918 DOI: 10.1016/j.brat.2018.08.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2018] [Revised: 08/09/2018] [Accepted: 08/22/2018] [Indexed: 12/15/2022]
Abstract
Food avoidance in anorexia nervosa (AN) has been hypothesized to occur as a result of deficits in reversal learning and altered neuronal processing of food-cue relationships. Extant findings suggest that those with AN may rely on heightened recruitment of prefrontal regions during initial formation of food-cue learning and difficulty extinguishing these relationships may result from elevated insula activity. We tested this hypothesis by comparing behavioral and neuronal responses to food-cue acquisition and reversal between adolescents with AN and healthy controls. Compared to controls, acquisition of a food-cue association and its reversal were associated with elevated prefrontal activation in adolescents with AN. There were no significant differences between groups in insula activation and no behavioral differences in the ability to acquire or reverse the food-cue association. The results suggest that adolescents with AN recruit prefrontal regulatory networks to acquire and alter expectancies to food. This pattern of top-down prefrontal control suggests that clinical interventions that target changes in food-cue relationships and rely on cognitive control may be less effective. Interventions that alter behavior without reliance on this top-down control may have advantages with this population.
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Affiliation(s)
- Tom Hildebrandt
- Eating and Weight Disorders Program, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Kurt Schulz
- Department of Psychiatry and Icahn School of Medicine, Mount Sinai, New York, NY, USA.
| | - Daniela Schiller
- Department of Psychiatry and Icahn School of Medicine, Mount Sinai, New York, NY, USA.
| | - Ashley Heywood
- Eating and Weight Disorders Program, Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
| | - Wayne Goodman
- Department of Psychiatry and Icahn School of Medicine, Mount Sinai, New York, NY, USA.
| | - Robyn Sysko
- Department of Psychiatry and Icahn School of Medicine, Mount Sinai, New York, NY, USA.
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Kroemer NB. Exaggerated Control Demands Over Reward-Related Behavior in Anorexia Nervosa. Biol Psychiatry 2018; 83:194-196. [PMID: 29277189 DOI: 10.1016/j.biopsych.2017.11.024] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Accepted: 11/15/2017] [Indexed: 11/15/2022]
Affiliation(s)
- Nils B Kroemer
- Department of Psychiatry and Psychotherapy, University of Tübingen, Tübingen, Germany.
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