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Haruki Y, Miyahara K, Ogawa K, Suzuki K. Attentional bias towards smartphone stimuli is associated with decreased interoceptive awareness and increased physiological reactivity. COMMUNICATIONS PSYCHOLOGY 2025; 3:42. [PMID: 40097559 PMCID: PMC11914067 DOI: 10.1038/s44271-025-00225-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/17/2024] [Accepted: 03/04/2025] [Indexed: 03/19/2025]
Abstract
Excessive smartphone use has been linked to negative psychological outcomes and may also be associated with cognitive impairments and disruptions in mind-body interaction, though the underlying mechanisms remain unclear. Here, we investigated attentional bias towards marginal smartphone stimuli and its relationship with interoceptive awareness and physiological cue reactivity in healthy young adults. Fifty-eight participants completed a letter detection task with varying perceptual loads, during which task-irrelevant smartphone-related or scrambled images were presented in the background. Cardiac responses were recorded to assess physiological reactivity. Participants also completed two questionnaires for interoceptive awareness and self-report smartphone addiction. Using a designed and automated clustering based on behavioural responses, participants were classified into two groups: one group exhibited distraction from smartphone background only under low perceptual load, while the other showed consistent attentional bias regardless of load. Notably, the latter group reported significantly lower interoceptive awareness and higher smartphone addiction scores. Additionally, they exhibited heart rate acceleration in response to smartphone stimuli, indicating heightened arousal, whereas the former group showed heart rate deceleration. These findings demonstrate that consistent attentional bias towards smartphone stimuli is associated with reduced interoceptive awareness, specifically a decreased tendency to notice and trust internal bodily sensations, and increased physiological reactivity.
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Affiliation(s)
- Yusuke Haruki
- Department of Life Sciences, The University of Tokyo, Tokyo, 153-8902, Japan.
- Center for Human Nature, Artificial Intelligence, and Neuroscience, Hokkaido University, Sapporo, 060-0812, Japan.
- Department of Psychology, Graduate School of Humanities and Human Sciences, Hokkaido University, Sapporo, 060-0810, Japan.
- Japan Society for the Promotion of Science (JSPS), Tokyo, 102-8472, Japan.
| | - Katsunori Miyahara
- Center for Human Nature, Artificial Intelligence, and Neuroscience, Hokkaido University, Sapporo, 060-0812, Japan
| | - Kenji Ogawa
- Center for Human Nature, Artificial Intelligence, and Neuroscience, Hokkaido University, Sapporo, 060-0812, Japan
- Department of Psychology, Graduate School of Humanities and Human Sciences, Hokkaido University, Sapporo, 060-0810, Japan
| | - Keisuke Suzuki
- Center for Human Nature, Artificial Intelligence, and Neuroscience, Hokkaido University, Sapporo, 060-0812, Japan.
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Mehta M, Paulus MP, Smith R. Computational Approaches for Uncovering Interoceptive Mechanisms in Psychiatric Disorders and Their Biological Basis. Curr Top Behav Neurosci 2025. [PMID: 39998811 DOI: 10.1007/7854_2024_572] [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: 02/27/2025]
Abstract
Interoception, the process of detecting, perceiving, and interpreting signals from within the body, is essential for physiological regulation and adaptive behavior. A growing body of research underscores important potential links between interoceptive dysfunction and psychiatric disorders. Parallel advancements in the field of computational psychiatry have led to the development of biologically plausible models of information processing in the brain. This review surveys the current state of traditional and computational research approaches to study interoceptive processes in psychiatry. We also provide a foundational description of predominant computational approaches and theoretical models of interoception. Finally, we discuss the potential molecular foundations of interoceptive computation and consider future directions for incorporating computational models to enhance clinical insights and inform personalized treatments. We conclude that combining interoception and computational modeling approaches holds considerable promise in moving the field forward, both in addressing unresolved mechanistic questions and identifying novel potential therapeutic targets.
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Affiliation(s)
- Marishka Mehta
- Laureate Institute for Brain Research, Tulsa, OK, USA
- University of Tulsa, Tulsa, OK, USA
| | | | - Ryan Smith
- Laureate Institute for Brain Research, Tulsa, OK, USA.
- University of Tulsa, Tulsa, OK, USA.
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Schuman-Olivier Z, Goodman H, Rosansky J, Fredericksen AK, Barria J, Parry G, Sokol R, Gardiner P, Lê Cook B, Weiss RD. Mindfulness Training vs Recovery Support for Opioid Use, Craving, and Anxiety During Buprenorphine Treatment: A Randomized Clinical Trial. JAMA Netw Open 2025; 8:e2454950. [PMID: 39836426 PMCID: PMC11751747 DOI: 10.1001/jamanetworkopen.2024.54950] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2024] [Accepted: 11/11/2024] [Indexed: 01/22/2025] Open
Abstract
Importance During buprenorphine treatment for opioid use disorder (OUD), risk factors for opioid relapse or treatment dropout include comorbid substance use disorder, anxiety, or residual opioid craving. There is a need for a well-powered trial to evaluate virtually delivered groups, including both mindfulness and evidence-based approaches, to address these comorbidities during buprenorphine treatment. Objective To compare the effects of the Mindful Recovery Opioid Use Disorder Care Continuum (M-ROCC) vs active control among adults receiving buprenorphine for OUD. Design, Setting, and Participants This randomized clinical trial was conducted from January 21, 2021, to September 19, 2023. All study procedures were conducted virtually. Participants were randomized 1:1 and blinded to intervention assignments throughout participation. This trial recruited online from 16 US states and was conducted via online platforms. Patients prescribed buprenorphine for OUD were recruited via social media advertisements, flyers, and health care professional referrals. Interventions The M-ROCC program was a 24-week, motivationally adaptive, trauma-informed, mindfulness-based group curriculum. Participants attended a 30-minute informal check-in and 60-minute intervention group each week. The recovery support group control curriculum used 4 evidence-based substance use disorder-focused nonmindfulness approaches and was time and attention matched. Main Outcomes and Measures The primary outcome was the number of 2-week periods with both self-reported and biochemically confirmed abstinence from illicit opioid use during study weeks 13 to 24, which was analyzed with an intention-to-treat approach using generalized estimating equations comparing between-group differences. Results This sample included 196 participants, predominantly female (119 [60.7%]). Mean (SD) age was 41.0 (10.3) years. Opioid use was 13.4% (95% CI, 6.2%-20.5%) in the M-ROCC group and 12.7% (95% CI, 7.5%-18.0%) in the recovery support group, a 0.6% difference (95% CI, -8.2% to 9.5%; P = .89). Cocaine and benzodiazepine use were also not significantly different. Anxiety T scores were reduced across both the M-ROCC and recovery support groups but were not significantly different between groups from baseline to week 24 (1.0; 95% CI, -2.4 to 4.3; P = .57). The M-ROCC participants demonstrated a larger reduction in opioid craving compared with the recovery support group participants: -1.0 (95% CI, -1.7 to -0.2; P = .01; Cohen d = -0.5). Conclusions and Relevance In this study, during buprenorphine treatment comparing mindfulness vs active control, both groups significantly reduced anxiety without significant differences in substance use outcomes. Mindfulness led to significantly greater reductions in residual opioid craving than control. The findings of this study suggest that mindfulness training groups may be recommended for people receiving buprenorphine maintenance therapy who have residual opioid craving. Trial Registration ClinicalTrials.gov Identifier: NCT04278586.
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Affiliation(s)
- Zev Schuman-Olivier
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Hannah Goodman
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
| | - Joseph Rosansky
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | | | - Javier Barria
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
| | - Gareth Parry
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Randi Sokol
- Department of Family Medicine, Cambridge Health Alliance, Malden, Massachusetts
- Tufts University School of Medicine, Boston, Massachusetts
| | - Paula Gardiner
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
- Department of Family Medicine, Cambridge Health Alliance, Malden, Massachusetts
- Tufts University School of Medicine, Boston, Massachusetts
| | - Benjamin Lê Cook
- Department of Psychiatry, Cambridge Health Alliance, Malden, Massachusetts
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
| | - Roger D. Weiss
- Department of Psychiatry, Harvard Medical School, Boston, Massachusetts
- Division of Alcohol, Drugs, and Addiction, McLean Hospital, Belmont, Massachusetts
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Paulus MP. Interoceptive Processing in Substance Use Disorders (SUDs): From the Neuroanatomy to Insights from Computational Models and Predictive Coding Frameworks. Curr Top Behav Neurosci 2024. [PMID: 39587011 DOI: 10.1007/7854_2024_519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2024]
Abstract
Substance use disorders (SUDs) represent complex public health challenges characterized by a blend of genetic, cognitive, environmental, and psychosocial factors. This chapter explores the critical role of interoceptive processing - the internal sensing of physiological states - in the neurobiology and treatment of SUDs. Interoceptive dysfunctions are highlighted as central to the craving, emotional regulation, and decision-making processes that underpin addictive behaviors. The importance of the insula in sustaining drug use, particularly nicotine, underscores a broader involvement of interoceptive pathways in SUDs. Altered interoceptive processing is evident across various SUDs, where individuals demonstrate both a heightened sensitivity to drug-related cues and a diminished ability to process aversive stimuli, suggesting substantial neurobiological underpinnings that complicate treatment outcomes. Moreover, we delve into the theoretical and computational approach to understanding interoceptive processing in SUDs. This perspective utilizes a predictive coding framework, positing that the brain continuously generates and updates predictions about internal states based on sensory inputs. In SUDs, disruptions in this predictive mechanism can lead to inaccuracies in interoceptive perception, contributing significantly to the compulsive nature of drug-seeking behaviors and the challenges associated with treatment. We explore how computational models, such as Bayesian inference, provide insights into the interplay between expected and received interoceptive signals, highlighting the role of hyper-precise prior beliefs in the persistence of craving and impulsivity. This theoretical approach not only deepens our understanding of the neural and cognitive bases of addiction but also suggests novel intervention strategies. By recalibrating interoceptive predictions through targeted therapies, such as neuromodulation and mindfulness training, we can potentially restore the interoceptive accuracy, thereby offering new avenues for effective treatment of SUDs.
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Affiliation(s)
- Martin P Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA.
- College of Health Sciences, Community Medicine, University of Tulsa, Tulsa, OK, USA.
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA.
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Adamic EM, Teed AR, Avery J, de la Cruz F, Khalsa S. Hemispheric divergence of interoceptive processing across psychiatric disorders. eLife 2024; 13:RP92820. [PMID: 39535878 PMCID: PMC11560129 DOI: 10.7554/elife.92820] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2024] Open
Abstract
Interactions between top-down attention and bottom-up visceral inputs are assumed to produce conscious perceptions of interoceptive states, and while each process has been independently associated with aberrant interoceptive symptomatology in psychiatric disorders, the neural substrates of this interface are unknown. We conducted a preregistered functional neuroimaging study of 46 individuals with anxiety, depression, and/or eating disorders (ADE) and 46 propensity-matched healthy comparisons (HC), comparing their neural activity across two interoceptive tasks differentially recruiting top-down or bottom-up processing within the same scan session. During an interoceptive attention task, top-down attention was voluntarily directed towards cardiorespiratory or visual signals. In contrast, during an interoceptive perturbation task, intravenous infusions of isoproterenol (a peripherally-acting beta-adrenergic receptor agonist) were administered in a double-blinded and placebo-controlled fashion to drive bottom-up cardiorespiratory sensations. Across both tasks, neural activation converged upon the insular cortex, localizing within the granular and ventral dysgranular subregions bilaterally. However, contrasting hemispheric differences emerged, with the ADE group exhibiting (relative to HCs) an asymmetric pattern of overlap in the left insula, with increased or decreased proportions of co-activated voxels within the left or right dysgranular insula, respectively. The ADE group also showed less agranular anterior insula activation during periods of bodily uncertainty (i.e. when anticipating possible isoproterenol-induced changes that never arrived). Finally, post-task changes in insula functional connectivity were associated with anxiety and depression severity. These findings confirm the dysgranular mid-insula as a key cortical interface where attention and prediction meet real-time bodily inputs, especially during heightened awareness of interoceptive states. Furthermore, the dysgranular mid-insula may indeed be a 'locus of disruption' for psychiatric disorders.
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Affiliation(s)
- Emily M Adamic
- Laureate Institute for Brain ResearchTulsaUnited States
- Department of Biological Sciences, University of TulsaTulsaUnited States
| | - Adam R Teed
- Laureate Institute for Brain ResearchTulsaUnited States
| | - Jason Avery
- Laboratory of Brain and Cognition, National Institute of Mental HealthBethesdaUnited States
| | - Feliberto de la Cruz
- Laboratory for Autonomic Neuroscience, Imaging, and Cognition (LANIC), Department of Psychosomatic Medicine and Psychotherapy, Jena University HospitalJenaGermany
| | - Sahib Khalsa
- Laureate Institute for Brain ResearchTulsaUnited States
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, David Geffen School of Medicine, University of California at Los AngelesLos AngelesUnited States
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Choquette EM, Forthman KL, Kirlic N, Stewart JL, Cannon MJ, Akeman E, McMillan N, Mesker M, Tarrasch M, Kuplicki R, Paulus MP, Aupperle RL. Impulsivity, trauma history, and interoceptive awareness contribute to completion of a criminal diversion substance use treatment program for women. Front Psychol 2024; 15:1390199. [PMID: 39295754 PMCID: PMC11408307 DOI: 10.3389/fpsyg.2024.1390199] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2024] [Accepted: 07/19/2024] [Indexed: 09/21/2024] Open
Abstract
Introduction In the US, women are one of the fastest-growing segments of the prison population and more than a quarter of women in state prison are incarcerated for drug offenses. Substance use criminal diversion programs can be effective. It may be beneficial to identify individuals who are most likely to complete the program versus terminate early as this can provide information regarding who may need additional or unique programming to improve the likelihood of successful program completion. Prior research investigating prediction of success in these programs has primarily focused on demographic factors in male samples. Methods The current study used machine learning (ML) to examine other non-demographic factors related to the likelihood of completing a substance use criminal diversion program for women. A total of 179 women who were enrolled in a criminal diversion program consented and completed neuropsychological, self-report symptom measures, criminal history and demographic surveys at baseline. Model one entered 145 variables into a machine learning (ML) ensemble model, using repeated, nested cross-validation, predicting subsequent graduation versus termination from the program. An identical ML analysis was conducted for model two, in which 34 variables were entered, including the Women's Risk/Needs Assessment (WRNA). Results ML models were unable to predict graduation at an individual level better than chance (AUC = 0.59 [SE = 0.08] and 0.54 [SE = 0.13]). Post-hoc analyses indicated measures of impulsivity, trauma history, interoceptive awareness, employment/financial risk, housing safety, antisocial friends, anger/hostility, and WRNA total score and risk scores exhibited medium to large effect sizes in predicting treatment completion (p < 0.05; ds = 0.29 to 0.81). Discussion Results point towards the complexity involved in attempting to predict treatment completion at the individual level but also provide potential targets to inform future research aiming to reduce recidivism.
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Affiliation(s)
| | | | - Namik Kirlic
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, University of Tulsa, Tulsa, OK, United States
| | - Jennifer L. Stewart
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, University of Tulsa, Tulsa, OK, United States
| | | | | | - Nick McMillan
- Women in Recovery, Family and Children’s Services, Tulsa, OK, United States
| | - Micah Mesker
- Women in Recovery, Family and Children’s Services, Tulsa, OK, United States
| | - Mimi Tarrasch
- Women in Recovery, Family and Children’s Services, Tulsa, OK, United States
| | - Rayus Kuplicki
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Martin P. Paulus
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, University of Tulsa, Tulsa, OK, United States
| | - Robin L. Aupperle
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, University of Tulsa, Tulsa, OK, United States
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Lavalley CA, Hakimi N, Taylor S, Kuplicki R, Forthman KL, Stewart JL, Paulus MP, Khalsa SS, Smith R. Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication and extension of previous results. Biol Psychol 2024; 191:108825. [PMID: 38823571 DOI: 10.1016/j.biopsycho.2024.108825] [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: 11/09/2023] [Revised: 05/27/2024] [Accepted: 05/29/2024] [Indexed: 06/03/2024]
Abstract
Recent Bayesian theories of interoception suggest that perception of bodily states rests upon a precision-weighted integration of afferent signals and prior beliefs. In a previous study, we fit a computational model of perception to behavior on a heartbeat tapping task to test whether aberrant precision-weighting could explain misestimation of cardiac states in psychopathology. We found that, during an interoceptive perturbation designed to amplify afferent signal precision (inspiratory breath-holding), healthy individuals increased the precision-weighting assigned to ascending cardiac signals (relative to resting conditions), while individuals with anxiety, depression, substance use disorders, and/or eating disorders did not. In this pre-registered study, we aimed to replicate and extend our prior findings in a new transdiagnostic patient sample (N = 285) similar to the one in the original study. As expected, patients in this new sample were also unable to adjust beliefs about the precision of cardiac signals - preventing the ability to accurately perceive changes in their cardiac state. Follow-up analyses combining samples from the previous and current study (N = 719) also afforded power to identify group differences between narrower diagnostic categories, and to examine predictive accuracy when logistic regression models were trained on one sample and tested on the other. With this confirmatory evidence in place, future studies should examine the utility of interoceptive precision measures in predicting treatment outcomes and test whether these computational mechanisms might represent novel therapeutic targets.
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Affiliation(s)
- Claire A Lavalley
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA
| | - Navid Hakimi
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA
| | - Samuel Taylor
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA
| | - Rayus Kuplicki
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA
| | | | - Jennifer L Stewart
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA; Oxley College of Health & Natural Sciences, The University of Tulsa, 800 S Tucker Dr, Tulsa, OK 74104, USA
| | - Martin P Paulus
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA; Oxley College of Health & Natural Sciences, The University of Tulsa, 800 S Tucker Dr, Tulsa, OK 74104, USA
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA; Oxley College of Health & Natural Sciences, The University of Tulsa, 800 S Tucker Dr, Tulsa, OK 74104, USA
| | - Ryan Smith
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK 74136, USA; Oxley College of Health & Natural Sciences, The University of Tulsa, 800 S Tucker Dr, Tulsa, OK 74104, USA.
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Adamic EM, Teed AR, Avery JA, de la Cruz F, Khalsa SS. Hemispheric divergence of interoceptive processing across psychiatric disorders. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.12.08.570759. [PMID: 38105986 PMCID: PMC10723463 DOI: 10.1101/2023.12.08.570759] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/19/2023]
Abstract
Interactions between top-down attention and bottom-up visceral inputs are assumed to produce conscious perceptions of interoceptive states, and while each process has been independently associated with aberrant interoceptive symptomatology in psychiatric disorders, the neural substrates of this interface are unknown. We conducted a preregistered functional neuroimaging study of 46 individuals with anxiety, depression, and/or eating disorders (ADE) and 46 propensity-matched healthy comparisons (HC), comparing their neural activity across two interoceptive tasks differentially recruiting top-down or bottom-up processing within the same scan session. During an interoceptive attention task, top-down attention was voluntarily directed towards cardiorespiratory or visual signals, whereas during an interoceptive perturbation task, intravenous infusions of isoproterenol (a peripherally-acting beta-adrenergic receptor agonist) were administered in a double-blinded and placebo-controlled fashion to drive bottom-up cardiorespiratory sensations. Across both tasks, neural activation converged upon the insular cortex, localizing within the granular and ventral dysgranular subregions bilaterally. However, contrasting hemispheric differences emerged, with the ADE group exhibiting (relative to HCs) an asymmetric pattern of overlap in the left insula, with increased or decreased proportions of co-activated voxels within the left or right dysgranular insula, respectively. The ADE group also showed less agranular anterior insula activation during periods of bodily uncertainty (i.e., when anticipating possible isoproterenol-induced changes that never arrived). Finally, post-task changes in insula functional connectivity were associated with anxiety and depression severity. These findings confirm the dysgranular mid-insula as a key cortical interface where attention and prediction meet real-time bodily inputs, especially during heightened awareness of interoceptive states. Further, the dysgranular mid-insula may indeed be a "locus of disruption" for psychiatric disorders.
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Affiliation(s)
- Emily M Adamic
- Laureate Institute for Brain Research, Tulsa, OK, USA, 74136
- Department of Biological Sciences, University of Tulsa, Tulsa, OK, USA, 74104
| | - Adam R Teed
- Laureate Institute for Brain Research, Tulsa, OK, USA, 74136
| | - Jason A Avery
- Laboratory of Brain and Cognition, National Institute of Mental Health, Bethesda, MD, USA, 20814
| | - Feliberto de la Cruz
- Laboratory for Autonomic Neuroscience, Imaging, and Cognition (LANIC), Department of Psychosomatic Medicine and Psychotherapy, Jena University Hospital, Jena, Thuringia, Germany, 07743
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, Tulsa, OK, USA, 74136
- Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA, 74119
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Burrows K, Figueroa-Hall LK, Stewart JL, Alarbi AM, Kuplicki R, Hannafon BN, Tan C, Risbrough VB, McKinney BA, Ramesh R, Victor TA, Aupperle R, Savitz J, Teague TK, Khalsa SS, Paulus MP. Exploring the role of neuronal-enriched extracellular vesicle miR-93 and interoception in major depressive disorder. Transl Psychiatry 2024; 14:199. [PMID: 38678012 PMCID: PMC11055873 DOI: 10.1038/s41398-024-02907-x] [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: 04/21/2023] [Revised: 04/02/2024] [Accepted: 04/10/2024] [Indexed: 04/29/2024] Open
Abstract
Major depressive disorder (MDD) is associated with interoceptive processing dysfunctions, but the molecular mechanisms underlying this dysfunction are poorly understood. This study combined brain neuronal-enriched extracellular vesicle (NEEV) technology and serum markers of inflammation and metabolism with Functional Magnetic Resonance Imaging (fMRI) to identify the contribution of gene regulatory pathways, in particular micro-RNA (miR) 93, to interoceptive dysfunction in MDD. Individuals with MDD (n = 41) and healthy comparisons (HC; n = 35) provided blood samples and completed an interoceptive attention task during fMRI. EVs were separated from plasma using a precipitation method. NEEVs were enriched by magnetic streptavidin bead immunocapture utilizing a neural adhesion marker (L1CAM/CD171) biotinylated antibody. The origin of NEEVs was validated with two other neuronal markers - neuronal cell adhesion molecule (NCAM) and ATPase Na+/K+ transporting subunit alpha 3 (ATP1A3). NEEV specificities were confirmed by flow cytometry, western blot, particle size analyzer, and transmission electron microscopy. NEEV small RNAs were purified and sequenced. Results showed that: (1) MDD exhibited lower NEEV miR-93 expression than HC; (2) within MDD but not HC, those individuals with the lowest NEEV miR-93 expression had the highest serum concentrations of interleukin (IL)-1 receptor antagonist, IL-6, tumor necrosis factor, and leptin; and (3) within HC but not MDD, those participants with the highest miR-93 expression showed the strongest bilateral dorsal mid-insula activation during interoceptive versus exteroceptive attention. Since miR-93 is regulated by stress and affects epigenetic modulation by chromatin re-organization, these results suggest that healthy individuals but not MDD participants show an adaptive epigenetic regulation of insular function during interoceptive processing. Future investigations will need to delineate how specific internal and external environmental conditions contribute to miR-93 expression in MDD and what molecular mechanisms alter brain responsivity to body-relevant signals.
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Affiliation(s)
| | - Leandra K Figueroa-Hall
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
| | - Jennifer L Stewart
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
| | - Ahlam M Alarbi
- Departments of Surgery and Psychiatry, School of Community Medicine, The University of Oklahoma, Tulsa, OK, USA
| | | | - Bethany N Hannafon
- Department of Obstetrics and Gynecology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | - Chibing Tan
- Departments of Surgery and Psychiatry, School of Community Medicine, The University of Oklahoma, Tulsa, OK, USA
| | - Victoria B Risbrough
- Center of Excellence for Stress and Mental Health, La Jolla, CA, USA
- Department of Psychiatry, University of California, San Diego, La Jolla, CA, USA
| | - Brett A McKinney
- Department of Mathematics and Computer Science, University of Tulsa, Tulsa, OK, USA
| | - Rajagopal Ramesh
- Department of Pathology, University of Oklahoma Health Sciences Center, Oklahoma City, OK, USA
| | | | - Robin Aupperle
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
| | - Jonathan Savitz
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
| | - T Kent Teague
- Departments of Surgery and Psychiatry, School of Community Medicine, The University of Oklahoma, Tulsa, OK, USA
- Department of Biochemistry and Microbiology, The Oklahoma State University Center for Health Sciences, Tulsa, OK, USA
- Department of Pharmaceutical Sciences, The University of Oklahoma College of Pharmacy, Oklahoma City, OK, USA
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
| | - Martin P Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health and Natural Sciences, University of Tulsa, Tulsa, OK, USA
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Keyser-Marcus L, Ramey T, Bjork JM, Martin CE, Sabo R, Moeller FG. Initial Validation of a Behavioral Phenotyping Model for Substance Use Disorder. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 21:14. [PMID: 38276802 PMCID: PMC10815773 DOI: 10.3390/ijerph21010014] [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: 09/20/2023] [Revised: 11/29/2023] [Accepted: 12/12/2023] [Indexed: 01/27/2024]
Abstract
Standard nosological systems, such as DSM-5 or ICD-10, are relied upon as the diagnostic basis when developing treatments for individuals with substance use disorder (SUD). Unfortunately, the vast heterogeneity of individuals within a given SUD diagnosis results in a variable treatment response and/or difficulties ascertaining the efficacy signal in clinical trials of drug development. Emerging precision medicine methods focusing on targeted treatments based on phenotypic subtypes rather than diagnosis are being explored as alternatives. The goal of the present study was to provide initial validation of emergent subtypes identified by an addiction-focused phenotyping battery. Secondary data collected as part of a feasibility study of the NIDA phenotyping battery were utilized. Participants completed self-report measures and behavioral tasks across six neurofunctional domains. Exploratory and confirmatory factor analysis (EFA/CFA) were conducted. A three-factor model consisting of negative emotionality, attention/concentration, and interoception and mindfulness, as well as a four-factor model adding a second negative emotion domain, emerged from the EFA as candidate models. The CFA of these models did not result in a good fit, possibly resulting from small sample sizes that hindered statistical power.
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Affiliation(s)
- Lori Keyser-Marcus
- Department of Psychiatry, Division of Addictions, Institute for Drug and Alcohol Studies, Virginia Commonwealth University, Richmond, VA 23219, USA
| | - Tatiana Ramey
- Division of Therapeutics and Medical Consequences, National Institute on Drug Abuse (NIDA), Gaithersburg, MD 20877, USA
| | - James M. Bjork
- Department of Psychiatry, Division of Addictions, Institute for Drug and Alcohol Studies, Virginia Commonwealth University, Richmond, VA 23219, USA
| | - Caitlin E. Martin
- Department of Obstetrics and Gynecology, Institute for Drug and Alcohol Studies, Virginia Commonwealth University, Richmond, VA 23219, USA;
| | - Roy Sabo
- Department of Biostatistics, Virginia Commonwealth University, Richmond, VA 23219, USA;
| | - F. Gerard Moeller
- Department of Psychiatry, Division of Addictions, Institute for Drug and Alcohol Studies, Virginia Commonwealth University, Richmond, VA 23219, USA
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11
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Lavalley CA, Hakimi N, Taylor S, Kuplicki R, Forthman KL, Stewart JL, Paulus MP, Khalsa SS, Smith R. Transdiagnostic failure to adapt interoceptive precision estimates across affective, substance use, and eating disorders: A replication study. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.10.11.23296870. [PMID: 37873454 PMCID: PMC10593015 DOI: 10.1101/2023.10.11.23296870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2023]
Abstract
Recent computational theories of interoception suggest that perception of bodily states rests upon an expected reliability- or precision-weighted integration of afferent signals and prior beliefs. The computational psychiatry framework further suggests that aberrant precision-weighting may lead to misestimation of bodily states, potentially hindering effective visceral regulation and promoting psychopathology. In a previous study, we fit a Bayesian computational model of perception to behavior on a heartbeat tapping task to test whether aberrant precision-weighting was associated with misestimation of bodily states. We found that, during an interoceptive perturbation designed to amplify afferent signal precision (inspiratory breath-holding), healthy individuals increased the precision-weighting assigned to ascending cardiac signals (relative to resting conditions), while individuals with symptoms of anxiety, depression, substance use disorders, and/or eating disorders did not. A second study also replicated the pattern observed in healthy participants. In this pre-registered study, we aimed to replicate our prior findings in a new transdiagnostic patient sample (N=285) similar to the one in the original study. These new results successfully replicated those found in our previous study, indicating that, transdiagnostically, patients were unable to adjust beliefs about the reliability of interoceptive signals - preventing the ability to accurately perceive changes in their bodily state. Follow-up analyses combining samples from the previous and current study (N=719) also afforded the power to identify group differences within narrower diagnostic groups and to examine predictive accuracy when logistic regression models were trained on one sample and tested on the other. Given the increased confidence in the generalizability of these effects, future studies should examine the utility of interceptive precision measures in predicting treatment outcomes or identify whether these computational mechanisms might represent novel therapeutic targets for improving visceral regulation.
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Affiliation(s)
| | - Navid Hakimi
- Laureate Institute for Brain Research, Tulsa, OK, USA
| | - Samuel Taylor
- Laureate Institute for Brain Research, Tulsa, OK, USA
| | | | | | - Jennifer L. Stewart
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health & Natural Sciences, The University of Tulsa, Tulsa, OK
| | - Martin P. Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health & Natural Sciences, The University of Tulsa, Tulsa, OK
| | - Sahib S. Khalsa
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health & Natural Sciences, The University of Tulsa, Tulsa, OK
| | - Ryan Smith
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health & Natural Sciences, The University of Tulsa, Tulsa, OK
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12
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Bedard ML, Nowlan AC, Martin Del Campo Z, Miller C, Dasgupta N, McElligott ZA. All Hands on Deck: We Need Multiple Approaches To Uncover the Neuroscience behind the Opioid Overdose Crisis. ACS Chem Neurosci 2023; 14:1921-1929. [PMID: 37159430 PMCID: PMC10591273 DOI: 10.1021/acschemneuro.2c00818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/11/2023] Open
Abstract
Opioid use disorder (OUD) affects millions of people throughout the United States, yet there are only three Food and Drug Administration-approved pharmacological treatments. Though these treatments have been shown to be effective, the number of overdose deaths continues to rise. The increase of fentanyl, fentanyl analogs, and adulterants in the illicit drug supply has further complicated treatment strategies. Preclinical researchers strive to model OUD to better understand this complicated disorder, and this research is a critical enabler for the development of novel treatments. As a result, there are many different preclinical models of OUD. Often, researchers form strong opinions on what they believe to be the "best" model to mimic the human condition. Here, we argue that researchers should be supportive of multiple models to promote new perspectives and discoveries and always consider the trends in human opioid use when designing preclinical studies. We describe the benefits of contingent and noncontingent models as well as models of opioid withdrawal and how each of these can help illuminate different components of OUD.
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Affiliation(s)
- Madigan L Bedard
- Bowles Center for Alcohol Studies, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
- Department of Pharmacology, The University North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Alexandra C Nowlan
- Bowles Center for Alcohol Studies, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Zoe Martin Del Campo
- Bowles Center for Alcohol Studies, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
- Injury Prevention Research Center, Gillings School of Global Public Health, The University North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Colin Miller
- Injury Prevention Research Center, Gillings School of Global Public Health, The University North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Nabarun Dasgupta
- Injury Prevention Research Center, Gillings School of Global Public Health, The University North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
| | - Zoe A McElligott
- Bowles Center for Alcohol Studies, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
- Department of Pharmacology, The University North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
- Department of Psychiatry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina 27599, United States
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13
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Smith R, Lavalley CA, Taylor S, Stewart JL, Khalsa SS, Berg H, Ironside M, Paulus MP, Aupperle R. Elevated decision uncertainty and reduced avoidance drives in depression, anxiety and substance use disorders during approach-avoidance conflict: a replication study. J Psychiatry Neurosci 2023; 48:E217-E231. [PMID: 37339816 PMCID: PMC10281720 DOI: 10.1503/jpn.220226] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 02/13/2023] [Accepted: 02/15/2023] [Indexed: 06/22/2023] Open
Abstract
BACKGROUND Decision-making under approach-avoidance conflict (AAC; e.g., sacrificing quality of life to avoid feared outcomes) may be affected in multiple psychiatric disorders. Recently, we used a computational (active inference) model to characterize information processing differences during AAC in individuals with depression, anxiety and/or substance use disorders. Individuals with psychiatric disorders exhibited increased decision uncertainty (DU) and reduced sensitivity to unpleasant stimuli. This preregistered study aimed to determine the replicability of this processing dysfunction. METHODS A new sample of participants completed the AAC task. Individual-level computational parameter estimates, reflecting decision uncertainty and sensitivity to unpleasant stimuli ("emotion conflict"; EC), were obtained and compared between groups. Subsequent analyses combining the prior and current samples allowed assessment of narrower disorder categories. RESULTS The sample in the present study included 480 participants: 97 healthy controls, 175 individuals with substance use disorders and 208 individuals with depression and/or anxiety disorders. Individuals with substance use disorders showed higher DU and lower EC values than healthy controls. The EC values were lower in females, but not males, with depression and/or anxiety disorders than in healthy controls. However, the previously observed difference in DU between participants with depression and/or anxiety disorders and healthy controls did not replicate. Analyses of specific disorders in the combined samples indicated that effects were common across different substance use disorders and affective disorders. LIMITATIONS There were differences, although with small effect size, in age and baseline intellectual functioning between the previous and current sample, which may have affected replication of DU differences in participants with depression and/or anxiety disorders. CONCLUSION The now robust evidence base for these clinical group differences motivates specific questions that should be addressed in future research: can DU and EC become behavioural treatment targets, and can we identify neural substrates of DU and EC that could be used to measure severity of dysfunction or as neuromodulatory treatment targets?
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Affiliation(s)
- Ryan Smith
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | | | - Samuel Taylor
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | | | - Sahib S Khalsa
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | - Hannah Berg
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | - Maria Ironside
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | - Martin P Paulus
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
| | - Robin Aupperle
- From the Laureate Institute for Brain Research, Tulsa, Okla., USA
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14
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Herman AM. Interoception Within the Context of Impulsivity and Addiction. CURRENT ADDICTION REPORTS 2023; 10:97-106. [PMID: 37266189 PMCID: PMC10148627 DOI: 10.1007/s40429-023-00482-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/18/2023] [Indexed: 06/03/2023]
Abstract
Purpose of Review The goal of this review is to examine the relationship between impulsivity and interoception in addiction, to summarize the current understanding of the topic, identify any gaps in knowledge, and provide directions for future research. Research Findings Interoception may be a contributing factor to impulsive behaviour and, thus, addiction. Substance abuse can negatively impact the brain's ability to process interoceptive information and impact the reward system, leading to decreased sensitivity to natural rewards and increased sensitivity to drugs. There is potential for new therapies, such as mindfulness, interoceptive training, brain stimulation, or vagal nerve stimulation to target both impulsivity and interoception in the treatment of addiction. Summary Despite a growing interest in interoception in addiction research, further research is needed to better understand the role of interoception in addiction and to develop new methods for studying how individuals with addiction process and perceive internal bodily sensations.
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Affiliation(s)
- Aleksandra M. Herman
- Laboratory of Brain Imaging, Nencki Institute of Experimental Biology of the Polish Academy of Sciences, Pasteur 3 St, Warsaw, Poland
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15
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Reutov VP, Sorokina EG. Causal Relationship between Physiological and Pathological Processes in the Brain and in the Gastrointestinal Tract: The Brain-Intestine Axis. Biophysics (Nagoya-shi) 2023; 67:972-986. [PMID: 36883179 PMCID: PMC9984134 DOI: 10.1134/s0006350922060197] [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: 09/02/2022] [Revised: 09/02/2022] [Accepted: 09/23/2022] [Indexed: 03/06/2023] Open
Abstract
The brain and gastrointestinal tract are the most important organs responsible for detecting, transmitting, integrating, and responding to signals coming from the internal and external environment. A bidirectional system of neurohumoral communication (the "intestine-brain" axis) combines the activity of the intestine and brain (or brain and intestine) of a person. It affects human development and behavior. This paper analyzes the literature data on the existence of a relationship between the central and enteral nervous systems. Based on data on the number of neurons in the enteral nervous system (approximately 250 million nerve cells), the concept of a "second brain" in the intestine has been proposed in foreign literature, which, by its influence on the brain, can have a more powerful influence than the spinal cord (approximately 10 million neurons) with its autonomic nervous system. However, it turned out that Russian scientists, academicians of the Academy of Sciences of the Soviet Union I.P. Pavlov, K.M. Bykov, and A.M. Ugolev, analyzed cortical-visceral relationships in the 20th century and wrote about the existence of a connection between the central and enteral nervous systems. One of the urgent problems of modern physiology, pathophysiology, biophysics, biochemistry, and medicine is to clarify the causal relationship between the central and enteral nervous systems, as well as between neurological, mental, and gastrointestinal diseases in order to combine the efforts of specialists of various medical and biological profiles to solve urgent medical problems.
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Affiliation(s)
- V. P. Reutov
- Institute of Higher Nervous Activity and Neurophysiology, Russian Academy of Sciences, 117485 Moscow, Russia
| | - E. G. Sorokina
- National Medical Research Center for Children’s Health, Ministry of Health of the Russian Federation, 119991 Moscow, Russia
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16
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Critchley HD, Sherrill SP, Ewing DL, van Praag CG, Habash-Bailey H, Quadt L, Eccles JA, Meeten F, Jones AM, Garfinkel SN. Cardiac interoception in patients accessing secondary mental health services: A transdiagnostic study. Auton Neurosci 2023; 245:103072. [PMID: 36709619 DOI: 10.1016/j.autneu.2023.103072] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 12/19/2022] [Accepted: 01/08/2023] [Indexed: 01/15/2023]
Abstract
BACKGROUND Abnormalities in the regulation of physiological arousal and interoceptive processing are implicated in the expression and maintenance of specific psychiatric conditions and symptoms. We undertook a cross-sectional characterisation of patients accessing secondary mental health services, recording measures relating to cardiac physiology and interoception, to understand how physiological state and interoceptive ability relate transdiagnostically to affective symptoms. METHODS Participants were patients (n = 258) and a non-clinical comparison group (n = 67). Clinical diagnoses spanned affective disorders, complex personality presentations and psychoses. We first tested for differences between patient and non-clinical participants in terms of cardiac physiology and interoceptive ability, considering interoceptive tasks and a self-report measure. We then tested for correlations between cardiac and interoceptive measures and affective symptoms. Lastly, we explored group differences across recorded clinical diagnoses. RESULTS Patients exhibited lower performance accuracy and confidence in heartbeat discrimination and lower heartbeat tracking confidence relative to comparisons. In patients, greater anxiety and depression predicted greater self-reported interoceptive sensibility and a greater mismatch between performance accuracy and sensibility. This effect was not observed in comparison participants. Significant differences between patient groups were observed for heart rate variability (HRV) although post hoc differences were not significant after correction for multiple comparisons. Finally, accuracy in heartbeat tracking was significantly lower in schizophrenia compared to other diagnostic groups. CONCLUSIONS The multilevel characterisation presented here identified certain physiological and interoceptive differences associated with psychiatric symptoms and diagnoses. The clinical stratification and therapeutic targeting of interoceptive mechanisms is therefore of potential value in treating certain psychiatric conditions.
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Affiliation(s)
- Hugo D Critchley
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; Sussex Partnership NHS Foundation Trust, United Kingdom of Great Britain and Northern Ireland; Sussex Neuroscience, University of Sussex, United Kingdom of Great Britain and Northern Ireland.
| | - Samantha P Sherrill
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; Sussex Neuroscience, University of Sussex, United Kingdom of Great Britain and Northern Ireland
| | - Donna L Ewing
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; School of Humanities and Social Science, University of Brighton, United Kingdom of Great Britain and Northern Ireland
| | - Cassandra Gould van Praag
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; Department of Psychiatry, University of Oxford, United Kingdom of Great Britain and Northern Ireland
| | - Haniah Habash-Bailey
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; School of Psychology, University of Sussex, United Kingdom of Great Britain and Northern Ireland
| | - Lisa Quadt
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; Sussex Neuroscience, University of Sussex, United Kingdom of Great Britain and Northern Ireland
| | - Jessica A Eccles
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; Sussex Partnership NHS Foundation Trust, United Kingdom of Great Britain and Northern Ireland; Sussex Neuroscience, University of Sussex, United Kingdom of Great Britain and Northern Ireland
| | - Fran Meeten
- Department of Neuroscience, Brighton and Sussex Medical School, United Kingdom of Great Britain and Northern Ireland; School of Psychology, University of Sussex, United Kingdom of Great Britain and Northern Ireland
| | - Anna-Marie Jones
- Sussex Partnership NHS Foundation Trust, United Kingdom of Great Britain and Northern Ireland
| | - Sarah N Garfinkel
- Institute of Cognitive Neuroscience, University College London, United Kingdom of Great Britain and Northern Ireland
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17
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Ironside M, DeVille DC, Kuplicki RT, Burrows KP, Smith R, Teed AR, Paulus MP, Khalsa SS. The unique face of comorbid anxiety and depression: increased interoceptive fearfulness and reactivity. Front Behav Neurosci 2023; 16:1083357. [PMID: 36755667 PMCID: PMC9899910 DOI: 10.3389/fnbeh.2022.1083357] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Accepted: 12/21/2022] [Indexed: 01/25/2023] Open
Abstract
Anxiety and depression commonly co-occur, yet the underlying brain and behavioral processes are poorly understood. Here we examined the hypothesis that individuals with comorbid anxiety and depression would show increased fearful reactivity to an aversive interoceptive perturbation relative to depressed-only individuals. One-hundred and eighty anxious and/or depressed participants from the Tulsa 1000 study completed multi-level behavioral or functional magnetic resonance imaging assessments of interoception and nociception including breath-hold and cold-pressor challenges, and heartbeat perception and interoceptive attention tasks. One-hundred and four individuals with comorbid depression and anxiety disorders (Dep+Anx) were propensity matched with 52 individuals with depression-only (Dep). Data were analyzed using mixed-effects linear regression. The Dep+Anx group showed significantly greater self-reported fear of suffocation during breath holding (Wilcoxon r = 0.23) and reduced cold pain tolerance (R 2 = 0.027) signified by hand removal during immersion. However, these groups did not differ with respect to neutrally-valenced behavioral indices of heartbeat perception or neural indices of interoceptive attention. Individuals with comorbid depression and anxiety, vs. those with only depression, show increased respiratory fearfulness and nociceptive reactivity during perturbations of these signals, whilst showing similar interoceptive awareness in the absence of perturbation. Our findings suggest that individuals with comorbid anxiety and depression process aversive interoceptive and nociceptive signals differently than those with depression alone, providing support for a process model of increased threat sensitivity and hyperarousal in anxious depression.
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Affiliation(s)
- Maria Ironside
- Laureate Institute for Brain Research, Tulsa, OK, United States,Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States,*Correspondence: Maria Ironside
| | - Danielle C. DeVille
- Laureate Institute for Brain Research, Tulsa, OK, United States,Department of Psychiatry, University of California, San Diego, La Jolla, CA, United States
| | | | | | - Ryan Smith
- Laureate Institute for Brain Research, Tulsa, OK, United States,Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States
| | - Adam R. Teed
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Martin P. Paulus
- Laureate Institute for Brain Research, Tulsa, OK, United States,Oxley College of Health Sciences, University of Tulsa, 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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18
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Khalsa SS, Victor TA, Kuplicki R, Yeh HW, Vanover KE, Paulus MP, Davis RE. Single doses of a highly selective inhibitor of phosphodiesterase 1 (lenrispodun) in healthy volunteers: a randomized pharmaco-fMRI clinical trial. Neuropsychopharmacology 2022; 47:1844-1853. [PMID: 35488084 PMCID: PMC9372139 DOI: 10.1038/s41386-022-01331-3] [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: 12/17/2021] [Revised: 04/11/2022] [Accepted: 04/15/2022] [Indexed: 11/09/2022]
Abstract
Lenrispodun is a potent and highly selective inhibitor of phosphodiesterase (PDE) type 1, which is thought to prolong intracellular second messenger signaling within cortical and subcortical dopaminergic brain regions. This is the first study of a PDE1 inhibitor in healthy volunteers using behavioral and neuroimaging approaches to examine its effects on neural targets and to provide a safety and tolerability assessment. The primary objectives were to determine whether lenrispodun induces changes in BOLD fMRI signals in the inferior frontal gyrus (IFG) during the stop signal task, and the dorsal anterior insula (dAI) during the extinction phase of a fear conditioning/extinction task. Using a double-blind, placebo-controlled, within-subjects design, 26 healthy individuals (22 completed all fMRI sessions) received in random order a single oral dose of placebo, lenrispodun 1.0 milligram (mg) or lenrispodun 10.0 mg and completed several tasks in the scanner including the stop signal (n = 24) and fear conditioning/extinction tasks (n = 22). Prespecified region-of-interest analyses for the IFG and dAI were computed using linear mixed models. Lenrispodun induced increases in IFG activity during the stop signal task at 1.0 mg (Cohen's d = 0.63) but not 10.0 mg (Cohen's d = 0.07) vs. placebo. Lenrispodun did not induce changes in dAI activity during fear extinction at either dose. Exploratory outcomes revealed changes in cardiac interoception. Lenrispodun administration was well-tolerated. These results provide evidence that 1.0 mg lenrispodun selectively improved neural inhibitory control without altering fear extinction processing. Future investigations should determine whether lenrispodun improves inhibitory control in target populations such as individuals with attention deficit hyperactivity disorder. Trial registration: ClinicalTrials.gov identifier: NCT03489772.
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Affiliation(s)
- Sahib S Khalsa
- Laureate Institute for Brain Research, Tulsa, OK, USA.
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, OK, USA.
| | | | | | - Hung-Wen Yeh
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Health Services and Outcomes Research, Children's Mercy Hospital, Kansas City, MO, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | | | - Martin P Paulus
- Laureate Institute for Brain Research, Tulsa, OK, USA
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, OK, USA
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19
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Parisi A, Landicho HL, Hudak J, Leknes S, Froeliger B, Garland EL. Emotional distress and pain catastrophizing predict cue-elicited opioid craving among chronic pain patients on long-term opioid therapy. Drug Alcohol Depend 2022; 233:109361. [PMID: 35278786 PMCID: PMC9466292 DOI: 10.1016/j.drugalcdep.2022.109361] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 02/08/2022] [Accepted: 02/14/2022] [Indexed: 11/03/2022]
Abstract
BACKGROUND Individuals who use illicit substances exhibit cue-elicited craving and autonomic cue-reactivity when exposed to cues associated with past drug use. However, little is known about this phenomenon among chronic pain patients on long-term opioid therapy (LTOT). Negative cognitive-emotional reactivity in general (e.g., distress) and cognitive-emotional reactivity specific to pain (e.g., pain catastrophizing) might drive cue-reactivity independent of pain severity. Here we examined emotional distress and pain catastrophizing as predictors of cue-reactivity among a sample of chronic pain patients receiving LTOT. We also tested whether associations between distress, catastrophizing, and cue-reactivity differed as a function of opioid misuse status. MATERIALS AND METHODS Patients receiving LTOT (N = 243) were classified as exhibiting aberrant behavior consistent with opioid misuse (MISUSE+, n = 145) or as using opioids as prescribed (MISUSE-, n = 97). Participants completed assessments of pain catastrophizing and emotional distress and then participated in an opioid cue-reactivity task one week later. Cue-elicited opioid craving and autonomic cue-reactivity were measured with craving ratings and high-frequency heart rate variability (HRV), respectively. RESULTS Distress and catastrophizing predicted cue-elicited craving and HRV, whereas pain severity did not. Misuser status moderated the relationship between emotional distress and self-reported craving, such that higher levels of distress predicted craving among the MISUSE+ group, but not among the MISUSE- group. No moderating effects were found for catastrophizing. CONCLUSIONS Findings suggest that although opioids are prescribed for analgesia, the exacerbating influence of negative cognitive-emotional reactivity, both in general and specific to pain, on cue-elicited opioid craving extends beyond the effects of pain severity alone.
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Affiliation(s)
- Anna Parisi
- Center on Mindfulness and Integrative Health Intervention Development, University of Utah, USA; College of Social Work, University of Utah, USA
| | - Hannah Louise Landicho
- Center on Mindfulness and Integrative Health Intervention Development, University of Utah, USA; College of Social Work, University of Utah, USA
| | - Justin Hudak
- Center on Mindfulness and Integrative Health Intervention Development, University of Utah, USA; College of Social Work, University of Utah, USA
| | - Siri Leknes
- Department of Psychology, University of Oslo, USA
| | - Brett Froeliger
- Department of Psychiatry; Department of Psychological Sciences, University of Missouri, USA
| | - Eric L. Garland
- Center on Mindfulness and Integrative Health Intervention Development, University of Utah, USA; College of Social Work, University of Utah, USA
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20
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Burrows K, DeVille DC, Cosgrove KT, Kuplicki RT, Paulus MP, Aupperle R, Khalsa SS, Stewart JL. Impact of serotonergic medication on interoception in major depressive disorder. Biol Psychol 2022; 169:108286. [PMID: 35149138 PMCID: PMC8958795 DOI: 10.1016/j.biopsycho.2022.108286] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Revised: 02/01/2022] [Accepted: 02/02/2022] [Indexed: 12/28/2022]
Abstract
Unmedicated individuals with major depressive disorder (MDD) show abnormal interoception, but it is unclear whether antidepressant treatment via serotonergic medication alters this relationship. The current cross-sectional study examined associations between neural and behavioral indices of interoceptive processing and chronic serotonergic medication administration in MDD. 47 selective serotonin reuptake inhibitor (SSRI)-medicated MDD (MDD-SSRI) individuals were propensity-matched with 48 unmedicated current MDD (MDD-UnMed) and 41 healthy comparison (HC) participants on demographics including age, sex, body mass index, education, as well as on dimensional scales of symptom severity including depression and anxiety. All participants completed an interoceptive attention task during functional magnetic resonance imaging, and a behavioral heartbeat tapping task under three conditions: Guessing, No Guessing, and Breath Hold. Relative to HC, both MDD groups: (1) exhibited lower mid-insula, amygdala, putamen, and caudate activation during interoceptive versus exteroceptive attention; and (2) showed poorer heartbeat tapping performance during the Breath Hold condition. However, the MDD-SSRI group reported higher intensity ratings of heartbeat and stomach sensations than MDD-UnMed and HC during the interoceptive attention task. These findings suggest that the attenuated patterns of neural activation observed in depressed individuals during interoceptive attention are not ameliorated by the chronic administration of serotonergic medications. However, amplified interoceptive sensation ratings suggest a potential impact of chronic serotonergic medication on conscious experiences of internal body states. Future investigations will need to determine the extent to which serotonergic medications acutely influence interoceptive processing, and whether such changes play a role in therapeutic responses during treatment initiation.
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Affiliation(s)
- Kaiping Burrows
- Laureate Institute for Brain Research, Tulsa, OK, United States.
| | | | | | | | | | - Martin P. Paulus
- Laureate Institute for Brain Research, Tulsa, OK,Department of Community Medicine, University of Tulsa, Tulsa, OK
| | - Robin Aupperle
- Laureate Institute for Brain Research, Tulsa, OK,Department of Community Medicine, University of Tulsa, Tulsa, OK
| | - Sahib S. Khalsa
- Laureate Institute for Brain Research, Tulsa, OK,Department of Community Medicine, University of Tulsa, Tulsa, OK
| | - Jennifer L. Stewart
- Laureate Institute for Brain Research, Tulsa, OK,Department of Community Medicine, University of Tulsa, Tulsa, OK
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21
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May AC, Davis C, Kirlic N, Stewart JL. Mindfulness-Based Interventions for the Treatment of Aberrant Interoceptive Processing in Substance Use Disorders. Brain Sci 2022; 12:279. [PMID: 35204042 PMCID: PMC8870441 DOI: 10.3390/brainsci12020279] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/04/2022] [Accepted: 02/09/2022] [Indexed: 12/24/2022] Open
Abstract
Altered interoception, or the processing of bodily signals, has been argued to play a role in the development and maintenance of substance use disorders (SUD). Therefore, interoceptive interventions focusing on bodily awareness, such as mindfulness meditation, may improve treatment outcomes for individuals with SUD. Here we review: (1) subjective, behavioral and brain evidence for altered interoceptive processing in SUD, focusing on insular and anterior cingulate cortices (INS, ACC), key regions for interoceptive processing; (2) research highlighting links between mindfulness and brain function; and (3) extant brain research investigating mindfulness-based interventions in SUD. SUD tend to be characterized by heightened INS and ACC responses to drug cues but blunted interoceptive awareness and attenuated INS and ACC responses during tasks involving bodily attention and/or perturbations. In contrast, mindfulness interventions in healthy individuals are linked to enhanced INS and ACC responses and heightened interoceptive awareness. It is crucial for future research to identify: (1) whether mindfulness-based treatments are efficacious across substance classes; (2) what particular approaches and dosages show the largest effect sizes in enhancing INS and ACC function to non-drug stimuli and reducing responsivity to substance cues, thereby improving SUD treatment outcomes (reducing drug craving and relapse).
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Affiliation(s)
- April C. May
- San Diego State University/University of California, San Diego Joint Doctoral Program in Clinical Psychology, San Diego, CA 92037, USA
| | - Chrysantha Davis
- Laureate Institute for Brain Research, Tulsa, OK 74136, USA; (C.D.); (N.K.); (J.L.S.)
| | - Namik Kirlic
- Laureate Institute for Brain Research, Tulsa, OK 74136, USA; (C.D.); (N.K.); (J.L.S.)
| | - Jennifer L. Stewart
- Laureate Institute for Brain Research, Tulsa, OK 74136, USA; (C.D.); (N.K.); (J.L.S.)
- Department of Community Medicine, University of Tulsa, Tulsa, OK 74104, USA
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22
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Bischoff-Grethe A, Ellis RJ, Tapert SF, Paulus MP, Grant I. Prior Methamphetamine Use Disorder History Does Not Impair Interoceptive Processing of Soft Touch in HIV Infection. Viruses 2021; 13:v13122476. [PMID: 34960745 PMCID: PMC8705776 DOI: 10.3390/v13122476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2021] [Revised: 12/05/2021] [Accepted: 12/08/2021] [Indexed: 11/16/2022] Open
Abstract
Introduction: Interoception, defined as the sense of the internal state of one’s body, helps motivate goal-directed behavior. Prior work has shown that methamphetamine (METH) use disorder is associated with altered interoception, and that this may contribute to risky behavior. As people with HIV (PWH) may also experience disrupted bodily sensations (e.g., neuropathy), an important question is whether PWH with a history of METH use disorder might exhibit greater impairment of interoceptive processing. Methods: Eighty-three participants stratified by HIV infection and a past history of methamphetamine use disorder experienced a soft touch paradigm that included slow brush strokes on the left forearm and palm during blood-oxygen level-dependent functional MRI acquisition. To assess differences in interoception and reward, voxelwise analyses were constrained to the insula, a hub for the evaluation of interoceptive cues, and the striatum, which is engaged in reward processing. Results: Overall, individuals with a history of METH use disorder had an attenuated neural response to pleasant touch in both the insula and striatum. Longer abstinence was associated with greater neural response to touch in the insula, suggesting some improvement in responsivity. However, only PWH with no METH use disorder history had lower brain activation in the insula relative to non-using seronegative controls. Conclusions: Our findings suggest that while METH use disorder history and HIV infection independently disrupt the neural processes associated with interoception, PWH with METH use disorder histories do not show significant differences relative to non-using seronegative controls. These findings suggest that the effects of HIV infection and past methamphetamine use might not be additive with respect to interoceptive processing impairment.
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Affiliation(s)
- Amanda Bischoff-Grethe
- Department of Psychiatry, University of California, San Diego 9500 Gilman Drive, MC 0738 La Jolla, San Diego, CA 92093, USA; (S.F.T.); (I.G.)
- Correspondence:
| | - Ronald J. Ellis
- Department of Neurosciences, University of California, La Jolla, San Diego, CA 92093, USA;
| | - Susan F. Tapert
- Department of Psychiatry, University of California, San Diego 9500 Gilman Drive, MC 0738 La Jolla, San Diego, CA 92093, USA; (S.F.T.); (I.G.)
| | | | - Igor Grant
- Department of Psychiatry, University of California, San Diego 9500 Gilman Drive, MC 0738 La Jolla, San Diego, CA 92093, USA; (S.F.T.); (I.G.)
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23
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Joshi V, Graziani P, Del-Monte J. The Role of Interoceptive Attention and Appraisal in Interoceptive Regulation. Front Psychol 2021; 12:714641. [PMID: 34759862 PMCID: PMC8573205 DOI: 10.3389/fpsyg.2021.714641] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 10/01/2021] [Indexed: 12/29/2022] Open
Abstract
Interoception, i.e., the processing and integration of sensory information has gained research interest due to its relevance in the psychopathological context. In the present review, we focus upon interoceptive regulation or one’s capacity to match bodily signals to his/her desired state by altering the signal or the desired state. More specifically, we discuss attention toward and appraisal of interoceptive stimuli as regulatory mechanisms of interoception. We review findings in the emerging research area of interoceptive attention. Studies suggest that the quality of attention and the nature of appraisal regarding interoceptive information influence interoceptive regulation and subsequent adaptive or maladaptive behavioral strategies among healthy controls as well as clinical populations. We discuss the clinical implications and the need to promote further research as well as to target interoceptive attention and appraisal mechanisms in psychotherapy.
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Affiliation(s)
- Vrutti Joshi
- Department of Psychology, University of Nîmes, Nîmes, France.,Social Psychology Laboratory EA 849, Aix-Marseille University, Marseille, France
| | - Pierluigi Graziani
- Department of Psychology, University of Nîmes, Nîmes, France.,Social Psychology Laboratory EA 849, Aix-Marseille University, Marseille, France
| | - Jonathan Del-Monte
- Department of Psychology, University of Nîmes, Nîmes, France.,Social Psychology Laboratory EA 849, Aix-Marseille University, Marseille, France
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24
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Neural and Behavioral Correlates of Impaired Insight and Self-awareness in Substance Use Disorder. Curr Behav Neurosci Rep 2021; 8:113-123. [DOI: 10.1007/s40473-021-00240-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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25
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Matto HC, Seshaiyer P, Carmack S, Peixoto N, Scherbel M. When Triggers Become Tigers: Taming the Autonomic Nervous System via Sensory Support System Modulation. JOURNAL OF SOCIAL WORK PRACTICE IN THE ADDICTIONS 2021; 21:382-395. [PMID: 34621139 PMCID: PMC8491990 DOI: 10.1080/1533256x.2021.1973833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 07/27/2020] [Accepted: 09/06/2020] [Indexed: 06/13/2023]
Abstract
Personalized recovery technologies may enable individuals with Substance Use Disorder (SUD) to monitor and manage acute craving and drug use urges in ways that improve drug-seeking decisions in real-time. Direct and indirect regulation of the autonomic nervous system through sensory input monitoring and modulation may enhance control over behavioral decisions and prevent relapse. A personalized sensory support system that monitors neurophysiological reactivity and offers non-pharmacological point-in-time personalized digital interventions may increase awareness of and control over craving reactivity. It is critical to be able to detect these warning signs and intervene early and effectively. The use of wearable technologies that assess point-in-time neurophysiological escalation and shape behavioral response through personalized interventions could be transformative in allowing individuals to better manage their recovery as they transition out of institutions and move back into community settings.
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Affiliation(s)
- Holly C Matto
- Department of Social Work ∣ Center for Adaptive Systems of Brain-Body Interactions, George Mason University, Fairfax, VA, USA
| | - Padmanabhan Seshaiyer
- Department of Mathematical Sciences ∣ ∣ Center for Adaptive Systems of Brain-Body Interactions, George Mason University, Fairfax, VA, USA
| | - Stephanie Carmack
- Research Operations, Center for Adaptive Systems of Brain-Body Interactions, George Mason University, Fairfax, VA, USA
| | - Nathalia Peixoto
- Electrical and Computer Engineering ∣ Center for Adaptive Systems of Brain-Body Interactions, George Mason University, Fairfax, VA, USA
| | - Matthew Scherbel
- Department of Social Work, George Mason University, Fairfax, VA, USA
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26
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DeVille DC, Khalsa SS, Lapidus RC, White E, Paulus MP, Aupperle RL. A Transdiagnostic Multilevel Examination of Interoceptive Processing in Individuals With a Remote History of Suicidal Behavior. Behav Ther 2021; 52:1080-1092. [PMID: 34452663 PMCID: PMC8403233 DOI: 10.1016/j.beth.2021.01.006] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Revised: 12/10/2020] [Accepted: 01/19/2021] [Indexed: 01/15/2023]
Abstract
A developing area of research suggests that there may be a relationship between interoception and suicidal behavior. For example, it was recently reported that individuals who made a suicide attempt within the previous 5 years exhibit behavioral and neural abnormalities across multiple domains of interoception relative to nonattempters. This included increased tolerance for aversive sensations of pain and dyspnea, reduced heartbeat-perception accuracy, and blunted insula activity during attention to cardiac sensations. However, the degree to which interoceptive deficits persist following a suicidal attempt is unknown. In the current study, we examined differences between individuals with a remote history of suicide attempts (greater than 5 years ago; N = 56) versus those with no history of attempts (N = 240). We found that remote suicide attempters demonstrated greater pain tolerance and lower ratings of stress during a cold-pressor challenge and lower ratings of suffocation during a breath-hold challenge, as compared to nonattempters. In contrast, there were no group differences in breath-hold duration, interoceptive accuracy on a heartbeat-tapping task, or insula activation during cardiac attention. An exploratory resting-state functional connectivity analysis of individuals with suicide attempts in the past 5 years (N = 23), individuals with more remote histories of suicide attempts (N = 39), and nonattempters (N = 232) revealed preliminary and subtle evidence of differences in insula connectivity with areas of the temporal cortex in remote suicide attempters. Taken together, these findings suggest that blunted affective responses to aversive interoceptive sensations is an enduring characteristic of suicide attempters, even when assessed many years after a suicide attempt, whereas differences in the experience of nonaversive interoceptive sensations may be less persistent.
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Affiliation(s)
- Danielle C. DeVille
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK,Department of Psychology, University of Tulsa, 800 S. Tucker Dr., Tulsa, OK
| | - Sahib S. Khalsa
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK,Oxley College of Health Sciences, University of Tulsa, 1215 S. Boulder Ave. W., Tulsa, OK
| | | | - Rachel C. Lapidus
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK,Department of Psychology, University of Tulsa, 800 S. Tucker Dr., Tulsa, OK
| | - Evan White
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK
| | - Martin P. Paulus
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK,Oxley College of Health Sciences, University of Tulsa, 1215 S. Boulder Ave. W., Tulsa, OK
| | - Robin L. Aupperle
- Laureate Institute for Brain Research, 6655 S. Yale Ave., Tulsa, OK,Oxley College of Health Sciences, University of Tulsa, 1215 S. Boulder Ave. W., Tulsa, OK
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27
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Kuplicki R, Touthang J, Al Zoubi O, Mayeli A, Misaki M, Aupperle RL, Teague TK, McKinney BA, Paulus MP, Bodurka J. Common Data Elements, Scalable Data Management Infrastructure, and Analytics Workflows for Large-Scale Neuroimaging Studies. Front Psychiatry 2021; 12:682495. [PMID: 34220587 PMCID: PMC8247461 DOI: 10.3389/fpsyt.2021.682495] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 05/19/2021] [Indexed: 01/16/2023] Open
Abstract
Neuroscience studies require considerable bioinformatic support and expertise. Numerous high-dimensional and multimodal datasets must be preprocessed and integrated to create robust and reproducible analysis pipelines. We describe a common data elements and scalable data management infrastructure that allows multiple analytics workflows to facilitate preprocessing, analysis and sharing of large-scale multi-level data. The process uses the Brain Imaging Data Structure (BIDS) format and supports MRI, fMRI, EEG, clinical, and laboratory data. The infrastructure provides support for other datasets such as Fitbit and flexibility for developers to customize the integration of new types of data. Exemplar results from 200+ participants and 11 different pipelines demonstrate the utility of the infrastructure.
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Affiliation(s)
- Rayus Kuplicki
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - James Touthang
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Obada Al Zoubi
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Ahmad Mayeli
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - Masaya Misaki
- Laureate Institute for Brain Research, Tulsa, OK, United States
| | - NeuroMAP-Investigators
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States
| | - Robin L. Aupperle
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Department of Community Medicine, Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, United States
| | - T. Kent Teague
- Department of Surgery, University of Oklahoma School of Community Medicine, Tulsa, OK, United States
- Department of Psychiatry, University of Oklahoma School of Community Medicine, Tulsa, OK, United States
- Department of Biochemistry and Microbiology, Oklahoma State University Center for Health Sciences, Tulsa, OK, United States
| | - Brett A. McKinney
- Department of Mathematics, University of Tulsa, Tulsa, OK, United States
- Tandy School of Computer Science, University of Tulsa, Tulsa, OK, United States
| | | | - Jerzy Bodurka
- Laureate Institute for Brain Research, Tulsa, OK, United States
- Stephenson School of Biomedical Engineering, University of Oklahoma, Norman, OK, United States
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28
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Smith R, Kirlic N, Stewart JL, Touthang J, Kuplicki R, McDermott TJ, Taylor S, Khalsa SS, Paulus MP, Aupperle RL. Long-term stability of computational parameters during approach-avoidance conflict in a transdiagnostic psychiatric patient sample. Sci Rep 2021; 11:11783. [PMID: 34083701 PMCID: PMC8175390 DOI: 10.1038/s41598-021-91308-x] [Citation(s) in RCA: 25] [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: 12/03/2020] [Accepted: 05/17/2021] [Indexed: 11/16/2022] Open
Abstract
Maladaptive behavior during approach-avoidance conflict (AAC) is common to multiple psychiatric disorders. Using computational modeling, we previously reported that individuals with depression, anxiety, and substance use disorders (DEP/ANX; SUDs) exhibited differences in decision uncertainty and sensitivity to negative outcomes versus reward (emotional conflict) relative to healthy controls (HCs). However, it remains unknown whether these computational parameters and group differences are stable over time. We analyzed 1-year follow-up data from a subset of the same participants (N = 325) to assess parameter stability and relationships to other clinical and task measures. We assessed group differences in the entire sample as well as a subset matched for age and IQ across HCs (N = 48), SUDs (N = 29), and DEP/ANX (N = 121). We also assessed 2-3 week reliability in a separate sample of 30 HCs. Emotional conflict and decision uncertainty parameters showed moderate 1-year intra-class correlations (.52 and .46, respectively) and moderate to excellent correlations over the shorter period (.84 and .54, respectively). Similar to previous baseline findings, parameters correlated with multiple response time measures (ps < .001) and self-reported anxiety (r = .30, p < .001) and decision difficulty (r = .44, p < .001). Linear mixed effects analyses revealed that patients remained higher in decision uncertainty (SUDs, p = .009) and lower in emotional conflict (SUDs, p = .004, DEP/ANX, p = .02) relative to HCs. This computational modelling approach may therefore offer relatively stable markers of transdiagnostic psychopathology.
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Affiliation(s)
- Ryan Smith
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA.
| | - Namik Kirlic
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Jennifer L Stewart
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - James Touthang
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Rayus Kuplicki
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Timothy J McDermott
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Samuel Taylor
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Martin P Paulus
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Robin L Aupperle
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
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29
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Smith R, Feinstein JS, Kuplicki R, Forthman KL, Stewart JL, Paulus MP, Khalsa SS. Perceptual insensitivity to the modulation of interoceptive signals in depression, anxiety, and substance use disorders. Sci Rep 2021; 11:2108. [PMID: 33483527 PMCID: PMC7822872 DOI: 10.1038/s41598-021-81307-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2020] [Accepted: 12/28/2020] [Indexed: 01/18/2023] Open
Abstract
This study employed a series of heartbeat perception tasks to assess the hypothesis that cardiac interoceptive processing in individuals with depression/anxiety (N = 221), and substance use disorders (N = 136) is less flexible than that of healthy individuals (N = 53) in the context of physiological perturbation. Cardiac interoception was assessed via heartbeat tapping when: (1) guessing was allowed; (2) guessing was not allowed; and (3) experiencing an interoceptive perturbation (inspiratory breath hold) expected to amplify cardiac sensation. Healthy participants showed performance improvements across the three conditions, whereas those with depression/anxiety and/or substance use disorder showed minimal improvement. Machine learning analyses suggested that individual differences in these improvements were negatively related to anxiety sensitivity, but explained relatively little variance in performance. These results reveal a perceptual insensitivity to the modulation of interoceptive signals that was evident across several common psychiatric disorders, suggesting that interoceptive deficits in the realm of psychopathology manifest most prominently during states of homeostatic perturbation.
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Affiliation(s)
- Ryan Smith
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | - Justin S Feinstein
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
- Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA
| | - Rayus Kuplicki
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
| | | | - Jennifer L Stewart
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
- Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA
| | - Martin P Paulus
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA
- Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA
| | - Sahib S Khalsa
- Laureate Institute for Brain Research, 6655 S Yale Ave, Tulsa, OK, 74136, USA.
- Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA.
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30
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Smith R, Kirlic N, Stewart JL, Touthang J, Kuplicki R, Khalsa SS, Feinstein J, Paulus MP, Aupperle RL. Greater decision uncertainty characterizes a transdiagnostic patient sample during approach-avoidance conflict: a computational modelling approach. J Psychiatry Neurosci 2021. [PMID: 33119490 DOI: 10.31234/osf.io/t2dhn] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/12/2023] Open
Abstract
BACKGROUND Imbalances in approach-avoidance conflict (AAC) decision-making (e.g., sacrificing rewards to avoid negative outcomes) are considered central to multiple psychiatric disorders. We used computational modelling to examine 2 factors that are often not distinguished in descriptive analyses of AAC: decision uncertainty and sensitivity to negative outcomes versus rewards (emotional conflict). METHODS A previously validated AAC task was completed by 478 participants, including healthy controls (n = 59), people with substance use disorders (n = 159) and people with depression and/or anxiety disorders who did not have substance use disorders (n = 260). Using an active inference model, we estimated individual-level values for a model parameter that reflected decision uncertainty and another that reflected emotional conflict. We also repeated analyses in a subsample (59 healthy controls, 161 people with depression and/or anxiety disorders, 56 people with substance use disorders) that was propensity-matched for age and general intelligence. RESULTS The model showed high accuracy (72%). As further validation, parameters correlated with reaction times and self-reported task motivations in expected directions. The emotional conflict parameter further correlated with self-reported anxiety during the task (r = 0.32, p < 0.001), and the decision uncertainty parameter correlated with self-reported difficulty making decisions (r = 0.45, p < 0.001). Compared to healthy controls, people with depression and/or anxiety disorders and people with substance use disorders showed higher decision uncertainty in the propensity-matched sample (t = 2.16, p = 0.03, and t = 2.88, p = 0.005, respectively), with analogous results in the full sample; people with substance use disorders also showed lower emotional conflict in the full sample (t = 3.17, p = 0.002). LIMITATIONS This study was limited by heterogeneity of the clinical sample and an inability to examine learning. CONCLUSION These results suggest that reduced confidence in how to act, rather than increased emotional conflict, may explain maladaptive approach-avoidance behaviours in people with psychiatric disorders.
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Affiliation(s)
- Ryan Smith
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Namik Kirlic
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Jennifer L Stewart
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - James Touthang
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Rayus Kuplicki
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Sahib S Khalsa
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Justin Feinstein
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Martin P Paulus
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Robin L Aupperle
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
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Smith R, Kirlic N, Stewart JL, Touthang J, Kuplicki R, Khalsa SS, Feinstein J, Paulus MP, Aupperle RL. Greater decision uncertainty characterizes a transdiagnostic patient sample during approach-avoidance conflict: a computational modelling approach. J Psychiatry Neurosci 2021; 46:E74-E87. [PMID: 33119490 PMCID: PMC7955838 DOI: 10.1503/jpn.200032] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Imbalances in approach-avoidance conflict (AAC) decision-making (e.g., sacrificing rewards to avoid negative outcomes) are considered central to multiple psychiatric disorders. We used computational modelling to examine 2 factors that are often not distinguished in descriptive analyses of AAC: decision uncertainty and sensitivity to negative outcomes versus rewards (emotional conflict). METHODS A previously validated AAC task was completed by 478 participants, including healthy controls (n = 59), people with substance use disorders (n = 159) and people with depression and/or anxiety disorders who did not have substance use disorders (n = 260). Using an active inference model, we estimated individual-level values for a model parameter that reflected decision uncertainty and another that reflected emotional conflict. We also repeated analyses in a subsample (59 healthy controls, 161 people with depression and/or anxiety disorders, 56 people with substance use disorders) that was propensity-matched for age and general intelligence. RESULTS The model showed high accuracy (72%). As further validation, parameters correlated with reaction times and self-reported task motivations in expected directions. The emotional conflict parameter further correlated with self-reported anxiety during the task (r = 0.32, p < 0.001), and the decision uncertainty parameter correlated with self-reported difficulty making decisions (r = 0.45, p < 0.001). Compared to healthy controls, people with depression and/or anxiety disorders and people with substance use disorders showed higher decision uncertainty in the propensity-matched sample (t = 2.16, p = 0.03, and t = 2.88, p = 0.005, respectively), with analogous results in the full sample; people with substance use disorders also showed lower emotional conflict in the full sample (t = 3.17, p = 0.002). LIMITATIONS This study was limited by heterogeneity of the clinical sample and an inability to examine learning. CONCLUSION These results suggest that reduced confidence in how to act, rather than increased emotional conflict, may explain maladaptive approach-avoidance behaviours in people with psychiatric disorders.
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Affiliation(s)
- Ryan Smith
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Namik Kirlic
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Jennifer L Stewart
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - James Touthang
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Rayus Kuplicki
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Sahib S Khalsa
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Justin Feinstein
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Martin P Paulus
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
| | - Robin L Aupperle
- From the Laureate Institute for Brain Research, Tulsa, OK, USA (Smith, Kirlic, Stewart, Touthang, Kuplicki, Khalsa, Feinstein, Paulus, Aupperle); and the Oxley College of Health Sciences, University of Tulsa, Tulsa, OK, USA (Stewart, Khalsa, Paulus, Aupperle)
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Smith R, Kuplicki R, Feinstein J, Forthman KL, Stewart JL, Paulus MP, Khalsa SS. A Bayesian computational model reveals a failure to adapt interoceptive precision estimates across depression, anxiety, eating, and substance use disorders. PLoS Comput Biol 2020; 16:e1008484. [PMID: 33315893 PMCID: PMC7769623 DOI: 10.1371/journal.pcbi.1008484] [Citation(s) in RCA: 87] [Impact Index Per Article: 17.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Revised: 12/28/2020] [Accepted: 10/31/2020] [Indexed: 12/16/2022] Open
Abstract
Recent neurocomputational theories have hypothesized that abnormalities in prior beliefs and/or the precision-weighting of afferent interoceptive signals may facilitate the transdiagnostic emergence of psychopathology. Specifically, it has been suggested that, in certain psychiatric disorders, interoceptive processing mechanisms either over-weight prior beliefs or under-weight signals from the viscera (or both), leading to a failure to accurately update beliefs about the body. However, this has not been directly tested empirically. To evaluate the potential roles of prior beliefs and interoceptive precision in this context, we fit a Bayesian computational model to behavior in a transdiagnostic patient sample during an interoceptive awareness (heartbeat tapping) task. Modelling revealed that, during an interoceptive perturbation condition (inspiratory breath-holding during heartbeat tapping), healthy individuals (N = 52) assigned greater precision to ascending cardiac signals than individuals with symptoms of anxiety (N = 15), depression (N = 69), co-morbid depression/anxiety (N = 153), substance use disorders (N = 131), and eating disorders (N = 14)-who failed to increase their precision estimates from resting levels. In contrast, we did not find strong evidence for differences in prior beliefs. These results provide the first empirical computational modeling evidence of a selective dysfunction in adaptive interoceptive processing in psychiatric conditions, and lay the groundwork for future studies examining how reduced interoceptive precision influences visceral regulation and interoceptively-guided decision-making.
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Affiliation(s)
- Ryan Smith
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
| | - Rayus Kuplicki
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
| | - Justin Feinstein
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, Oklahoma, United States of America
| | | | - Jennifer L. Stewart
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, Oklahoma, United States of America
| | - Martin P. Paulus
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, Oklahoma, United States of America
| | | | - Sahib S. Khalsa
- Laureate Institute for Brain Research, Tulsa, Oklahoma, United States of America
- Oxley College of Health Sciences, The University of Tulsa, Tulsa, Oklahoma, United States of America
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DeVille DC, Kuplicki R, Stewart JL, Paulus MP, Khalsa SS. Diminished responses to bodily threat and blunted interoception in suicide attempters. eLife 2020; 9:e51593. [PMID: 32254020 PMCID: PMC7138608 DOI: 10.7554/elife.51593] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2019] [Accepted: 03/02/2020] [Indexed: 12/17/2022] Open
Abstract
Psychological theories of suicide suggest that certain traits may reduce aversion to physical threat and increase the probability of transitioning from suicidal ideation to action. Here, we investigated whether blunted sensitivity to bodily signals is associated with suicidal action by comparing individuals with a history of attempted suicide to a matched psychiatric reference sample without suicide attempts. We examined interoceptive processing across a panel of tasks: breath-hold challenge, cold-pressor challenge, and heartbeat perception during and outside of functional magnetic resonance imaging. Suicide attempters tolerated the breath-hold and cold-pressor challenges for significantly longer and displayed lower heartbeat perception accuracy than non-attempters. These differences were mirrored by reduced activation of the mid/posterior insula during attention to heartbeat sensations. Our findings suggest that suicide attempters exhibit an 'interoceptive numbing' characterized by increased tolerance for aversive sensations and decreased awareness of non-aversive sensations. We conclude that blunted interoception may be implicated in suicidal behavior.
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Affiliation(s)
- Danielle C DeVille
- Laureate Institute for Brain ResearchTulsaUnited States
- Department of Psychology, The University of TulsaTulsaUnited States
| | | | - Jennifer L Stewart
- Laureate Institute for Brain ResearchTulsaUnited States
- Oxley College of Health Sciences, The University of TulsaTulsaUnited States
| | - Martin P Paulus
- Laureate Institute for Brain ResearchTulsaUnited States
- Oxley College of Health Sciences, The University of TulsaTulsaUnited States
| | - Sahib S Khalsa
- Laureate Institute for Brain ResearchTulsaUnited States
- Oxley College of Health Sciences, The University of TulsaTulsaUnited States
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LeCocq MR, Randall PA, Besheer J, Chaudhri N. Considering Drug-Associated Contexts in Substance Use Disorders and Treatment Development. Neurotherapeutics 2020; 17:43-54. [PMID: 31898285 PMCID: PMC7007469 DOI: 10.1007/s13311-019-00824-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
Environmental contexts that are reliably associated with the use of pharmacologically active substances are hypothesized to contribute to substance use disorders. In this review, we provide an updated summary of parallel preclinical and human studies that support this hypothesis. Research conducted in rats shows that environmental contexts that are reliably paired with drug use can renew extinguished drug-seeking behavior and amplify responding elicited by discrete, drug-predictive cues. Akin to drug-associated contexts, interoceptive drug stimuli produced by the psychopharmacological effects of drugs can also influence learning and memory processes that play a role in substance use disorders. Findings from human laboratory studies show that drug-associated contexts, including social stimuli, can have profound effects on cue reactivity, drug use, and drug-related cognitive expectancies. This translationally relevant research supports the idea that treatments for substance use disorders could be improved by considering drug-associated contexts as a factor in treatment interventions. We conclude this review with ideas for how to integrate drug-associated contexts into treatment-oriented research based on 4 approaches: pharmacology, brain stimulation, mindfulness-based relapse prevention, and cognitive behavioral group therapy. Throughout, we focus on alcohol- and tobacco-related research, which are two of the most prevalent and commonly misused drugs worldwide for which there are known treatments.
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Affiliation(s)
- Mandy Rita LeCocq
- Department of Psychology, Center for Studies in Behavioural Neurobiology, Concordia University, 7141 Sherbrooke Street West, Room SP 244, Montreal, Quebec, H4B-1R6, Canada
| | - Patrick A Randall
- Department of Anesthesiology and Perioperative Medicine, Penn State College of Medicine, Hershey, Pennsylvania, USA
| | - Joyce Besheer
- Department of Psychiatry, Bowles Center for Alcohol Studies, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Nadia Chaudhri
- Department of Psychology, Center for Studies in Behavioural Neurobiology, Concordia University, 7141 Sherbrooke Street West, Room SP 244, Montreal, Quebec, H4B-1R6, Canada.
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