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Rosenberg BM, Moreira JFG, Leal ASM, Saragosa-Harris NM, Gaines E, Meredith WJ, Waizman Y, Ninova E, Silvers JA. Functional connectivity between the nucleus accumbens and amygdala underlies avoidance learning during adolescence: Implications for developmental psychopathology. Dev Psychopathol 2024:1-13. [PMID: 39324228 DOI: 10.1017/s095457942400141x] [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: 09/27/2024]
Abstract
BACKGROUND Reward and threat processes work together to support adaptive learning during development. Adolescence is associated with increasing approach behavior (e.g., novelty-seeking, risk-taking) but often also coincides with emerging internalizing symptoms, which are characterized by heightened avoidance behavior. Peaking engagement of the nucleus accumbens (NAcc) during adolescence, often studied in reward paradigms, may also relate to threat mechanisms of adolescent psychopathology. METHODS 47 typically developing adolescents (9.9-22.9 years) completed an aversive learning task during functional magnetic resonance imaging, wherein visual cues were paired with an aversive sound or no sound. Task blocks involved an escapable aversively reinforced stimulus (CS+r), the same stimulus without reinforcement (CS+nr), or a stimulus that was never reinforced (CS-). Parent-reported internalizing symptoms were measured using Revised Child Anxiety and Depression Scales. RESULTS Functional connectivity between the NAcc and amygdala differentiated the stimuli, such that connectivity increased for the CS+r (p = .023) but not for the CS+nr and CS-. Adolescents with greater internalizing symptoms demonstrated greater positive functional connectivity for the CS- (p = .041). CONCLUSIONS Adolescents show heightened NAcc-amygdala functional connectivity during escape from threat. Higher anxiety and depression symptoms are associated with elevated NAcc-amygdala connectivity during safety, which may reflect poor safety versus threat discrimination.
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Affiliation(s)
- Benjamin M Rosenberg
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - João F Guassi Moreira
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Adriana S Méndez Leal
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | | | - Elizabeth Gaines
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Wesley J Meredith
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
| | - Yael Waizman
- Department of Psychology, University of Southern California, Los Angeles, CA, USA
| | - Emilia Ninova
- College of Social Work, Florida State University, Tallahassee, FL, USA
| | - Jennifer A Silvers
- Department of Psychology, University of California, Los Angeles (UCLA), Los Angeles, CA, USA
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2
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Roberts AC, Mulvihill KG. Multiple faces of anxiety: a frontal lobe perspective. Trends Neurosci 2024; 47:708-721. [PMID: 39127569 DOI: 10.1016/j.tins.2024.07.001] [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: 03/27/2024] [Revised: 06/20/2024] [Accepted: 07/11/2024] [Indexed: 08/12/2024]
Abstract
Marked dysregulation of the human prefrontal cortex (PFC) and anterior cingulate cortex (ACC) characterises a variety of anxiety disorders, and its amelioration is a key feature of treatment success. Overall treatment response, however, is highly variable, and about a third of patients are resistant to treatment. In this review we hypothesise that a major contributor to this variation in treatment response are the multiple faces of anxiety induced by distinct forms of frontal cortex dysregulation. Comparison of findings from humans and non-human primates reveals marked similarity in the functional organisation of threat regulation across the frontal lobes. This organisation is discussed in relation to the 'predatory imminence continuum' model of threat and the differential engagement of executive functions at the core of both emotion generation and regulation strategies.
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Affiliation(s)
- Angela C Roberts
- Department of Physiology, Development, and Neuroscience, University of Cambridge, Cambridge, UK.
| | - Kevin G Mulvihill
- Department of Physiology, Development, and Neuroscience, University of Cambridge, Cambridge, UK.
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3
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Cornwell BR, Didier PR, Grogans SE, Anderson AS, Islam S, Kim HC, Kuhn M, Tillman RM, Hur J, Scott ZS, Fox AS, DeYoung KA, Smith JF, Shackman AJ. A shared threat-anticipation circuit is dynamically engaged at different moments by certain and uncertain threat. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.07.10.602972. [PMID: 39026814 PMCID: PMC11257510 DOI: 10.1101/2024.07.10.602972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2024]
Abstract
Temporal dynamics play a central role in models of emotion: "fear" is widely conceptualized as a phasic response to certain-and-imminent danger, whereas "anxiety" is a sustained response to uncertain-or-distal harm. Yet the underlying human neurobiology remains contentious. Leveraging an ethnoracially diverse sample, translationally relevant paradigm, and theory-driven modeling approach, we demonstrate that certain and uncertain threat recruit a shared threat-anticipation circuit. This cortico-subcortical circuit exhibits persistently elevated activation when anticipating uncertain-threat encounters and a transient burst of activation in the moments before certain encounters. For many scientists and clinicians, feelings are the defining feature of human fear and anxiety. Here we used an independently validated brain signature to covertly decode the momentary dynamics of anticipatory distress for the first time. Results mirrored the dynamics of neural activation. These observations provide fresh insights into the neurobiology of threat-elicited emotions and set the stage for more ambitious clinical and mechanistic research.
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Affiliation(s)
- Brian R. Cornwell
- Department of Psychological & Brain Sciences, George Washington University, Washington, DC 20006 USA
| | - Paige R. Didier
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
| | - Shannon E. Grogans
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
| | - Allegra S. Anderson
- Department of Psychiatry and Human Behavior, Brown University, Providence, RI 02912 USA
| | - Samiha Islam
- Department of Psychology, University of Pennsylvania, Philadelphia, PA USA
| | - Hyung Cho Kim
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
- Department of Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742 USA
| | - Manuel Kuhn
- Center for Depression, Anxiety and Stress Research, McLean Hospital, Harvard Medical School, Belmont, MA 02478 USA
| | | | - Juyoen Hur
- Department of Psychology, Yonsei University, Seoul 03722, Republic of Korea
| | - Zachary S. Scott
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
| | - Andrew S. Fox
- Department of Psychology, University of California, Davis, CA 95616 USA
- California National Primate Research Center, University of California, Davis, CA 95616 USA
| | - Kathryn A. DeYoung
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
| | - Jason F. Smith
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
| | - Alexander J. Shackman
- Department of Psychology, University of Maryland, College Park, MD 20742 USA
- Department of Neuroscience and Cognitive Science Program, University of Maryland, College Park, MD 20742 USA
- Department of Maryland Neuroimaging Center, University of Maryland, College Park, MD 20742 USA
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4
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Schoeller F, Jain A, Pizzagalli DA, Reggente N. The neurobiology of aesthetic chills: How bodily sensations shape emotional experiences. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2024; 24:617-630. [PMID: 38383913 PMCID: PMC11233292 DOI: 10.3758/s13415-024-01168-x] [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] [Accepted: 01/21/2024] [Indexed: 02/23/2024]
Abstract
The phenomenon of aesthetic chills-shivers and goosebumps associated with either rewarding or threatening stimuli-offers a unique window into the brain basis of conscious reward because of their universal nature and simultaneous subjective and physical counterparts. Elucidating the neural mechanisms underlying aesthetic chills can reveal fundamental insights about emotion, consciousness, and the embodied mind. What is the precise timing and mechanism of bodily feedback in emotional experience? How are conscious feelings and motivations generated from interoceptive predictions? What is the role of uncertainty and precision signaling in shaping emotions? How does the brain distinguish and balance processing of rewards versus threats? We review neuroimaging evidence and highlight key questions for understanding how bodily sensations shape conscious feelings. This research stands to advance models of brain-body interactions shaping affect and may lead to novel nonpharmacological interventions for disorders of motivation and pleasure.
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Affiliation(s)
- Felix Schoeller
- Institute for Advanced Consciousness Studies, Santa Monica, CA, USA.
- Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA.
| | - Abhinandan Jain
- Media Lab, Massachusetts Institute of Technology, Cambridge, MA, USA
| | | | - Nicco Reggente
- Institute for Advanced Consciousness Studies, Santa Monica, CA, USA
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5
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Hur J, Tillman RM, Kim HC, Didier P, Anderson AS, Islam S, Stockbridge MD, De Los Reyes A, DeYoung KA, Smith JF, Shackman AJ. Adolescent social anxiety is associated with diminished discrimination of anticipated threat and safety in the bed nucleus of the stria terminalis. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.30.564701. [PMID: 38853920 PMCID: PMC11160578 DOI: 10.1101/2023.10.30.564701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2024]
Abstract
Social anxiety-which typically emerges in adolescence-lies on a continuum and, when extreme, can be devastating. Socially anxious individuals are prone to heightened fear, anxiety, and the avoidance of contexts associated with potential social scrutiny. Yet most neuroimaging research has focused on acute social threat. Much less attention has been devoted to understanding the neural systems recruited during the uncertain anticipation of potential encounters with social threat. Here we used a novel fMRI paradigm to probe the neural circuitry engaged during the anticipation and acute presentation of threatening faces and voices in a racially diverse sample of 66 adolescents selectively recruited to encompass a range of social anxiety and enriched for clinically significant levels of distress and impairment. Results demonstrated that adolescents with more severe social anxiety symptoms experience heightened distress when anticipating encounters with social threat, and reduced discrimination of uncertain social threat and safety in the bed nucleus of the stria terminalis (BST), a key division of the central extended amygdala (EAc). Although the EAc-including the BST and central nucleus of the amygdala-was robustly engaged by the acute presentation of threatening faces and voices, the degree of EAc engagement was unrelated to the severity of social anxiety. Together, these observations provide a neurobiologically grounded framework for conceptualizing adolescent social anxiety and set the stage for the kinds of prospective-longitudinal and mechanistic research that will be necessary to determine causation and, ultimately, to develop improved interventions for this often-debilitating illness.
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6
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Klaassen FH, de Voogd LD, Hulsman AM, O'Reilly JX, Klumpers F, Figner B, Roelofs K. The neurocomputational link between defensive cardiac states and approach-avoidance arbitration under threat. Commun Biol 2024; 7:576. [PMID: 38755409 PMCID: PMC11099143 DOI: 10.1038/s42003-024-06267-6] [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] [Received: 09/20/2023] [Accepted: 04/30/2024] [Indexed: 05/18/2024] Open
Abstract
Avoidance, a hallmark of anxiety-related psychopathology, often comes at a cost; avoiding threat may forgo the possibility of a reward. Theories predict that optimal approach-avoidance arbitration depends on threat-induced psychophysiological states, like freezing-related bradycardia. Here we used model-based fMRI analyses to investigate whether and how bradycardia states are linked to the neurocomputational underpinnings of approach-avoidance arbitration under varying reward and threat magnitudes. We show that bradycardia states are associated with increased threat-induced avoidance and more pronounced reward-threat value comparison (i.e., a stronger tendency to approach vs. avoid when expected reward outweighs threat). An amygdala-striatal-prefrontal circuit supports approach-avoidance arbitration under threat, with specific involvement of the amygdala and dorsal anterior cingulate (dACC) in integrating reward-threat value and bradycardia states. These findings highlight the role of human freezing states in value-based decision making, relevant for optimal threat coping. They point to a specific role for amygdala/dACC in state-value integration under threat.
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Affiliation(s)
- Felix H Klaassen
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands.
| | - Lycia D de Voogd
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
- Radboud University, Behavioural Science Institute (BSI), Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
- Leiden University, Institute of Psychology and Leiden Institute for Brain and Cognition (LIBC), Rapenburg 70, 2311 EZ, Leiden, The Netherlands
| | - Anneloes M Hulsman
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
- Radboud University, Behavioural Science Institute (BSI), Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
| | - Jill X O'Reilly
- Department of Experimental Psychology, University of Oxford, Woodstock Road, OX2 6GG, Oxford, UK
| | - Floris Klumpers
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
- Radboud University, Behavioural Science Institute (BSI), Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
| | - Bernd Figner
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
- Radboud University, Behavioural Science Institute (BSI), Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands
| | - Karin Roelofs
- Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands.
- Radboud University, Behavioural Science Institute (BSI), Thomas van Aquinostraat 4, 6525 GD, Nijmegen, The Netherlands.
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7
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Roland AV, Harry Chao TH, Hon OJ, Machinski SN, Sides TR, Lee SI, Ian Shih YY, Kash TL. Acute and chronic alcohol modulation of extended amygdala calcium dynamics. Alcohol 2024; 116:53-64. [PMID: 38423261 DOI: 10.1016/j.alcohol.2024.02.004] [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: 01/02/2024] [Revised: 02/13/2024] [Accepted: 02/19/2024] [Indexed: 03/02/2024]
Abstract
The central amygdala (CeA) and bed nucleus of the stria terminalis (BNST) are reciprocally connected nodes of the extended amygdala thought to play an important role in alcohol consumption. Studies of immediate-early genes indicate that BNST and CeA are acutely activated following alcohol drinking and may signal alcohol reward in nondependent drinkers, while stress signaling in the extended amygdala following chronic alcohol exposure drives increased drinking via negative reinforcement. However, the temporal dynamics of neuronal activation in these regions during drinking behavior are poorly understood. In this study, we used fiber photometry and the genetically encoded calcium sensor GCaMP6s to assess acute changes in neuronal activity during alcohol consumption in BNST and CeA before and after a chronic drinking paradigm. Activity was examined in the pan-neuronal population and separately in dynorphinergic neurons. BNST and CeA showed increased pan-neuronal activity during acute consumption of alcohol and other fluid tastants of positive and negative valence, as well as highly palatable chow. Responses were greatest during initial consummatory bouts and decreased in amplitude with repeated consumption of the same tastant, suggesting modulation by stimulus novelty. Dynorphin neurons showed similar consumption-associated calcium increases in both regions. Following three weeks of continuous alcohol access (CA), calcium increases in dynorphin neurons during drinking were maintained, but pan-neuronal activity and BNST-CeA coherence were altered in a sex-specific manner. These results indicate that BNST and CeA, and dynorphin neurons specifically, are engaged during drinking behavior, and activity dynamics are influenced by stimulus novelty and chronic alcohol.
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Affiliation(s)
- Alison V Roland
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Tzu-Hao Harry Chao
- Center for Animal MRI, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Department of Neurology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Olivia J Hon
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Samantha N Machinski
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Tori R Sides
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Sophia I Lee
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA
| | - Yen-Yu Ian Shih
- Center for Animal MRI, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Biomedical Research Imaging Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Department of Neurology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA; Department of Biomedical Engineering, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Thomas L Kash
- Bowles Center for Alcohol Studies, University of North Carolina School of Medicine, Chapel Hill, NC, USA; Department of Pharmacology, University of North Carolina School of Medicine, Chapel Hill, NC, USA.
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Misra J, Pessoa L. Brain dynamics and spatiotemporal trajectories during threat processing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.06.588389. [PMID: 38617278 PMCID: PMC11014591 DOI: 10.1101/2024.04.06.588389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
In the past decades, functional MRI research has investigated mental states and their brain bases in largely static fashion based on evoked responses during blocked and event-related designs. Despite some progress in naturalistic designs, our understanding of threat processing remains largely limited to those obtained with standard paradigms. In the present paper, we applied Switching Linear Dynamical Systems to uncover the dynamics of threat processing during a continuous threat-of-shock paradigm. Importantly, unlike studies in systems neuroscience that frequently assume that systems are decoupled from external inputs, we characterized both endogenous and exogenous contributions to dynamics. First, we demonstrated that the SLDS model learned the regularities of the experimental paradigm, such that states and state transitions estimated from fMRI time series data from 85 ROIs reflected both the proximity of the circles and their direction (approach vs. retreat). After establishing that the model captured key properties of threat-related processing, we characterized the dynamics of the states and their transitions. The results revealed that threat processing can profitably be viewed in terms of dynamic multivariate patterns whose trajectories are a combination of intrinsic and extrinsic factors that jointly determine how the brain temporally evolves during dynamic threat. We propose that viewing threat processing through the lens of dynamical systems offers important avenues to uncover properties of the dynamics of threat that are not unveiled with standard experimental designs and analyses.
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Affiliation(s)
- Joyneel Misra
- Departmentof Electrical and Computer Engineering, University of Maryland, College Park, Maryland, United States of America
| | - Luiz Pessoa
- Departmentof Electrical and Computer Engineering, University of Maryland, College Park, Maryland, United States of America
- Department of Psychology and Maryland Neuroimaging Center, University of Maryland, College Park, Maryland, United States of America
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9
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Levitas DJ, James TW. Dynamic threat-reward neural processing under semi-naturalistic ecologically relevant scenarios. Hum Brain Mapp 2024; 45:e26648. [PMID: 38445552 PMCID: PMC10915741 DOI: 10.1002/hbm.26648] [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: 06/02/2023] [Revised: 02/08/2024] [Accepted: 02/21/2024] [Indexed: 03/07/2024] Open
Abstract
Studies of affective neuroscience have typically employed highly controlled, static experimental paradigms to investigate the neural underpinnings of threat and reward processing in the brain. Yet our knowledge of affective processing in more naturalistic settings remains limited. Specifically, affective studies generally examine threat and reward features separately and under brief time periods, despite the fact that in nature organisms are often exposed to the simultaneous presence of threat and reward features for extended periods. To study the neural mechanisms of threat and reward processing under distinct temporal profiles, we created a modified version of the PACMAN game that included these environmental features. We also conducted two automated meta-analyses to compare the findings from our semi-naturalistic paradigm to those from more constrained experiments. Overall, our results revealed a distributed system of regions sensitive to threat imminence and a less distributed system related to reward imminence, both of which exhibited overlap yet neither of which involved the amygdala. Additionally, these systems broadly overlapped with corresponding meta-analyses, with the notable absence of the amygdala in our findings. Together, these findings suggest a shared system for salience processing that reveals a heightened sensitivity toward environmental threats compared to rewards when both are simultaneously present in an environment. The broad correspondence of our findings to meta-analyses, consisting of more tightly controlled paradigms, illustrates how semi-naturalistic studies can corroborate previous findings in the literature while also potentially uncovering novel mechanisms resulting from the nuances and contexts that manifest in such dynamic environments.
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Affiliation(s)
- Daniel J. Levitas
- Department of Psychological and Brain SciencesIndiana UniversityBloomingtonIndianaUSA
| | - Thomas W. James
- Department of Psychological and Brain SciencesIndiana UniversityBloomingtonIndianaUSA
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Pessoa L. Noncortical cognition: integration of information for close-proximity behavioral problem-solving. Curr Opin Behav Sci 2024; 55:101329. [PMID: 38655379 PMCID: PMC11034795 DOI: 10.1016/j.cobeha.2023.101329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
Animals face behavioral problems that can be conceptualized in terms of a gradient of spatial and temporal proximity. I propose that solving close-proximity behavioral problems involves integrating disparate types of information in complex and flexible ways. In this framework, the midbrain periaqueductal gray (PAG) is understood as a key region involved in close-proximity motivated cognition. Anatomically, the PAG has access to signals across the neuroaxis via extensive connectivity with cortex, subcortex, and brainstem. However, the flow of signals is not unidirectional, as the PAG projects to the cortex directly, and further ascending signal flow is attained via the midline thalamus. Overall, the anatomical organization of the PAG allows is to be a critical hub engaged in cognition "here and now".
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Affiliation(s)
- Luiz Pessoa
- Department of Psychology, Department of Electrical and Computer Engineering, Maryland Neuroimaging Center, University of Maryland, College Park, MD 20742, USA
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