Literature DB >> 30537564

Neural architecture supporting active emotion processing in children: A multivariate approach.

M Catalina Camacho1, Helmet T Karim2, Susan B Perlman3.   

Abstract

BACKGROUND: Adaptive emotion processing is critical for nearly all aspects of social and emotional functioning. There are distinct developmental trajectories associated with improved emotion processing, with a protracted developmental course for negative or complex emotions. The specific changes in neural circuitry that underlie this development, however are still scarcely understood. We employed a multivariate approach in order to elucidate distinctions in complex, naturalistic emotion processing between childhood and adulthood.
METHOD: Twenty-one adults (M±SD age = 26.57 ± 5.08 years) and thirty children (age = 7.75 ± 1.80 years) completed a free-viewing movie task during BOLD fMRI scanning. This task was designed to assess naturalistic processing of movie clips portraying positive, negative, and neutral emotions. Multivariate support vector machines (SVM) were trained to classify age groups based on neural activation during the task.
RESULTS: SVMs were able to successfully classify condition (positive, negative, and neutral) across all participants with high accuracy (61.44%). SVMs could successfully distinguish adults and children within each condition (ps < 0.05). Regions that informed the age group SVMs were associated with sensory and socio-emotional processing (inferior parietal lobule), emotion regulation (inferior frontal gyrus), and sensory regions of the temporal and occipital lobes.
CONCLUSIONS: These results point to distributed differences in activation between childhood and adulthood unique to each emotional condition. In the negative condition specifically, there is evidence for a shift in engagement from regions of sensory and socio-emotional integration to emotion regulation regions between children and adults. These results provide insight into circuitry contributing to maturation of emotional processing across development.
Copyright © 2018 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Children; Development; Emotion processing; Machine learning; Naturalistic viewing

Mesh:

Year:  2018        PMID: 30537564      PMCID: PMC6401267          DOI: 10.1016/j.neuroimage.2018.12.013

Source DB:  PubMed          Journal:  Neuroimage        ISSN: 1053-8119            Impact factor:   6.556


  9 in total

1.  Genetic variation in endocannabinoid signaling is associated with differential network-level functional connectivity in youth.

Authors:  Lucinda M Sisk; Kristina M Rapuano; May I Conley; Abigail S Greene; Corey Horien; Monica D Rosenberg; Dustin Scheinost; R Todd Constable; Charles E Glatt; B J Casey; Dylan G Gee
Journal:  J Neurosci Res       Date:  2021-09-08       Impact factor: 4.164

2.  Dysfunction in differential reward-punishment responsiveness in conduct disorder relates to severity of callous-unemotional traits but not irritability.

Authors:  Ru Zhang; Joseph Aloi; Sahil Bajaj; Johannah Bashford-Largo; Jennie Lukoff; Amanda Schwartz; Jamie Elowsky; Matthew Dobbertin; Karina S Blair; R James R Blair
Journal:  Psychol Med       Date:  2021-09-01       Impact factor: 7.723

3.  EmoCodes: a Standardized Coding System for Socio-emotional Content in Complex Video Stimuli.

Authors:  M Catalina Camacho; Elizabeth M Williams; Dori Balser; Ruchika Kamojjala; Nikhil Sekar; David Steinberger; Sishir Yarlagadda; Susan B Perlman; Deanna M Barch
Journal:  Affect Sci       Date:  2022-01-20

4.  Differential associations of conduct disorder, callous-unemotional traits and irritability with outcome expectations and values regarding the consequences of aggression.

Authors:  J Elowsky; S Bajaj; J Bashford-Largo; R Zhang; A Mathur; A Schwartz; M Dobbertin; K S Blair; E Leibenluft; D Pardini; R J R Blair
Journal:  Child Adolesc Psychiatry Ment Health       Date:  2022-05-23       Impact factor: 7.494

Review 5.  Does the child brain rest?: An examination and interpretation of resting cognition in developmental cognitive neuroscience.

Authors:  M Catalina Camacho; Laura E Quiñones-Camacho; Susan B Perlman
Journal:  Neuroimage       Date:  2020-02-27       Impact factor: 6.556

6.  Cerebral blood flow in 5- to 8-month-olds: Regional tissue maturity is associated with infant affect.

Authors:  M Catalina Camacho; Lucy S King; Amar Ojha; Cheyenne M Garcia; Lucinda M Sisk; Anna C Cichocki; Kathryn L Humphreys; Ian H Gotlib
Journal:  Dev Sci       Date:  2019-12-30

7.  Interaction of irritability and anxiety on emotional responding and emotion regulation: a functional MRI study.

Authors:  Kathleen I Crum; Soonjo Hwang; Karina S Blair; Joseph M Aloi; Harma Meffert; Stuart F White; Patrick M Tyler; Ellen Leibenluft; Kayla Pope; R J R Blair
Journal:  Psychol Med       Date:  2020-06-25       Impact factor: 7.723

8.  Callous-Unemotional Traits Moderate the Relationship Between Irritability and Threatening Responding.

Authors:  Ru Zhang; Johannah Bashford-Largo; Jennie Lukoff; Jaimie Elowsky; Erin Carollo; Amanda Schwartz; Matthew Dobbertin; Sahil Bajaj; Karina S Blair; Ellen Leibenluft; R James R Blair
Journal:  Front Psychiatry       Date:  2021-11-16       Impact factor: 4.157

9.  Developmental Differences in Affective Representation Between Prefrontal and Subcortical Structures.

Authors:  William J Mitchell; Lindsey J Tepfer; Nicole M Henninger; Susan B Perlman; Vishnu P Murty; Chelsea Helion
Journal:  Soc Cogn Affect Neurosci       Date:  2021-07-31       Impact factor: 3.436

  9 in total

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