Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning

Variable responses to transcranial direct current stimulation (tDCS) protocols across individuals are widely reported, but the reasons behind this variation are unclear. This includes tDCS protocols meant to improve attention. Attentional control is impacted by top-down and bottom-up processes, and...

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Main Authors: Benjamin C. Gibson, Melissa Heinrich, Teagan S. Mullins, Alfred B. Yu, Jeffrey T. Hansberger, Vincent P. Clark
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Human Neuroscience
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fnhum.2021.541369/full
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spelling doaj-8755469973fb4ebebb3c3f40170525bc2021-03-03T04:34:00ZengFrontiers Media S.A.Frontiers in Human Neuroscience1662-51612021-03-011510.3389/fnhum.2021.541369541369Baseline Differences in Anxiety Affect Attention and tDCS-Mediated LearningBenjamin C. Gibson0Benjamin C. Gibson1Melissa Heinrich2Teagan S. Mullins3Alfred B. Yu4Jeffrey T. Hansberger5Vincent P. Clark6Vincent P. Clark7Department of Psychology, Psychology Clinical Neuroscience Center, University of New Mexico, Albuquerque, NM, United StatesThe Mind Research Network of the Lovelace Biomedical Research Institute, University of New Mexico, Albuquerque, NM, United StatesDepartment of Psychology, Psychology Clinical Neuroscience Center, University of New Mexico, Albuquerque, NM, United StatesDepartment of Psychology, Psychology Clinical Neuroscience Center, University of New Mexico, Albuquerque, NM, United StatesDEVCOM Army Research Laboratory, Human Research, and Engineering Directorate, Aberdeen Proving Ground, MD, United StatesDEVCOM Army Research Laboratory, Human Research, and Engineering Directorate, Aberdeen Proving Ground, MD, United StatesDepartment of Psychology, Psychology Clinical Neuroscience Center, University of New Mexico, Albuquerque, NM, United StatesThe Mind Research Network of the Lovelace Biomedical Research Institute, University of New Mexico, Albuquerque, NM, United StatesVariable responses to transcranial direct current stimulation (tDCS) protocols across individuals are widely reported, but the reasons behind this variation are unclear. This includes tDCS protocols meant to improve attention. Attentional control is impacted by top-down and bottom-up processes, and this relationship is affected by state characteristics such as anxiety. According to Attentional Control Theory, anxiety biases attention towards bottom-up and stimulus-driven processing. The goal of this study was to explore the extent to which differences in state anxiety and related measures affect visual attention and category learning, both with and without the influence of tDCS. Using discovery learning, participants were trained to classify pictures of European streets into two categories while receiving 30 min of 2.0 mA anodal, cathodal, or sham tDCS over the rVLPFC. The pictures were classifiable according to two separate rules, one stimulus and one hypothesis-driven. The Remote Associates Test (RAT), Profile of Mood States, and Attention Networks Task (ANT) were used to understand the effects of individual differences at baseline on subsequent tDCS-mediated learning. Multinomial logistic regression was fit to predict rule learning based on the baseline measures, with subjects classified according to whether they used the stimulus-driven or hypothesis-driven rule to classify the pictures. The overall model showed a classification accuracy of 74.1%. The type of tDCS stimulation applied, attentional orienting score, and self-reported mood were significant predictors of different categories of rule learning. These results indicate that anxiety can influence the quality of subjects’ attention at the onset of the task and that these attentional differences can influence tDCS-mediated category learning during the rapid assessment of visual scenes. These findings have implications for understanding the complex interactions that give rise to the variability in response to tDCS.https://www.frontiersin.org/articles/10.3389/fnhum.2021.541369/fulltDCSbrain stimulationattentionlearninganxietyindividual differences
collection DOAJ
language English
format Article
sources DOAJ
author Benjamin C. Gibson
Benjamin C. Gibson
Melissa Heinrich
Teagan S. Mullins
Alfred B. Yu
Jeffrey T. Hansberger
Vincent P. Clark
Vincent P. Clark
spellingShingle Benjamin C. Gibson
Benjamin C. Gibson
Melissa Heinrich
Teagan S. Mullins
Alfred B. Yu
Jeffrey T. Hansberger
Vincent P. Clark
Vincent P. Clark
Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
Frontiers in Human Neuroscience
tDCS
brain stimulation
attention
learning
anxiety
individual differences
author_facet Benjamin C. Gibson
Benjamin C. Gibson
Melissa Heinrich
Teagan S. Mullins
Alfred B. Yu
Jeffrey T. Hansberger
Vincent P. Clark
Vincent P. Clark
author_sort Benjamin C. Gibson
title Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
title_short Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
title_full Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
title_fullStr Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
title_full_unstemmed Baseline Differences in Anxiety Affect Attention and tDCS-Mediated Learning
title_sort baseline differences in anxiety affect attention and tdcs-mediated learning
publisher Frontiers Media S.A.
series Frontiers in Human Neuroscience
issn 1662-5161
publishDate 2021-03-01
description Variable responses to transcranial direct current stimulation (tDCS) protocols across individuals are widely reported, but the reasons behind this variation are unclear. This includes tDCS protocols meant to improve attention. Attentional control is impacted by top-down and bottom-up processes, and this relationship is affected by state characteristics such as anxiety. According to Attentional Control Theory, anxiety biases attention towards bottom-up and stimulus-driven processing. The goal of this study was to explore the extent to which differences in state anxiety and related measures affect visual attention and category learning, both with and without the influence of tDCS. Using discovery learning, participants were trained to classify pictures of European streets into two categories while receiving 30 min of 2.0 mA anodal, cathodal, or sham tDCS over the rVLPFC. The pictures were classifiable according to two separate rules, one stimulus and one hypothesis-driven. The Remote Associates Test (RAT), Profile of Mood States, and Attention Networks Task (ANT) were used to understand the effects of individual differences at baseline on subsequent tDCS-mediated learning. Multinomial logistic regression was fit to predict rule learning based on the baseline measures, with subjects classified according to whether they used the stimulus-driven or hypothesis-driven rule to classify the pictures. The overall model showed a classification accuracy of 74.1%. The type of tDCS stimulation applied, attentional orienting score, and self-reported mood were significant predictors of different categories of rule learning. These results indicate that anxiety can influence the quality of subjects’ attention at the onset of the task and that these attentional differences can influence tDCS-mediated category learning during the rapid assessment of visual scenes. These findings have implications for understanding the complex interactions that give rise to the variability in response to tDCS.
topic tDCS
brain stimulation
attention
learning
anxiety
individual differences
url https://www.frontiersin.org/articles/10.3389/fnhum.2021.541369/full
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