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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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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