Cargando…
Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data
Neuroticism has recently received increased attention in the psychology field due to the finding of high implications of neuroticism on an individual’s life and broader public health. This study aims to investigate the effect of a brief 6-week breathing-based mindfulness intervention (BMI) on underg...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002961/ https://www.ncbi.nlm.nih.gov/pubmed/35408317 http://dx.doi.org/10.3390/s22072703 |
_version_ | 1784686016222724096 |
---|---|
author | Izhar, Lila Iznita Babiker, Areej Rizki, Edmi Edison Lu, Cheng-Kai Abdul Rahman, Mohammad |
author_facet | Izhar, Lila Iznita Babiker, Areej Rizki, Edmi Edison Lu, Cheng-Kai Abdul Rahman, Mohammad |
author_sort | Izhar, Lila Iznita |
collection | PubMed |
description | Neuroticism has recently received increased attention in the psychology field due to the finding of high implications of neuroticism on an individual’s life and broader public health. This study aims to investigate the effect of a brief 6-week breathing-based mindfulness intervention (BMI) on undergraduate neurotic students’ emotion regulation. We acquired data of their psychological states, physiological changes, and electroencephalogram (EEG), before and after BMI, in resting states and tasks. Through behavioral analysis, we found the students’ anxiety and stress levels significantly reduced after BMI, with p-values of 0.013 and 0.027, respectively. Furthermore, a significant difference between students in emotion regulation strategy, that is, suppression, was also shown. The EEG analysis demonstrated significant differences between students before and after MI in resting states and tasks. Fp1 and O2 channels were identified as the most significant channels in evaluating the effect of BMI. The potential of these channels for classifying (single-channel-based) before and after BMI conditions during eyes-opened and eyes-closed baseline trials were displayed by a good performance in terms of accuracy (~77%), sensitivity (76–80%), specificity (73–77%), and area-under-the-curve (AUC) (0.66–0.8) obtained by k-nearest neighbor (KNN) and support vector machine (SVM) algorithms. Mindfulness can thus improve the self-regulation of the emotional state of neurotic students based on the psychometric and electrophysiological analyses conducted in this study. |
format | Online Article Text |
id | pubmed-9002961 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-90029612022-04-13 Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data Izhar, Lila Iznita Babiker, Areej Rizki, Edmi Edison Lu, Cheng-Kai Abdul Rahman, Mohammad Sensors (Basel) Article Neuroticism has recently received increased attention in the psychology field due to the finding of high implications of neuroticism on an individual’s life and broader public health. This study aims to investigate the effect of a brief 6-week breathing-based mindfulness intervention (BMI) on undergraduate neurotic students’ emotion regulation. We acquired data of their psychological states, physiological changes, and electroencephalogram (EEG), before and after BMI, in resting states and tasks. Through behavioral analysis, we found the students’ anxiety and stress levels significantly reduced after BMI, with p-values of 0.013 and 0.027, respectively. Furthermore, a significant difference between students in emotion regulation strategy, that is, suppression, was also shown. The EEG analysis demonstrated significant differences between students before and after MI in resting states and tasks. Fp1 and O2 channels were identified as the most significant channels in evaluating the effect of BMI. The potential of these channels for classifying (single-channel-based) before and after BMI conditions during eyes-opened and eyes-closed baseline trials were displayed by a good performance in terms of accuracy (~77%), sensitivity (76–80%), specificity (73–77%), and area-under-the-curve (AUC) (0.66–0.8) obtained by k-nearest neighbor (KNN) and support vector machine (SVM) algorithms. Mindfulness can thus improve the self-regulation of the emotional state of neurotic students based on the psychometric and electrophysiological analyses conducted in this study. MDPI 2022-04-01 /pmc/articles/PMC9002961/ /pubmed/35408317 http://dx.doi.org/10.3390/s22072703 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Izhar, Lila Iznita Babiker, Areej Rizki, Edmi Edison Lu, Cheng-Kai Abdul Rahman, Mohammad Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title | Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title_full | Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title_fullStr | Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title_full_unstemmed | Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title_short | Emotion Self-Regulation in Neurotic Students: A Pilot Mindfulness-Based Intervention to Assess Its Effectiveness through Brain Signals and Behavioral Data |
title_sort | emotion self-regulation in neurotic students: a pilot mindfulness-based intervention to assess its effectiveness through brain signals and behavioral data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9002961/ https://www.ncbi.nlm.nih.gov/pubmed/35408317 http://dx.doi.org/10.3390/s22072703 |
work_keys_str_mv | AT izharlilaiznita emotionselfregulationinneuroticstudentsapilotmindfulnessbasedinterventiontoassessitseffectivenessthroughbrainsignalsandbehavioraldata AT babikerareej emotionselfregulationinneuroticstudentsapilotmindfulnessbasedinterventiontoassessitseffectivenessthroughbrainsignalsandbehavioraldata AT rizkiedmiedison emotionselfregulationinneuroticstudentsapilotmindfulnessbasedinterventiontoassessitseffectivenessthroughbrainsignalsandbehavioraldata AT luchengkai emotionselfregulationinneuroticstudentsapilotmindfulnessbasedinterventiontoassessitseffectivenessthroughbrainsignalsandbehavioraldata AT abdulrahmanmohammad emotionselfregulationinneuroticstudentsapilotmindfulnessbasedinterventiontoassessitseffectivenessthroughbrainsignalsandbehavioraldata |