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Predicting vasovagal reactions to a virtual blood donation using facial image analysis

BACKGROUND: People with needle fear experience not only anxiety and stress but also vasovagal reactions (VVR), including nausea, dizziness, sweating, pallor changes, or even fainting. However, the mechanism behind needle fear and the VVR response are not yet well understood. The aim of our study was...

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Autores principales: Rudokaite, Judita, Ong, Lee‐Ling Sharon, Janssen, Mart P., Postma, Eric, Huis in 't Veld, Elisabeth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9306567/
https://www.ncbi.nlm.nih.gov/pubmed/35191034
http://dx.doi.org/10.1111/trf.16832
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author Rudokaite, Judita
Ong, Lee‐Ling Sharon
Janssen, Mart P.
Postma, Eric
Huis in 't Veld, Elisabeth
author_facet Rudokaite, Judita
Ong, Lee‐Ling Sharon
Janssen, Mart P.
Postma, Eric
Huis in 't Veld, Elisabeth
author_sort Rudokaite, Judita
collection PubMed
description BACKGROUND: People with needle fear experience not only anxiety and stress but also vasovagal reactions (VVR), including nausea, dizziness, sweating, pallor changes, or even fainting. However, the mechanism behind needle fear and the VVR response are not yet well understood. The aim of our study was to explore whether fluctuations in facial temperature in several facial regions are related to the level of experienced vasovagal reactions, in a simulated blood donation. STUDY DESIGN AND METHODS: We recruited 45 students at Tilburg University and filmed them throughout a virtual blood donation procedure using an Infrared Thermal Imaging (ITI) camera. Participants reported their fear of needles and level of experienced vasovagal reactions. ITI data pre‐processing was completed on each video frame by detecting facial landmarks and image alignment before extracting the mean temperature from the six regions of interest. RESULTS: Temperatures of the chin and left and right cheek areas increased during the virtual blood donation. Mixed‐effects linear regression showed a significant association between self‐reported vasovagal reactions and temperature fluctuations in the area below the nose. DISCUSSION: Our results suggest that the area below the nose may be an interesting target for measuring vasovagal reactions using video imaging techniques. This is the first in a line of studies, which assess whether it is possible to automatically detect levels of fear and vasovagal reactions using facial imaging, from which the development of e‐health solutions and interventions can benefit.
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spelling pubmed-93065672022-07-28 Predicting vasovagal reactions to a virtual blood donation using facial image analysis Rudokaite, Judita Ong, Lee‐Ling Sharon Janssen, Mart P. Postma, Eric Huis in 't Veld, Elisabeth Transfusion Blood Donors and Blood Collection BACKGROUND: People with needle fear experience not only anxiety and stress but also vasovagal reactions (VVR), including nausea, dizziness, sweating, pallor changes, or even fainting. However, the mechanism behind needle fear and the VVR response are not yet well understood. The aim of our study was to explore whether fluctuations in facial temperature in several facial regions are related to the level of experienced vasovagal reactions, in a simulated blood donation. STUDY DESIGN AND METHODS: We recruited 45 students at Tilburg University and filmed them throughout a virtual blood donation procedure using an Infrared Thermal Imaging (ITI) camera. Participants reported their fear of needles and level of experienced vasovagal reactions. ITI data pre‐processing was completed on each video frame by detecting facial landmarks and image alignment before extracting the mean temperature from the six regions of interest. RESULTS: Temperatures of the chin and left and right cheek areas increased during the virtual blood donation. Mixed‐effects linear regression showed a significant association between self‐reported vasovagal reactions and temperature fluctuations in the area below the nose. DISCUSSION: Our results suggest that the area below the nose may be an interesting target for measuring vasovagal reactions using video imaging techniques. This is the first in a line of studies, which assess whether it is possible to automatically detect levels of fear and vasovagal reactions using facial imaging, from which the development of e‐health solutions and interventions can benefit. John Wiley & Sons, Inc. 2022-02-21 2022-04 /pmc/articles/PMC9306567/ /pubmed/35191034 http://dx.doi.org/10.1111/trf.16832 Text en © 2022 The Authors. Transfusion published by Wiley Periodicals LLC on behalf of AABB. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Blood Donors and Blood Collection
Rudokaite, Judita
Ong, Lee‐Ling Sharon
Janssen, Mart P.
Postma, Eric
Huis in 't Veld, Elisabeth
Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title_full Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title_fullStr Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title_full_unstemmed Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title_short Predicting vasovagal reactions to a virtual blood donation using facial image analysis
title_sort predicting vasovagal reactions to a virtual blood donation using facial image analysis
topic Blood Donors and Blood Collection
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9306567/
https://www.ncbi.nlm.nih.gov/pubmed/35191034
http://dx.doi.org/10.1111/trf.16832
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