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Investigating subtle changes in facial expression to assess acute pain in Japanese macaques
Changes in facial expression provide cues for assessing emotional states in mammals and may provide non-verbal signals of pain. This study uses geometric morphometrics (GMM) to explore the facial shape variation in female Japanese macaques who underwent experimental laparotomy. Face image samples we...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9669003/ https://www.ncbi.nlm.nih.gov/pubmed/36385151 http://dx.doi.org/10.1038/s41598-022-23595-x |
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author | Gris, Vanessa N. Broche, Nelson Kaneko, Akihisa Okamoto, Munehiro Suzuki, Juri Mills, Daniel S. Miyabe-Nishiwaki, Takako |
author_facet | Gris, Vanessa N. Broche, Nelson Kaneko, Akihisa Okamoto, Munehiro Suzuki, Juri Mills, Daniel S. Miyabe-Nishiwaki, Takako |
author_sort | Gris, Vanessa N. |
collection | PubMed |
description | Changes in facial expression provide cues for assessing emotional states in mammals and may provide non-verbal signals of pain. This study uses geometric morphometrics (GMM) to explore the facial shape variation in female Japanese macaques who underwent experimental laparotomy. Face image samples were collected from video footage of fourteen macaques before surgery and 1, 3, and 7 days after the procedure. Image samples in the pre-surgical condition were considered pain-free, and facial expressions emerging after surgery were investigated as potential indicators of pain. Landmarks for shape analysis were selected based on the underlying facial musculature and their corresponding facial action units and then annotated in 324 pre-surgical and 750 post-surgical images. The expression of pain is likely to vary between individuals. Tightly closed eyelids or squeezed eyes and lip tension were the most commonly observed facial changes on day 1 after surgery (p < 0.01974). A good overall inter-rater reliability [ICC = 0.99 (95% CI 0.75–1.0)] was observed with the method. The study emphasizes the importance of individualized assessment and provides a better understanding of facial cues to pain for captive macaque care. |
format | Online Article Text |
id | pubmed-9669003 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-96690032022-11-18 Investigating subtle changes in facial expression to assess acute pain in Japanese macaques Gris, Vanessa N. Broche, Nelson Kaneko, Akihisa Okamoto, Munehiro Suzuki, Juri Mills, Daniel S. Miyabe-Nishiwaki, Takako Sci Rep Article Changes in facial expression provide cues for assessing emotional states in mammals and may provide non-verbal signals of pain. This study uses geometric morphometrics (GMM) to explore the facial shape variation in female Japanese macaques who underwent experimental laparotomy. Face image samples were collected from video footage of fourteen macaques before surgery and 1, 3, and 7 days after the procedure. Image samples in the pre-surgical condition were considered pain-free, and facial expressions emerging after surgery were investigated as potential indicators of pain. Landmarks for shape analysis were selected based on the underlying facial musculature and their corresponding facial action units and then annotated in 324 pre-surgical and 750 post-surgical images. The expression of pain is likely to vary between individuals. Tightly closed eyelids or squeezed eyes and lip tension were the most commonly observed facial changes on day 1 after surgery (p < 0.01974). A good overall inter-rater reliability [ICC = 0.99 (95% CI 0.75–1.0)] was observed with the method. The study emphasizes the importance of individualized assessment and provides a better understanding of facial cues to pain for captive macaque care. Nature Publishing Group UK 2022-11-16 /pmc/articles/PMC9669003/ /pubmed/36385151 http://dx.doi.org/10.1038/s41598-022-23595-x Text en © The Author(s) 2022, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Gris, Vanessa N. Broche, Nelson Kaneko, Akihisa Okamoto, Munehiro Suzuki, Juri Mills, Daniel S. Miyabe-Nishiwaki, Takako Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title | Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title_full | Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title_fullStr | Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title_full_unstemmed | Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title_short | Investigating subtle changes in facial expression to assess acute pain in Japanese macaques |
title_sort | investigating subtle changes in facial expression to assess acute pain in japanese macaques |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9669003/ https://www.ncbi.nlm.nih.gov/pubmed/36385151 http://dx.doi.org/10.1038/s41598-022-23595-x |
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