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Automated video-based heart rate tracking for the anesthetized and behaving monkey

Heart rate (HR) is extremely valuable in the study of complex behaviours and their physiological correlates in non-human primates. However, collecting this information is often challenging, involving either invasive implants or tedious behavioural training. In the present study, we implement a Euler...

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Autores principales: Froesel, Mathilda, Goudard, Quentin, Hauser, Marc, Gacoin, Maëva, Ben Hamed, Suliann
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7578008/
https://www.ncbi.nlm.nih.gov/pubmed/33087832
http://dx.doi.org/10.1038/s41598-020-74954-5
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author Froesel, Mathilda
Goudard, Quentin
Hauser, Marc
Gacoin, Maëva
Ben Hamed, Suliann
author_facet Froesel, Mathilda
Goudard, Quentin
Hauser, Marc
Gacoin, Maëva
Ben Hamed, Suliann
author_sort Froesel, Mathilda
collection PubMed
description Heart rate (HR) is extremely valuable in the study of complex behaviours and their physiological correlates in non-human primates. However, collecting this information is often challenging, involving either invasive implants or tedious behavioural training. In the present study, we implement a Eulerian video magnification (EVM) heart tracking method in the macaque monkey combined with wavelet transform. This is based on a measure of image to image fluctuations in skin reflectance due to changes in blood influx. We show a strong temporal coherence and amplitude match between EVM-based heart tracking and ground truth ECG, from both color (RGB) and infrared (IR) videos, in anesthetized macaques, to a level comparable to what can be achieved in humans. We further show that this method allows to identify consistent HR changes following the presentation of conspecific emotional voices or faces. EVM is used to extract HR in humans but has never been applied to non-human primates. Video photoplethysmography allows to extract awake macaques HR from RGB videos. In contrast, our method allows to extract awake macaques HR from both RGB and IR videos and is particularly resilient to the head motion that can be observed in awake behaving monkeys. Overall, we believe that this method can be generalized as a tool to track HR of the awake behaving monkey, for ethological, behavioural, neuroscience or welfare purposes.
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spelling pubmed-75780082020-10-23 Automated video-based heart rate tracking for the anesthetized and behaving monkey Froesel, Mathilda Goudard, Quentin Hauser, Marc Gacoin, Maëva Ben Hamed, Suliann Sci Rep Article Heart rate (HR) is extremely valuable in the study of complex behaviours and their physiological correlates in non-human primates. However, collecting this information is often challenging, involving either invasive implants or tedious behavioural training. In the present study, we implement a Eulerian video magnification (EVM) heart tracking method in the macaque monkey combined with wavelet transform. This is based on a measure of image to image fluctuations in skin reflectance due to changes in blood influx. We show a strong temporal coherence and amplitude match between EVM-based heart tracking and ground truth ECG, from both color (RGB) and infrared (IR) videos, in anesthetized macaques, to a level comparable to what can be achieved in humans. We further show that this method allows to identify consistent HR changes following the presentation of conspecific emotional voices or faces. EVM is used to extract HR in humans but has never been applied to non-human primates. Video photoplethysmography allows to extract awake macaques HR from RGB videos. In contrast, our method allows to extract awake macaques HR from both RGB and IR videos and is particularly resilient to the head motion that can be observed in awake behaving monkeys. Overall, we believe that this method can be generalized as a tool to track HR of the awake behaving monkey, for ethological, behavioural, neuroscience or welfare purposes. Nature Publishing Group UK 2020-10-21 /pmc/articles/PMC7578008/ /pubmed/33087832 http://dx.doi.org/10.1038/s41598-020-74954-5 Text en © The Author(s) 2020 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/.
spellingShingle Article
Froesel, Mathilda
Goudard, Quentin
Hauser, Marc
Gacoin, Maëva
Ben Hamed, Suliann
Automated video-based heart rate tracking for the anesthetized and behaving monkey
title Automated video-based heart rate tracking for the anesthetized and behaving monkey
title_full Automated video-based heart rate tracking for the anesthetized and behaving monkey
title_fullStr Automated video-based heart rate tracking for the anesthetized and behaving monkey
title_full_unstemmed Automated video-based heart rate tracking for the anesthetized and behaving monkey
title_short Automated video-based heart rate tracking for the anesthetized and behaving monkey
title_sort automated video-based heart rate tracking for the anesthetized and behaving monkey
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7578008/
https://www.ncbi.nlm.nih.gov/pubmed/33087832
http://dx.doi.org/10.1038/s41598-020-74954-5
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