Cargando…
Functional MRI in Awake Dogs Predicts Suitability for Assistance Work
The overall goal of this work was to measure the efficacy of fMRI for predicting whether a dog would be a successful service dog. The training and imaging were performed in 49 dogs entering service training at 17–21 months of age. 33 dogs completed service training and were matched with a person, wh...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5339790/ https://www.ncbi.nlm.nih.gov/pubmed/28266550 http://dx.doi.org/10.1038/srep43704 |
_version_ | 1782512722494095360 |
---|---|
author | Berns, Gregory S. Brooks, Andrew M. Spivak, Mark Levy, Kerinne |
author_facet | Berns, Gregory S. Brooks, Andrew M. Spivak, Mark Levy, Kerinne |
author_sort | Berns, Gregory S. |
collection | PubMed |
description | The overall goal of this work was to measure the efficacy of fMRI for predicting whether a dog would be a successful service dog. The training and imaging were performed in 49 dogs entering service training at 17–21 months of age. 33 dogs completed service training and were matched with a person, while 10 were released for behavioral reasons (4 were selected as breeders and 2 were released for medical reasons.) After 2 months of training, fMRI responses were measured while each dog observed hand signals indicating either reward or no reward and given by both a familiar handler and a stranger. Using anatomically defined ROIs in the caudate, amygdala, and visual cortex, we developed a classifier based on the dogs’ subsequent training outcomes. The classifier had a positive predictive value of 94% and a negative predictive value of 67%. The area under the ROC curve was 0.91 (0.80 with 4-fold cross-validation, P = 0.01), indicating a significant predictive capability. The magnitude of response in the caudate was positively correlated with a successful outcome, while the response in the amygdala depended on the interaction with the visual cortex during the stranger condition and was negatively correlated with outcome (higher being associated with failure). These results suggest that, as indexed by caudate activity, successful service dogs generalize associations to hand signals regardless who gives them but without excessive arousal as measured in the amygdala. |
format | Online Article Text |
id | pubmed-5339790 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53397902017-03-10 Functional MRI in Awake Dogs Predicts Suitability for Assistance Work Berns, Gregory S. Brooks, Andrew M. Spivak, Mark Levy, Kerinne Sci Rep Article The overall goal of this work was to measure the efficacy of fMRI for predicting whether a dog would be a successful service dog. The training and imaging were performed in 49 dogs entering service training at 17–21 months of age. 33 dogs completed service training and were matched with a person, while 10 were released for behavioral reasons (4 were selected as breeders and 2 were released for medical reasons.) After 2 months of training, fMRI responses were measured while each dog observed hand signals indicating either reward or no reward and given by both a familiar handler and a stranger. Using anatomically defined ROIs in the caudate, amygdala, and visual cortex, we developed a classifier based on the dogs’ subsequent training outcomes. The classifier had a positive predictive value of 94% and a negative predictive value of 67%. The area under the ROC curve was 0.91 (0.80 with 4-fold cross-validation, P = 0.01), indicating a significant predictive capability. The magnitude of response in the caudate was positively correlated with a successful outcome, while the response in the amygdala depended on the interaction with the visual cortex during the stranger condition and was negatively correlated with outcome (higher being associated with failure). These results suggest that, as indexed by caudate activity, successful service dogs generalize associations to hand signals regardless who gives them but without excessive arousal as measured in the amygdala. Nature Publishing Group 2017-03-07 /pmc/articles/PMC5339790/ /pubmed/28266550 http://dx.doi.org/10.1038/srep43704 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Berns, Gregory S. Brooks, Andrew M. Spivak, Mark Levy, Kerinne Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title | Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title_full | Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title_fullStr | Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title_full_unstemmed | Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title_short | Functional MRI in Awake Dogs Predicts Suitability for Assistance Work |
title_sort | functional mri in awake dogs predicts suitability for assistance work |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5339790/ https://www.ncbi.nlm.nih.gov/pubmed/28266550 http://dx.doi.org/10.1038/srep43704 |
work_keys_str_mv | AT bernsgregorys functionalmriinawakedogspredictssuitabilityforassistancework AT brooksandrewm functionalmriinawakedogspredictssuitabilityforassistancework AT spivakmark functionalmriinawakedogspredictssuitabilityforassistancework AT levykerinne functionalmriinawakedogspredictssuitabilityforassistancework |