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...

Descripción completa

Detalles Bibliográficos
Autores principales: Berns, Gregory S., Brooks, Andrew M., Spivak, Mark, Levy, Kerinne
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