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A new automatic method for tracking rats in the Morris water maze

Morris water maze (MWM) test is widely used to evaluate the learning and memory deficits in rodents. Image processing and pattern recognition can be used to analyse videos and recognize automatically the tracking in MWM. There are several commercial and free access software that allows analyzing the...

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Autores principales: Forero, Manuel G., Hernández, Natalia C., Morera, Cristian M., Aguilar, Luis A., Aquino, Ruth, Baquedano, Laura E.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372735/
https://www.ncbi.nlm.nih.gov/pubmed/37519749
http://dx.doi.org/10.1016/j.heliyon.2023.e18367
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author Forero, Manuel G.
Hernández, Natalia C.
Morera, Cristian M.
Aguilar, Luis A.
Aquino, Ruth
Baquedano, Laura E.
author_facet Forero, Manuel G.
Hernández, Natalia C.
Morera, Cristian M.
Aguilar, Luis A.
Aquino, Ruth
Baquedano, Laura E.
author_sort Forero, Manuel G.
collection PubMed
description Morris water maze (MWM) test is widely used to evaluate the learning and memory deficits in rodents. Image processing and pattern recognition can be used to analyse videos and recognize automatically the tracking in MWM. There are several commercial and free access software that allows analyzing the behavioral tasks although they also have limitations such as automation, cost, user intervention among other things. The aim of this paper was to develop a new image processing technique to automatically analyse the track of the rat in the MWM, which we called RatsTrack. The MWM test was performed with an animal model for Alzheimer, and the videos were recorded to measure the distance, time, and speed. The segmentation method based on the projection of the video frames was made for pool identification, eliminating the rat, while conserving the shape of the pool. Then, the Hough transformation was used to recognize the position and radius of the pool. Finally, the frame in which the rat is released into the pool was established automatically using mathematical morphology techniques and added as a plugin on free access ImageJ software. The new image processing technique, RatsTrack, successfully detected and located the pool and rat without user intervention, significantly decreasing operational time and providing results for distance, time, speed, and acceleration parameters of the MWM test. Alzheimer's rats compared with the control group presented significant data measured with the RatsTrack. RatsTrack is a plugin of ImageJ software and will be made freely available for public use.
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spelling pubmed-103727352023-07-28 A new automatic method for tracking rats in the Morris water maze Forero, Manuel G. Hernández, Natalia C. Morera, Cristian M. Aguilar, Luis A. Aquino, Ruth Baquedano, Laura E. Heliyon Research Article Morris water maze (MWM) test is widely used to evaluate the learning and memory deficits in rodents. Image processing and pattern recognition can be used to analyse videos and recognize automatically the tracking in MWM. There are several commercial and free access software that allows analyzing the behavioral tasks although they also have limitations such as automation, cost, user intervention among other things. The aim of this paper was to develop a new image processing technique to automatically analyse the track of the rat in the MWM, which we called RatsTrack. The MWM test was performed with an animal model for Alzheimer, and the videos were recorded to measure the distance, time, and speed. The segmentation method based on the projection of the video frames was made for pool identification, eliminating the rat, while conserving the shape of the pool. Then, the Hough transformation was used to recognize the position and radius of the pool. Finally, the frame in which the rat is released into the pool was established automatically using mathematical morphology techniques and added as a plugin on free access ImageJ software. The new image processing technique, RatsTrack, successfully detected and located the pool and rat without user intervention, significantly decreasing operational time and providing results for distance, time, speed, and acceleration parameters of the MWM test. Alzheimer's rats compared with the control group presented significant data measured with the RatsTrack. RatsTrack is a plugin of ImageJ software and will be made freely available for public use. Elsevier 2023-07-15 /pmc/articles/PMC10372735/ /pubmed/37519749 http://dx.doi.org/10.1016/j.heliyon.2023.e18367 Text en © 2023 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Research Article
Forero, Manuel G.
Hernández, Natalia C.
Morera, Cristian M.
Aguilar, Luis A.
Aquino, Ruth
Baquedano, Laura E.
A new automatic method for tracking rats in the Morris water maze
title A new automatic method for tracking rats in the Morris water maze
title_full A new automatic method for tracking rats in the Morris water maze
title_fullStr A new automatic method for tracking rats in the Morris water maze
title_full_unstemmed A new automatic method for tracking rats in the Morris water maze
title_short A new automatic method for tracking rats in the Morris water maze
title_sort new automatic method for tracking rats in the morris water maze
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372735/
https://www.ncbi.nlm.nih.gov/pubmed/37519749
http://dx.doi.org/10.1016/j.heliyon.2023.e18367
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