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Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter
Claw disorders are a relevant welfare issue in the cattle industry, fast and accurate diagnoses are essential for successful treatment and prevention. The present study aimed to develop an equation to assess the presence of solar hemorrhages from real-time ultrasound images texture analysis at slaug...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9372481/ https://www.ncbi.nlm.nih.gov/pubmed/35967996 http://dx.doi.org/10.3389/fvets.2022.899253 |
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author | Fabbri, Giorgia Magrin, Luisa Gottardo, Flaviana Armato, Leonardo Contiero, Barbara Gianesella, Matteo Fiore, Enrico |
author_facet | Fabbri, Giorgia Magrin, Luisa Gottardo, Flaviana Armato, Leonardo Contiero, Barbara Gianesella, Matteo Fiore, Enrico |
author_sort | Fabbri, Giorgia |
collection | PubMed |
description | Claw disorders are a relevant welfare issue in the cattle industry, fast and accurate diagnoses are essential for successful treatment and prevention. The present study aimed to develop an equation to assess the presence of solar hemorrhages from real-time ultrasound images texture analysis at slaughter. Eighty-eight hind feet were collected at the slaughterhouse from 44 Holstein male veal calves. The claws were trimmed by a veterinarian hoof-trimmer, approximately 30 min after the calves' slaughter, and classified into healthy and affected by solar hemorrhages. At the same time, ultrasound images were collected for each claw. Sole soft tissues' thickness was measured, and texture analysis was performed using MaZda software. The resulting parameters from sole soft tissues' measurements and texture analysis were screened with a stepwise linear discriminant analysis using the absence or presence (0/1) of solar hemorrhages as the dependent variable. Results from the stepwise analysis identified 9 variables (among 279) as predictors, and an equation was developed and used to predict the presence or absence of solar hemorrhages on the scanned claws by binary measure: values ≤0.5 counted as 0, while those >0.5 as 1. Validation of the equation was performed by testing predicted lesions (LESpred) against the clinically evaluated lesions (LESeval) with a confusion matrix, a ROC analysis, and a precision-recall curve. Results of the present study suggest that the equation proposed has a good potential for detecting effectively hemorrhages of the sole by ultrasound imaging texture means, and could be used to monitor unsatisfactory housing and management conditions at the farm level, and for early management intervention and prevention. |
format | Online Article Text |
id | pubmed-9372481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-93724812022-08-13 Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter Fabbri, Giorgia Magrin, Luisa Gottardo, Flaviana Armato, Leonardo Contiero, Barbara Gianesella, Matteo Fiore, Enrico Front Vet Sci Veterinary Science Claw disorders are a relevant welfare issue in the cattle industry, fast and accurate diagnoses are essential for successful treatment and prevention. The present study aimed to develop an equation to assess the presence of solar hemorrhages from real-time ultrasound images texture analysis at slaughter. Eighty-eight hind feet were collected at the slaughterhouse from 44 Holstein male veal calves. The claws were trimmed by a veterinarian hoof-trimmer, approximately 30 min after the calves' slaughter, and classified into healthy and affected by solar hemorrhages. At the same time, ultrasound images were collected for each claw. Sole soft tissues' thickness was measured, and texture analysis was performed using MaZda software. The resulting parameters from sole soft tissues' measurements and texture analysis were screened with a stepwise linear discriminant analysis using the absence or presence (0/1) of solar hemorrhages as the dependent variable. Results from the stepwise analysis identified 9 variables (among 279) as predictors, and an equation was developed and used to predict the presence or absence of solar hemorrhages on the scanned claws by binary measure: values ≤0.5 counted as 0, while those >0.5 as 1. Validation of the equation was performed by testing predicted lesions (LESpred) against the clinically evaluated lesions (LESeval) with a confusion matrix, a ROC analysis, and a precision-recall curve. Results of the present study suggest that the equation proposed has a good potential for detecting effectively hemorrhages of the sole by ultrasound imaging texture means, and could be used to monitor unsatisfactory housing and management conditions at the farm level, and for early management intervention and prevention. Frontiers Media S.A. 2022-07-29 /pmc/articles/PMC9372481/ /pubmed/35967996 http://dx.doi.org/10.3389/fvets.2022.899253 Text en Copyright © 2022 Fabbri, Magrin, Gottardo, Armato, Contiero, Gianesella and Fiore. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Veterinary Science Fabbri, Giorgia Magrin, Luisa Gottardo, Flaviana Armato, Leonardo Contiero, Barbara Gianesella, Matteo Fiore, Enrico Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title | Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title_full | Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title_fullStr | Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title_full_unstemmed | Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title_short | Development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
title_sort | development of an equation to screen for solar hemorrhages from digital cushion ultrasound texture analysis in veal calves at slaughter |
topic | Veterinary Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9372481/ https://www.ncbi.nlm.nih.gov/pubmed/35967996 http://dx.doi.org/10.3389/fvets.2022.899253 |
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