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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...

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Autores principales: Fabbri, Giorgia, Magrin, Luisa, Gottardo, Flaviana, Armato, Leonardo, Contiero, Barbara, Gianesella, Matteo, Fiore, Enrico
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
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.
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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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