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Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment
SIMPLE SUMMARY: One of the most challenging setbacks for intensive swine industries to improve animal welfare and sustainability is skilled labor. Human observations are needed to accurately identify sick or injured pigs. Still, animal caretakers are limited in the amount of time they take and the f...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9854951/ https://www.ncbi.nlm.nih.gov/pubmed/36670787 http://dx.doi.org/10.3390/ani13020246 |
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author | Bortoluzzi, Eduarda M. Goering, Mikayla J. Ochoa, Sara J. Holliday, Aaron J. Mumm, Jared M. Nelson, Catherine E. Wu, Hui Mote, Benny E. Psota, Eric T. Schmidt, Ty B. Jaberi-Douraki, Majid Hulbert, Lindsey E. |
author_facet | Bortoluzzi, Eduarda M. Goering, Mikayla J. Ochoa, Sara J. Holliday, Aaron J. Mumm, Jared M. Nelson, Catherine E. Wu, Hui Mote, Benny E. Psota, Eric T. Schmidt, Ty B. Jaberi-Douraki, Majid Hulbert, Lindsey E. |
author_sort | Bortoluzzi, Eduarda M. |
collection | PubMed |
description | SIMPLE SUMMARY: One of the most challenging setbacks for intensive swine industries to improve animal welfare and sustainability is skilled labor. Human observations are needed to accurately identify sick or injured pigs. Still, animal caretakers are limited in the amount of time they take and the frequency of observations they can complete in a day. Here, using a controlled immune challenge in nursery pigs, a visual-based precision livestock technology can identify pigs with greater specificity and sensitivity than trained human observers. This system can monitor pigs 24 h a day, seven days a week, in group housing. The potential impact of this research may improve the laborer’s ability to treat animals at the individual level rather than the group level. ABSTRACT: The objectives were to determine the sensitivity, specificity, and cutoff values of a visual-based precision livestock technology (NUtrack), and determine the sensitivity and specificity of sickness score data collected with the live observation by trained human observers. At weaning, pigs (n = 192; gilts and barrows) were randomly assigned to one of twelve pens (16/pen) and treatments were randomly assigned to pens. Sham-pen pigs all received subcutaneous saline (3 mL). For LPS-pen pigs, all pigs received subcutaneous lipopolysaccharide (LPS; 300 μg/kg BW; E. coli O111:B4; in 3 mL of saline). For the last treatment, eight pigs were randomly assigned to receive LPS, and the other eight were sham (same methods as above; half-and-half pens). Human data from the day of the challenge presented high true positive and low false positive rates (88.5% sensitivity; 85.4% specificity; 0.871 Area Under Curve, AUC), however, these values declined when half-and-half pigs were scored (75% sensitivity; 65.5% specificity; 0.703 AUC). Precision technology measures had excellent AUC, sensitivity, and specificity for the first 72 h after treatment and AUC values were >0.970, regardless of pen treatment. These results indicate that precision technology has a greater potential for identifying pigs during a natural infectious disease event than trained professionals using timepoint sampling. |
format | Online Article Text |
id | pubmed-9854951 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98549512023-01-21 Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment Bortoluzzi, Eduarda M. Goering, Mikayla J. Ochoa, Sara J. Holliday, Aaron J. Mumm, Jared M. Nelson, Catherine E. Wu, Hui Mote, Benny E. Psota, Eric T. Schmidt, Ty B. Jaberi-Douraki, Majid Hulbert, Lindsey E. Animals (Basel) Article SIMPLE SUMMARY: One of the most challenging setbacks for intensive swine industries to improve animal welfare and sustainability is skilled labor. Human observations are needed to accurately identify sick or injured pigs. Still, animal caretakers are limited in the amount of time they take and the frequency of observations they can complete in a day. Here, using a controlled immune challenge in nursery pigs, a visual-based precision livestock technology can identify pigs with greater specificity and sensitivity than trained human observers. This system can monitor pigs 24 h a day, seven days a week, in group housing. The potential impact of this research may improve the laborer’s ability to treat animals at the individual level rather than the group level. ABSTRACT: The objectives were to determine the sensitivity, specificity, and cutoff values of a visual-based precision livestock technology (NUtrack), and determine the sensitivity and specificity of sickness score data collected with the live observation by trained human observers. At weaning, pigs (n = 192; gilts and barrows) were randomly assigned to one of twelve pens (16/pen) and treatments were randomly assigned to pens. Sham-pen pigs all received subcutaneous saline (3 mL). For LPS-pen pigs, all pigs received subcutaneous lipopolysaccharide (LPS; 300 μg/kg BW; E. coli O111:B4; in 3 mL of saline). For the last treatment, eight pigs were randomly assigned to receive LPS, and the other eight were sham (same methods as above; half-and-half pens). Human data from the day of the challenge presented high true positive and low false positive rates (88.5% sensitivity; 85.4% specificity; 0.871 Area Under Curve, AUC), however, these values declined when half-and-half pigs were scored (75% sensitivity; 65.5% specificity; 0.703 AUC). Precision technology measures had excellent AUC, sensitivity, and specificity for the first 72 h after treatment and AUC values were >0.970, regardless of pen treatment. These results indicate that precision technology has a greater potential for identifying pigs during a natural infectious disease event than trained professionals using timepoint sampling. MDPI 2023-01-10 /pmc/articles/PMC9854951/ /pubmed/36670787 http://dx.doi.org/10.3390/ani13020246 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Bortoluzzi, Eduarda M. Goering, Mikayla J. Ochoa, Sara J. Holliday, Aaron J. Mumm, Jared M. Nelson, Catherine E. Wu, Hui Mote, Benny E. Psota, Eric T. Schmidt, Ty B. Jaberi-Douraki, Majid Hulbert, Lindsey E. Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title | Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title_full | Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title_fullStr | Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title_full_unstemmed | Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title_short | Evaluation of Precision Livestock Technology and Human Scoring of Nursery Pigs in a Controlled Immune Challenge Experiment |
title_sort | evaluation of precision livestock technology and human scoring of nursery pigs in a controlled immune challenge experiment |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9854951/ https://www.ncbi.nlm.nih.gov/pubmed/36670787 http://dx.doi.org/10.3390/ani13020246 |
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