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Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle
A pregnancy loss or abortion can be assumed when a dairy cow that has been previously diagnosed pregnant shows signs of estrus. In herds using leg-based pedometers as a tool to detect cows in estrus, a sudden increase in walking activity (hereafter, activity peaks) relative to a certain threshold ac...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039232/ https://www.ncbi.nlm.nih.gov/pubmed/36974206 http://dx.doi.org/10.3168/jdsc.2022-0304 |
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author | Chen, C.P.J. Ferreira, G. |
author_facet | Chen, C.P.J. Ferreira, G. |
author_sort | Chen, C.P.J. |
collection | PubMed |
description | A pregnancy loss or abortion can be assumed when a dairy cow that has been previously diagnosed pregnant shows signs of estrus. In herds using leg-based pedometers as a tool to detect cows in estrus, a sudden increase in walking activity (hereafter, activity peaks) relative to a certain threshold activity triggers an estrous alert that can be confused with a pregnancy loss. The objective of this study was to determine whether pregnant cows can show activity peaks as measured by pedometers. We used data from a dairy herd of 250 milking cows using pedometers as a means of measuring walking activity to detect cows in estrus. Two databases were used in this study, which included the walking activity of the entire herd recorded by the pedometers from January 1, 2018, to December 31, 2021 (database 1), and the calving dates, the insemination dates, the dates when a pregnancy diagnosis was declared pregnant, the dates when a pregnancy diagnosis was declared not pregnant or open, and the abortion dates (database 2). Activity peaks were identified within an experimental unit, which was defined as pregnant cows showing an insemination event followed by a confirmed pregnancy and subsequent calving. The activity peaks were identified using the peak searching algorithm that compares the step count on a given day with the step counts of its adjacent days. The candidate peaks were characterized for their magnitudes by the prominence metric. A chi-squared test was performed to test the specificity of the system. From the 4-yr database, 537 pregnancies or experimental units were identified, and 77 pregnancies showed 1 or more peaks, which means that 14.4% of the pregnancies showed activity peaks. Within the pregnancies showing peaks (n = 77), the median equaled 1 peak/pregnancy, the average equaled 1.53 peaks/pregnancy, and the maximum equaled 13 peaks/pregnancy. In conclusion, activity peaks can be observed for pregnant cows using pedometers. These peaks could generate false estrous alerts during the pregnancy period when using pedometers, and these false alerts should not be interpreted as pregnancy losses. |
format | Online Article Text |
id | pubmed-10039232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-100392322023-03-26 Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle Chen, C.P.J. Ferreira, G. JDS Commun Physiology A pregnancy loss or abortion can be assumed when a dairy cow that has been previously diagnosed pregnant shows signs of estrus. In herds using leg-based pedometers as a tool to detect cows in estrus, a sudden increase in walking activity (hereafter, activity peaks) relative to a certain threshold activity triggers an estrous alert that can be confused with a pregnancy loss. The objective of this study was to determine whether pregnant cows can show activity peaks as measured by pedometers. We used data from a dairy herd of 250 milking cows using pedometers as a means of measuring walking activity to detect cows in estrus. Two databases were used in this study, which included the walking activity of the entire herd recorded by the pedometers from January 1, 2018, to December 31, 2021 (database 1), and the calving dates, the insemination dates, the dates when a pregnancy diagnosis was declared pregnant, the dates when a pregnancy diagnosis was declared not pregnant or open, and the abortion dates (database 2). Activity peaks were identified within an experimental unit, which was defined as pregnant cows showing an insemination event followed by a confirmed pregnancy and subsequent calving. The activity peaks were identified using the peak searching algorithm that compares the step count on a given day with the step counts of its adjacent days. The candidate peaks were characterized for their magnitudes by the prominence metric. A chi-squared test was performed to test the specificity of the system. From the 4-yr database, 537 pregnancies or experimental units were identified, and 77 pregnancies showed 1 or more peaks, which means that 14.4% of the pregnancies showed activity peaks. Within the pregnancies showing peaks (n = 77), the median equaled 1 peak/pregnancy, the average equaled 1.53 peaks/pregnancy, and the maximum equaled 13 peaks/pregnancy. In conclusion, activity peaks can be observed for pregnant cows using pedometers. These peaks could generate false estrous alerts during the pregnancy period when using pedometers, and these false alerts should not be interpreted as pregnancy losses. Elsevier 2022-12-14 /pmc/articles/PMC10039232/ /pubmed/36974206 http://dx.doi.org/10.3168/jdsc.2022-0304 Text en © 2022. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Physiology Chen, C.P.J. Ferreira, G. Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title | Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title_full | Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title_fullStr | Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title_full_unstemmed | Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title_short | Evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
title_sort | evaluation of walking activity data during pregnancy as an indicator of pregnancy loss in dairy cattle |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10039232/ https://www.ncbi.nlm.nih.gov/pubmed/36974206 http://dx.doi.org/10.3168/jdsc.2022-0304 |
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