Assessment of feeding, ruminating and locomotion behaviors in dairy cows around calving – a retrospective clinical study to early detect spontaneous disease appearance
The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for...
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          | Published in | PloS one Vol. 17; no. 3; p. e0264834 | 
|---|---|
| Main Authors | , , , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        United States
          Public Library of Science
    
        04.03.2022
     Public Library of Science (PLoS)  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 1932-6203 1932-6203  | 
| DOI | 10.1371/journal.pone.0264834 | 
Cover
| Abstract | The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30’340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 (ΔD1), dd0 vs. wk -1 (ΔD2), and wk +1 vs. wk -1 (Δweeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0,
eating-
and
ruminating-time
,
eating-
and
ruminate-chews
and
ruminating boluses
were significantly lower in group-S as compared to group-H, while
other activity time
was higher. For ΔD2 and Δweeks, the differences of
eating-
and
ruminating-time
, as well as of
eating-
and
ruminate-chews
were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the
lying time
was significantly higher in group-S vs. group-H at wk +1 and dd-2. The
number of strides
was significantly lower in group-S compared to group-H at wk +1. The model including
eating-chews
,
ruminate-chews
and
other activity time
reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals’ health around calving. | 
    
|---|---|
| AbstractList | The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30'340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 (ΔD1), dd0 vs. wk -1 (ΔD2), and wk +1 vs. wk -1 (Δweeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0, eating- and ruminating-time, eating- and ruminate-chews and ruminating boluses were significantly lower in group-S as compared to group-H, while other activity time was higher. For ΔD2 and Δweeks, the differences of eating- and ruminating-time, as well as of eating-and ruminate-chews were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the lying time was significantly higher in group-S vs. group-H at wk +1 and dd-2. The number of strides was significantly lower in group-S compared to group-H at wk +1. The model including eating-chews, ruminate-chews and other activity time reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals' health around calving. The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30'340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 ([DELTA]D1), dd0 vs. wk -1 ([DELTA]D2), and wk +1 vs. wk -1 ([DELTA]weeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0, eating- and ruminating-time, eating- and ruminate-chews and ruminating boluses were significantly lower in group-S as compared to group-H, while other activity time was higher. For [DELTA]D2 and [DELTA]weeks, the differences of eating- and ruminating-time, as well as of eating-and ruminate-chews were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the lying time was significantly higher in group-S vs. group-H at wk +1 and dd-2. The number of strides was significantly lower in group-S compared to group-H at wk +1. The model including eating-chews, ruminate-chews and other activity time reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals' health around calving. The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30'340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 (ΔD1), dd0 vs. wk -1 (ΔD2), and wk +1 vs. wk -1 (Δweeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0, eating- and ruminating-time, eating- and ruminate-chews and ruminating boluses were significantly lower in group-S as compared to group-H, while other activity time was higher. For ΔD2 and Δweeks, the differences of eating- and ruminating-time, as well as of eating-and ruminate-chews were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the lying time was significantly higher in group-S vs. group-H at wk +1 and dd-2. The number of strides was significantly lower in group-S compared to group-H at wk +1. The model including eating-chews, ruminate-chews and other activity time reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals' health around calving.The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30'340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 (ΔD1), dd0 vs. wk -1 (ΔD2), and wk +1 vs. wk -1 (Δweeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0, eating- and ruminating-time, eating- and ruminate-chews and ruminating boluses were significantly lower in group-S as compared to group-H, while other activity time was higher. For ΔD2 and Δweeks, the differences of eating- and ruminating-time, as well as of eating-and ruminate-chews were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the lying time was significantly higher in group-S vs. group-H at wk +1 and dd-2. The number of strides was significantly lower in group-S compared to group-H at wk +1. The model including eating-chews, ruminate-chews and other activity time reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals' health around calving. The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period. Thirteen activities associated with feeding-ruminating-locomotion-behaviors of 42 adult Holstein-Friesian cows were continuously monitored for the week (wk) -2, wk -1 and wk +1 relative to calving (overall 30’340 min/animal). Soon after, animals were retrospectively assigned to group-S (at least one spontaneous diseases; n = 24) and group-H (healthy; n = 18). The average activities performed by the groups, recorded by RumiWatch® halter and pedometer, were compared at the different weekly intervals. The average activities on the day of clinical diagnosis (dd0), as well as one (dd-1) and two days before (dd-2) were also assessed. Differences of dd0 vs. dd-1 (ΔD1), dd0 vs. wk -1 (ΔD2), and wk +1 vs. wk -1 (Δweeks) were calculated. Variables showing significant differences between the groups were used for a univariate logistic regression, a receiver operating characteristic analysis, and a multivariate logistic regression model. At wk +1 and dd0, eating- and ruminating-time , eating- and ruminate-chews and ruminating boluses were significantly lower in group-S as compared to group-H, while other activity time was higher. For ΔD2 and Δweeks, the differences of eating- and ruminating-time , as well as of eating- and ruminate-chews were significantly lower in group-S as compared to group-H. Concerning the locomotion behaviors, the lying time was significantly higher in group-S vs. group-H at wk +1 and dd-2. The number of strides was significantly lower in group-S compared to group-H at wk +1. The model including eating-chews , ruminate-chews and other activity time reached the highest accuracy in detecting sick cows in wk +1 (area under the curve: 81%; sensitivity: 73.7%; specificity: 82.4%). Some of the new algorithms for the clinical interpretation of cow behaviour as described in this study may contribute to monitoring animals’ health around calving.  | 
    
| Audience | Academic | 
    
| Author | Di Lori, Antonio Steiner, Adrian Stucki, Dimitri Alsaaod, Maher Guccione, Jacopo Fadul, Mahmoud Ciaramella, Paolo Borriello, Giuliano D’Andrea, Luigi  | 
    
| AuthorAffiliation | 1 Vetsuisse-Faculty, Department of Clinical Veterinary Medicine, Clinic for Ruminants, University of Bern, Bern, Switzerland 2 Department of Veterinary Medicine and Animal Productions, University of Napoli ‘Federico II,’ Napoli, Italy University of Illinois, UNITED STATES  | 
    
| AuthorAffiliation_xml | – name: 1 Vetsuisse-Faculty, Department of Clinical Veterinary Medicine, Clinic for Ruminants, University of Bern, Bern, Switzerland – name: University of Illinois, UNITED STATES – name: 2 Department of Veterinary Medicine and Animal Productions, University of Napoli ‘Federico II,’ Napoli, Italy  | 
    
| Author_xml | – sequence: 1 givenname: Mahmoud orcidid: 0000-0001-9175-6679 surname: Fadul fullname: Fadul, Mahmoud – sequence: 2 givenname: Luigi surname: D’Andrea fullname: D’Andrea, Luigi – sequence: 3 givenname: Maher surname: Alsaaod fullname: Alsaaod, Maher – sequence: 4 givenname: Giuliano surname: Borriello fullname: Borriello, Giuliano – sequence: 5 givenname: Antonio surname: Di Lori fullname: Di Lori, Antonio – sequence: 6 givenname: Dimitri surname: Stucki fullname: Stucki, Dimitri – sequence: 7 givenname: Paolo orcidid: 0000-0002-5518-5378 surname: Ciaramella fullname: Ciaramella, Paolo – sequence: 8 givenname: Adrian surname: Steiner fullname: Steiner, Adrian – sequence: 9 givenname: Jacopo surname: Guccione fullname: Guccione, Jacopo  | 
    
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/35245319$$D View this record in MEDLINE/PubMed | 
    
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| CitedBy_id | crossref_primary_10_1186_s12917_023_03754_6 crossref_primary_10_3390_ani13142333 crossref_primary_10_1016_j_biosystemseng_2024_08_003 crossref_primary_10_3389_fanim_2022_1047829 crossref_primary_10_1109_ACCESS_2024_3360852  | 
    
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| Copyright | COPYRIGHT 2022 Public Library of Science 2022 Fadul et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. 2022 Fadul et al 2022 Fadul et al  | 
    
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| Snippet | The study aims to verify the usefulness of new intervals-based algorithms for clinical interpretation of animal behavior in dairy cows around calving period.... | 
    
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| SubjectTerms | Algorithms Analysis Animal behavior Animals Behavior Biology and Life Sciences Cattle Computer and Information Sciences Dairy cattle Disease Eating Engineering and Technology Farms Feeding Behavior Female Intervals Lactation Locomotion Management Medicine and Health Sciences Regression models Retrospective Studies Social Sciences Veterinary medicine  | 
    
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| Title | Assessment of feeding, ruminating and locomotion behaviors in dairy cows around calving – a retrospective clinical study to early detect spontaneous disease appearance | 
    
| URI | https://www.ncbi.nlm.nih.gov/pubmed/35245319 https://www.proquest.com/docview/2635854955 https://www.proquest.com/docview/2636146751 https://pubmed.ncbi.nlm.nih.gov/PMC8896666 https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0264834&type=printable https://doaj.org/article/a4e82dc2425c4f1293706384d4702f8e http://dx.doi.org/10.1371/journal.pone.0264834  | 
    
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