Genetic parameters of behavior traits of beef cattle classified using wearable devices

IF 1.7 3区 农林科学 Q2 AGRICULTURE, DAIRY & ANIMAL SCIENCE Animal Science Journal Pub Date : 2024-10-01 DOI:10.1111/asj.14002
Akio Onogi, Riku Fujii, Toshio Watanabe, Atsushi Ogino, Masakazu Shinomiya, Kazuhito Kurogi
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Abstract

With the development of wearable devices, it is now possible to monitor livestock behavior 24 h a day. In this study, we estimated the genetic parameters of the daily duration of six behaviors (feeding, moving, lying, standing, ruminating while lying, and ruminating while standing) in beef cattle, automatically classified using wearable devices. The devices were attached to 332 Japanese beef cattle at two stations for approximately 5 months. We compared repeatability, Poisson regression, and random regression models using the deviance information criterion. Poisson regression models were selected for all traits at each station, probably because of the non-normal distribution of the phenotypes. The heritability estimates by the Poisson regression models were moderate at each station: 0.67 and 0.68 for feeding, 0.68 and 0.53 for moving, 0.47 and 0.55 for lying, 0.45 and 0.40 for standing, 0.51 and 0.59 for ruminating while lying, and 0.37 and 0.45 for ruminating while standing. The genetic correlations between these traits were all negative at both stations, whereas the residual correlations showed different directions depending on the station. Although validation studies with larger populations are needed to confirm these findings, this study provides fundamental knowledge of the genetic basis of daily behavior in beef cattle.

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利用可穿戴设备对肉牛行为特征的遗传参数进行分类。
随着可穿戴设备的发展,现在可以对牲畜的行为进行 24 小时监测。在这项研究中,我们估算了利用可穿戴设备自动分类的肉牛六种行为(采食、移动、躺卧、站立、躺卧时反刍和站立时反刍)的日持续时间的遗传参数。这些装置被安装在两个站点的 332 头日本肉牛身上,历时约 5 个月。我们使用偏差信息标准比较了重复性、泊松回归和随机回归模型。可能由于表型的非正态分布,我们对每个站点的所有性状都选择了泊松回归模型。泊松回归模型的遗传率估计值在每个测站都处于中等水平:采食的遗传率分别为 0.67 和 0.68,移动的遗传率分别为 0.68 和 0.53,卧地的遗传率分别为 0.47 和 0.55,站立的遗传率分别为 0.45 和 0.40,卧地反刍的遗传率分别为 0.51 和 0.59,站立反刍的遗传率分别为 0.37 和 0.45。这些性状之间的遗传相关在两个测站均为负相关,而残差相关则因测站不同而表现出不同的方向。尽管需要对更大的群体进行验证研究来证实这些发现,但这项研究为肉牛日常行为的遗传基础提供了基础知识。
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来源期刊
Animal Science Journal
Animal Science Journal 生物-奶制品与动物科学
CiteScore
3.80
自引率
5.00%
发文量
111
审稿时长
1 months
期刊介绍: Animal Science Journal (a continuation of Animal Science and Technology) is the official journal of the Japanese Society of Animal Science (JSAS) and publishes Original Research Articles (full papers and rapid communications) in English in all fields of animal and poultry science: genetics and breeding, genetic engineering, reproduction, embryo manipulation, nutrition, feeds and feeding, physiology, anatomy, environment and behavior, animal products (milk, meat, eggs and their by-products) and their processing, and livestock economics. Animal Science Journal will invite Review Articles in consultations with Editors. Submission to the Journal is open to those who are interested in animal science.
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