层的骨数字表型的遗传学和与骨骨折和偏差的相关性
Moh Sallam1, Lina Göransson2, Anne Larsen2
1Department of Animal Biosciences, Swedish University of Agricultural Sciences (SLU), Box 7023, S-750 07, Uppsala, Sweden.
Genetics, selection, evolution : GSE
|November 28, 2025
概括
基因选择可以通过减少骨骨折来改善产母的福利. 对X射线图像的自动分析为骨几何学提供了可遗传的表型,使育种者能够选择更健康的骨头并减少骨折.
科学领域:
- 动物遗传学动物遗传学
- 动物生理学 动物生理学
- 生物技术是生物技术.
背景情况:
- 产卵母被遗传选择为高产卵,导致诸如骨骨折 (影响高达80%) 等福利问题.
- 精确,自动化和可遗传的表型是需要对基因选择对骨骨折.
- 这项研究解决了识别和量化遗传性骨特征的挑战.
研究的目的:
- 开发自动化放射图像分析,用于骨表型化.
- 评估这些自动化表型与骨骨折和偏差的遗传性和遗传相关性.
主要方法:
- 1051只产卵母的X光成像 (波万斯棕色,洛曼棕色).
- 深度学习模型用于自动化基骨细分和测量几何和辐射透明度.
- 使用50K Illumina SNP芯片和多特征基因组限制的最大概率进行基因参数估计的基因造型.
主要成果:
- 切割后部偏差和骨折的遗传率为0.280.30.
- 自动化表型的遗传性在0.070.10 (辐射透明度) 和0.110.39 (几何) 之间.
- keel 几何和骨折/偏差之间的遗传相关性在 -0.57 到 0.72.7 之间.
结论:
- 成功开发了用于测量基尔骨辐射透明度和几何学的自动化方法.
- 基尔凸区域是一种可遗传的表型,对育种计划有用,以减少基尔骨问题.
- 这些方法可以适应其他骨头和物体,支持对改善骨健康的住房和营养的大规模研究.
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