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Genetic analysis of subclinical mastitis in early lactation of heifers using both linear and threshold models

机译:应用线性和阈值模型对小母牛早期泌乳的亚临床乳腺炎进行遗传分析

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Subclinical mastitis (SCM) causes economic losses for dairy producers by reducing milk production and leading to higher incidence of clinical mastitis and premature culling. The prevalence of SCM in first-lactation heifers is highest during early lactation. The objective of this study was to estimate genetic parameters for SCM in early lactation in first-parity Holsteins. Somatic cell count test-day records were collected monthly in 91 Canadian herds participating in the National Cohort of Dairy Farms of the Canadian Bovine Mastitis Research Network. Only the first test-day record available between 5 and 30 d in milk was considered for analysis. The final data set contained 8,518 records from first lactation Holstein heifers. Six alternative traits were defined as indicators of SCM, using various cutoff values of SCC, ranging from 150,000 to 400,000 cells/mL. Both linear and threshold animal models were used. Overall prevalence of SCM using the 6 traits ranged from 13 to 24%. Heritability estimates (standard error) from linear and threshold models ranged from 0.037 to 0.057 (0.015 to 0.018) and from 0.040 to 0.051 (0.017 to 0.020), respectively. We found strong genetic correlations (standard error) among alternative SCC traits, ranging from 0.90 to 0.99 (0.013 to 0.069), indicating that these 6 traits were genetically similar. Despite low heritability, based on estimated breeding values (EBV) predicted from both models, we noted exploitable genetic variation among sires. Higher EBV of SCM resistance corresponded to sires with a higher percentage of daughters without SCM. Based on a linear model (all 6 traits), percentage of daughters with SCM ranged from 5 to 13% and from 19 to 33% for the top 10% and worst 10% of 69 sires with minimum 20 daughters in at least 5 herds, respectively. Spearman's rank correlations among EBV of sires predicted from linear (from 0.75 to 0.95) and threshold (from 0.74 to 0.95) models were moderate to high, respectively. Very high rank correlations (0.98 to 0.99) between EBV predicted for the same trait from linear and threshold model indicated that reranking of sires based on model used was minimal. In conclusion, despite low heritability, we found utilizable genetic variation in early lactation of heifers. Hence, genetic selection to improve genetic resistance to SCM in early lactation of heifers was deemed possible.
机译:亚临床乳腺炎(SCM)通过减少牛奶产量并导致临床乳腺炎和过早淘汰的较高发生率,给乳品生产者造成经济损失。泌乳早期,初生小母牛中SCM的患病率最高。这项研究的目的是估计第一胎荷斯坦牛泌乳早期SCM的遗传参数。每月从参加加拿大牛乳腺炎研究网络全国奶牛场的91个加拿大牛群中收集体细胞计数测试日记录。仅考虑在5到30天之间的牛奶中的第一个测试日记录进行分析。最终数据集包含来自第一次哺乳期荷斯坦母牛的8,518条记录。使用SCC的不同截断值(范围从150,000到40万个细胞/ mL),将六个替代性状定义为SCM指标。使用线性和阈值动物模型。使用6个特质的SCM总体患病率在13%至24%之间。线性模型和阈值模型的遗传力估计值(标准误差)分别为0.037至0.057(0.015至0.018)和0.040至0.051(0.017至0.020)。我们发现其他SCC性状之间的强遗传相关性(标准误)介于0.90至0.99(0.013至0.069)之间,表明这6个性状在遗传上相似。尽管遗传力较低,但根据这两个模型预测的估计育种值(EBV),我们注意到父系之间存在可利用的遗传变异。具有较高SCM抗性的EBV对应于没有SCM的子代具有较高百分比的父亲。根据线性模型(所有6个特征),SCM女儿的百分比范围为69个父亲的前10%和最差10%的SCM女儿的百分比从5%到13%不等,至少5个牛群中至少有20个女儿的比例为19%至33%分别。从线性(从0.75到0.95)和阈值(从0.74到0.95)模型预测的父系EBV之间的Spearman等级相关性分别为中度到高。根据线性和阈值模型预测的相同性状的EBV之间的极高等级相关性(0.98至0.99)表明,基于所使用的模型对父系进行重新排名很少。总之,尽管遗传力较低,但我们在小母牛的早期泌乳中发现了可利用的遗传变异。因此,认为在小母牛的早期哺乳中进行遗传选择以提高对SCM的遗传抗性是可能的。

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