Circulating microRNAs associated with immune competence in Angus cattle

IF 2.7 2区 农林科学 Q1 AGRICULTURE, DAIRY & ANIMAL SCIENCE
Annaleise Wilson, Ryan J Farr, Brad C Hine, Enrique Sanchez-Molano, Christina L Rootes, Jenny Su, Georgios Banos, Cameron R Stewart, Aaron B Ingham
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Abstract

An immune competence (IC) trait has been developed in livestock to combat infectious diseases through selective breeding. Here, we investigate whether circulating host-encoded microRNAs (miRNAs) are associated with immune responses to a commercial multivalent clostridial and leptospiral vaccine in Australian Angus steers, a proxy measure for IC. A total of 332 animals from two herds in New South Wales, Australia—Herd 1 (n = 168) and Herd 2 (n = 164)—were IC phenotyped on the day of yard weaning. Within herd, animals were ranked by their antibody- (Ab-IR) and cell-mediated (Cell-IR) immune responses, and animals identified as “high” or “low” were in the top or bottom 7% of animals for each, respectively. A total of 47 steers that were identified as either low Cell-IR (n = 12), high Cell-IR (n = 11), low Ab-IR (n = 12) or high Ab-IR (n = 12) were selected for miRNA analysis. The IC score, a weighted average incorporating both Ab-IR and Cell-IR rankings, was calculated for selected steers. Our results indicate that the IC phenotype is associated with differences in circulating miRNA profiles. Linear regression modelling identified a potential association between pre-vaccination miR-150 levels and IC scores, while logistic regression modelling suggested that pre-vaccination miR-150 may differentiate IC high and low steers. Machine learning classification models further identified a five-miRNA signature (miR-192, miR-150, miR-2285co, miR-155, and let-7a-5p) that classified high IC steers with 94% accuracy in this dataset. The findings of this pilot study suggest that circulating miRNAs warrant further investigation as potential predictors of immune response to vaccination and may provide insights into miRNA-regulated pathways involved in vaccine-induced immunity.
与安格斯牛免疫能力相关的循环microrna
通过选择性育种,家畜已发展出一种抗传染病的免疫能力(IC)性状。在这里,我们研究了循环宿主编码的microRNAs (miRNAs)是否与澳大利亚安格斯阉牛对商业多价荚膜杆菌和钩端螺旋体疫苗的免疫反应有关,这是一种IC的替代措施。来自澳大利亚新南威尔士州两个畜群的332头动物-畜群1 (n = 168)和畜群2 (n = 164) -在断奶当天进行了IC表型分析。在兽群中,动物根据它们的抗体- (Ab-IR)和细胞介导(Cell-IR)免疫反应进行排名,被确定为“高”或“低”的动物分别位于每种动物的前7%或后7%。共选择47只被鉴定为低Cell-IR (n = 12)、高Cell-IR (n = 11)、低Ab-IR (n = 12)或高Ab-IR (n = 12)的牛进行miRNA分析。IC分数是结合Ab-IR和Cell-IR排名的加权平均值,是为选定的舵手计算的。我们的研究结果表明,IC表型与循环miRNA谱的差异有关。线性回归模型确定了接种前miR-150水平与IC评分之间的潜在关联,而逻辑回归模型表明,接种前miR-150可能区分IC高低转向。机器学习分类模型进一步确定了五种mirna特征(miR-192, miR-150, miR-2285co, miR-155和let-7a-5p),在该数据集中对高IC转向进行分类,准确率为94%。这项初步研究的结果表明,循环mirna作为疫苗免疫应答的潜在预测因子值得进一步研究,并可能为mirna调控的疫苗诱导免疫通路提供见解。
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来源期刊
Journal of animal science
Journal of animal science 农林科学-奶制品与动物科学
CiteScore
4.80
自引率
12.10%
发文量
1589
审稿时长
3 months
期刊介绍: The Journal of Animal Science (JAS) is the premier journal for animal science and serves as the leading source of new knowledge and perspective in this area. JAS publishes more than 500 fully reviewed research articles, invited reviews, technical notes, and letters to the editor each year. Articles published in JAS encompass a broad range of research topics in animal production and fundamental aspects of genetics, nutrition, physiology, and preparation and utilization of animal products. Articles typically report research with beef cattle, companion animals, goats, horses, pigs, and sheep; however, studies involving other farm animals, aquatic and wildlife species, and laboratory animal species that address fundamental questions related to livestock and companion animal biology will be considered for publication.
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