Li Chenglong, Li Shuzhen, Yang Chaoyun, Ding Yanling, Zhang Yanfeng, Wang Xiaowei, Zhou Xiaonan, Su Zonghua, Ming Wenxuan, Zeng Ling, Ma Yun, Shi Yuangang, Kang Xiaolong
Key Laboratory of Ruminant Molecular and Cellular Breeding, School of Agriculture, Ningxia University, Yinchuan, China.
Front Genet. 2023 Feb 6;14:1075950. doi: 10.3389/fgene.2023.1075950. eCollection 2023.
The quality of colostrum is a key factor contributing to healthy calf growth, and pasteurization of colostrum can effectively reduce the counts of pathogenic microorganisms present in the colostrum. Physiological changes in calves fed with pasteurized colostrum have been well characterized, but little is known about the underlying molecular mechanisms. In this study, key genes and functional pathways through which pasteurized colostrum affects calf growth were identified through whole blood RNA sequencing. Our results showed that calves in the pasteurized group ( = 16) had higher body height and daily weight gain than those in the unpasteurized group ( = 16) in all months tested. Importantly, significant differences in body height were observed at 3 and 4 months of age ( < 0.05), and in daily weight gain at 2, 3, and 6 months of age ( < 0.05) between the two groups. Based on whole blood transcriptome data from 6-months old calves, 630 differentially expressed genes (DEGs), of which 235 were upregulated and 395 downregulated, were identified in the pasteurized compared to the unpasteurized colostrum groups. Most of the DEGs have functions in the immune response (e.g., , , and ) and metabolism (e.g., and ). Protein-protein interaction analyses of DEGs revealed three key subnetworks and fifteen core genes, including UBA52 and RPS28, that have roles in protein synthesis, oxidative phosphorylation, and inflammatory responses. Twelve co-expression modules were identified through weighted gene co-expression network analysis. Among them, 17 genes in the two modules that significantly associated with pasteurization were mainly involved in the tricarboxylic acid cycle, NF-kappa B signaling, and NOD-like receptor signaling pathways. Finally, DEGs that underwent alternative splicing in calves fed pasteurized colostrum have roles in the immune response (, , and ), indicative of potential roles in immune regulation. Results from multiple analytical methods used suggest that differences in calf growth between the pasteurized and unpasteurized groups may be due to differential immune activity. Our data provide new insights into the impact of pasteurization on calf immune and metabolic-related pathways through its effects on gene expression.
初乳的质量是影响犊牛健康生长的关键因素,初乳的巴氏杀菌可有效减少初乳中致病微生物的数量。饲喂巴氏杀菌初乳的犊牛的生理变化已得到充分表征,但对其潜在分子机制了解甚少。在本研究中,通过全血RNA测序确定了巴氏杀菌初乳影响犊牛生长的关键基因和功能途径。我们的结果表明,在所有测试月份中,巴氏杀菌组(n = 16)的犊牛比未巴氏杀菌组(n = 16)的犊牛具有更高的身高和日增重。重要的是,两组之间在3和4月龄时观察到身高有显著差异(P < 0.05),在2、3和6月龄时日增重有显著差异(P < 0.05)。基于6月龄犊牛的全血转录组数据,与未巴氏杀菌初乳组相比,在巴氏杀菌初乳组中鉴定出630个差异表达基因(DEG),其中235个上调,395个下调。大多数DEG在免疫反应(如IL1B、IL6和TNF)和代谢(如ACACA和FASN)中发挥作用。对DEG的蛋白质-蛋白质相互作用分析揭示了三个关键子网和十五个核心基因,包括UBA52和RPS28,它们在蛋白质合成、氧化磷酸化和炎症反应中起作用。通过加权基因共表达网络分析鉴定出十二个共表达模块。其中,与巴氏杀菌显著相关的两个模块中的17个基因主要参与三羧酸循环、NF-κB信号传导和NOD样受体信号传导途径。最后,在饲喂巴氏杀菌初乳的犊牛中发生可变剪接的DEG在免疫反应(IL1B、IL6和TNF)中起作用,表明在免疫调节中具有潜在作用。所使用的多种分析方法的结果表明,巴氏杀菌组和未巴氏杀菌组之间犊牛生长的差异可能是由于免疫活性的差异。我们的数据通过其对基因表达的影响,为巴氏杀菌对犊牛免疫和代谢相关途径的影响提供了新的见解。