多组学揭示了瘤胃关键细菌和微生物代谢组对成年奶山羊泌乳性能的长期影响。
Multi-omics revealed the long-term effect of ruminal keystone bacteria and the microbial metabolome on lactation performance in adult dairy goats.
机构信息
College of Animal Science and Technology, Northwest A&F University, Yangling, Shaanxi, 712100, People's Republic of China.
Key Laboratory of Livestock Biology, Northwest A&F University, Yangling, Shaanxi, 712100, People's Republic of China.
出版信息
Microbiome. 2023 Sep 29;11(1):215. doi: 10.1186/s40168-023-01652-5.
BACKGROUND
The increased growth rate of young animals can lead to higher lactation performance in adult goats; however, the effects of the ruminal microbiome on the growth of young goats, and the contribution of the early-life rumen microbiome to lifelong growth and lactation performance in goats has not yet been well defined. Hence, this study assessed the rumen microbiome in young goats with different average daily gains (ADG) and evaluated its contribution to growth and lactation performance during the first lactation period.
RESULTS
Based on monitoring of a cohort of 99 goats from youth to first lactation, the 15 highest ADG (HADG) goats and 15 lowest ADG (LADG) goats were subjected to rumen fluid microbiome and metabolome profiling. The comparison of the rumen metagenome of HADG and LADG goats revealed that ruminal carbohydrate metabolism and amino acid metabolism function were enhanced in HADG goats, suggesting that the rumen fluid microbiome of HADG goats has higher feed fermentation ability. Co-occurrence network and correlation analysis revealed that Streptococcus, Candidatus Saccharimonans, and Succinivibrionaceae UCG-001 were significantly positively correlated with young goats' growth rates and some HADG-enriched carbohydrate and protein metabolites, such as propionate, butyrate, maltoriose, and amino acids, while several genera and species of Prevotella and Methanogens exhibited a negative relationship with young goats' growth rates and correlated with LADG-enriched metabolites, such as rumen acetate as well as methane. Additionally, some functional keystone bacterial taxa, such as Prevotella, in the rumen of young goats were significantly correlated with the same taxa in the rumen of adult lactation goats. Prevotella also enriched the rumen of LADG lactating goats and had a negative effect on rumen fermentation efficiency in lactating goats. Additional analysis using random forest machine learning showed that rumen fluid microbiota and their metabolites of young goats, such as Prevotellaceae UCG-003, acetate to propionate ratio could be potential microbial markers that can potentially classify high or low ADG goats with an accuracy of prediction of > 81.3%. Similarly, the abundance of Streptococcus in the rumen of young goats could be predictive of milk yield in adult goats with high accuracy (area under the curve 91.7%).
CONCLUSIONS
This study identified the keystone bacterial taxa that influence carbohydrate and amino acid metabolic functions and shape the rumen fluid microbiota in the rumen of adult animals. Keystone bacteria and their effects on rumen fluid microbiota and metabolome composition during early life can lead to higher lactation performance in adult ruminants. These findings suggest that the rumen microbiome together with their metabolites in young ruminants have long-term effect on feed efficiency and animal performance. The fundamental knowledge may allow us to develop advanced methods to manipulate the rumen microbiome and improve production efficiency of ruminants. Video Abstract.
背景
幼小动物的生长速度加快会导致成年山羊泌乳性能提高;然而,瘤胃微生物组对幼山羊生长的影响,以及早期瘤胃微生物组对山羊终生生长和泌乳性能的贡献尚未得到很好的定义。因此,本研究评估了不同平均日增重(ADG)的幼山羊的瘤胃微生物组,并评估了其对第一个泌乳期生长和泌乳性能的贡献。
结果
通过对 99 只从青年期到第一次泌乳期的山羊进行监测,对 15 只 ADG 最高(HADG)和 15 只 ADG 最低(LADG)的山羊进行了瘤胃液微生物组和代谢组学分析。对 HADG 和 LADG 山羊瘤胃液宏基因组的比较表明,HADG 山羊的瘤胃碳水化合物代谢和氨基酸代谢功能增强,表明 HADG 山羊的瘤胃液微生物组具有更高的饲料发酵能力。共现网络和相关性分析显示,链球菌、Candidatus Saccharimonans 和 Succinivibrionaceae UCG-001 与幼山羊的生长速度以及一些 HADG 富集的碳水化合物和蛋白质代谢物呈显著正相关,如丙酸盐、丁酸盐、麦芽糖和氨基酸,而一些普雷沃氏菌属和产甲烷菌属的属和种与幼山羊的生长速度呈负相关,并与 LADG 富集的代谢物相关,如瘤胃乙酸盐和甲烷。此外,幼山羊瘤胃中的一些功能关键细菌类群,如普雷沃氏菌,与成年泌乳山羊瘤胃中的相同类群显著相关。普雷沃氏菌还富集了 LADG 泌乳山羊的瘤胃,对泌乳山羊的瘤胃发酵效率有负面影响。使用随机森林机器学习的额外分析表明,幼山羊的瘤胃液微生物组及其代谢物,如Prevotellaceae UCG-003、乙酸盐/丙酸盐比,可以作为潜在的微生物标志物,能够以超过 81.3%的预测准确率对高或低 ADG 山羊进行分类。同样,幼山羊瘤胃中链球菌的丰度可以准确预测成年山羊的产奶量(曲线下面积 91.7%)。
结论
本研究确定了影响碳水化合物和氨基酸代谢功能并塑造成年动物瘤胃微生物组的关键细菌类群。关键细菌及其对早期生命中瘤胃液微生物组和代谢组组成的影响,可导致成年反刍动物泌乳性能提高。这些发现表明,幼反刍动物的瘤胃微生物组及其代谢物对饲料效率和动物性能具有长期影响。这一基础知识可能使我们能够开发先进的方法来操纵瘤胃微生物组,提高反刍动物的生产效率。