Lima Joana, Auffret Marc D, Stewart Robert D, Dewhurst Richard J, Duthie Carol-Anne, Snelling Timothy J, Walker Alan W, Freeman Tom C, Watson Mick, Roehe Rainer
Beef and Sheep Research Centre, Future Farming Systems Group, Scotland's Rural College, Edinburgh, United Kingdom.
Division of Genetics and Genomics, The Roslin Institute and R(D)SVS, University of Edinburgh, Edinburgh, United Kingdom.
Front Genet. 2019 Aug 8;10:701. doi: 10.3389/fgene.2019.00701. eCollection 2019.
The rumen microbiome is essential for the biological processes involved in the conversion of feed into nutrients that can be utilized by the host animal. In the present research, the influence of the rumen microbiome on feed conversion efficiency, growth rate, and appetite of beef cattle was investigated using metagenomic data. Our aim was to explore the associations between microbial genes and functional pathways, to shed light on the influence of bacterial enzyme expression on host phenotypes. Two groups of cattle were selected on the basis of their high and low feed conversion ratio. Microbial DNA was extracted from rumen samples, and the relative abundances of microbial genes were determined shotgun metagenomic sequencing. Using partial least squares analyses, we identified sets of 20, 14, 17, and 18 microbial genes whose relative abundances explained 63, 65, 66, and 73% of the variation of feed conversion efficiency, average daily weight gain, residual feed intake, and daily feed intake, respectively. The microbial genes associated with each of these traits were mostly different, but highly correlated traits such as feed conversion ratio and growth rate showed some overlapping genes. Consistent with this result, distinct clusters of a coabundance network were enriched with microbial genes identified to be related with feed conversion ratio and growth rate or daily feed intake and residual feed intake. Microbial genes encoding for proteins related to cell wall biosynthesis, hemicellulose, and cellulose degradation and host-microbiome crosstalk (e.g., , K01188, and ) were associated with feed conversion ratio and/or average daily gain. Genes related to vitamin B12 biosynthesis, environmental information processing, and bacterial mobility (e.g., , , and ) were associated with residual feed intake and/or daily feed intake. This research highlights the association of the microbiome with feed conversion processes, influencing growth rate and appetite, and it emphasizes the opportunity to use relative abundances of microbial genes in the prediction of these performance traits, with potential implementation in animal breeding programs and dietary interventions.
瘤胃微生物群对于饲料转化为宿主动物可利用营养物质所涉及的生物过程至关重要。在本研究中,利用宏基因组数据研究了瘤胃微生物群对肉牛饲料转化效率、生长速度和食欲的影响。我们的目的是探索微生物基因与功能途径之间的关联,以阐明细菌酶表达对宿主表型的影响。根据饲料转化率的高低选择了两组牛。从瘤胃样本中提取微生物DNA,并通过鸟枪法宏基因组测序确定微生物基因的相对丰度。使用偏最小二乘法分析,我们鉴定出了20、14、17和18个微生物基因集,其相对丰度分别解释了饲料转化效率、平均日增重、剩余饲料摄入量和日采食量变异的63%、65%、66%和73%。与这些性状相关的微生物基因大多不同,但饲料转化率和生长速度等高度相关的性状显示出一些重叠基因。与此结果一致,共丰度网络的不同簇富含被鉴定为与饲料转化率和生长速度或日采食量和剩余饲料摄入量相关的微生物基因。编码与细胞壁生物合成、半纤维素和纤维素降解以及宿主-微生物群串扰相关蛋白质的微生物基因(例如,K01188等)与饲料转化率和/或平均日增重相关。与维生素B12生物合成、环境信息处理和细菌运动性相关的基因(例如,等)与剩余饲料摄入量和/或日采食量相关。本研究突出了微生物群与饲料转化过程的关联,影响生长速度和食欲,并强调了利用微生物基因相对丰度预测这些生产性能性状的机会,有可能应用于动物育种计划和饮食干预。