Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, Alberta, T6G 2P5, Canada.
The Centre of Excellence for Gastrointestinal Inflammation and Immunity Research (CEGIIR), University of Alberta, Edmonton, Alberta, T6G 2E1, Canada.
Microbiome. 2019 Jan 14;7(1):6. doi: 10.1186/s40168-019-0618-5.
Microorganisms are responsible for fermentation within the rumen and have been reported to contribute to the variation in feed efficiency of cattle. However, to what extent the breed affects the rumen microbiome and its association with host feed efficiency is unknown. Here, rumen microbiomes of beef cattle (n = 48) from three breeds (Angus, Charolais, Kinsella composite hybrid) with high and low feed efficiency were explored using metagenomics and metatranscriptomics, aiming to identify differences between functional potentials and activities of same rumen microbiomes and to evaluate the effects of host breed and feed efficiency on the rumen microbiome.
Rumen metagenomes were more closely clustered together and thus more conserved among individuals than metatranscriptomes, suggesting that inter-individual functional variations at the RNA level were higher than those at the DNA level. However, while mRNA enrichment significantly increased the sequencing depth of mRNA and generated similar functional profiles to total RNA-based metatranscriptomics, it led to biased abundance estimation of several transcripts. We observed divergent rumen microbial composition (metatranscriptomic level) and functional potentials (metagenomic level) among three breeds, but differences in functional activity (metatranscriptomic level) were less apparent. Differential rumen microbial features (e.g., taxa, diversity indices, functional categories, and genes) were detected between cattle with high and low feed efficiency, and most of them were breed-specific.
Metatranscriptomes represent real-time functional activities of microbiomes and have the potential to better associate rumen microorganisms with host performances compared to metagenomics. As total RNA-based metatranscriptomics seem to avoid potential biases caused by mRNA enrichment and allow simultaneous use of rRNA for generation of compositional profiles, we suggest their use for linking the rumen microbiome with host phenotypes in future studies. However, if exploration of specific lowly expressed genes is desired, mRNA enrichment is recommended as it will enhance the resolution of mRNA. Finally, the differential microbial features observed between efficient and inefficient steers tended to be specific to breeds, suggesting that interactions between host breed genotype and the rumen microbiome contribute to the variations in feed efficiency observed. These breed-associated differences represent an opportunity to engineer specific rumen microbiomes through selective breeding of the hosts.
微生物是瘤胃发酵的原因,并已被报道对牛的饲料效率变化有贡献。然而,品种在多大程度上影响瘤胃微生物组及其与宿主饲料效率的关联尚不清楚。在这里,我们使用宏基因组学和宏转录组学研究了来自三个品种(安格斯牛、夏洛莱牛、金赛拉复合杂交牛)的高饲料效率和低饲料效率的肉牛(n=48)的瘤胃微生物组,目的是确定相同瘤胃微生物组的功能潜力和活性之间的差异,并评估宿主品种和饲料效率对瘤胃微生物组的影响。
瘤胃宏基因组在个体间的聚类更为紧密,因此比宏转录组更保守,这表明在 RNA 水平上个体间的功能变异高于 DNA 水平。然而,虽然 mRNA 富集显著增加了 mRNA 的测序深度,并产生了与基于总 RNA 的宏转录组学相似的功能谱,但它导致了几个转录物的丰度估计偏倚。我们观察到三个品种之间的瘤胃微生物组成(宏转录组学水平)和功能潜力(宏基因组学水平)存在差异,但功能活性(宏转录组学水平)的差异不太明显。在高饲料效率和低饲料效率的牛之间检测到了不同的瘤胃微生物特征(例如,分类群、多样性指数、功能类别和基因),其中大多数是品种特异性的。
宏转录组代表了微生物组的实时功能活性,并且与宏基因组学相比,有潜力更好地将瘤胃微生物与宿主性能联系起来。由于基于总 RNA 的宏转录组学似乎避免了 mRNA 富集引起的潜在偏差,并允许同时使用 rRNA 生成组成谱,因此我们建议在未来的研究中使用它们将瘤胃微生物组与宿主表型联系起来。然而,如果需要探索特定低表达的基因,建议使用 mRNA 富集,因为它将提高 mRNA 的分辨率。最后,在高效和低效牛之间观察到的差异微生物特征往往是品种特异性的,这表明宿主品种基因型和瘤胃微生物组之间的相互作用导致了观察到的饲料效率变化。这些与品种相关的差异为通过宿主的选择性繁殖来工程特定的瘤胃微生物组提供了机会。