Idowu Modoluwamu, Taiwo Godstime, Sidney Taylor, Morenikeji Olanrewaju B, Pech Cervantes Andres, Estrada-Reyes Zaira M, Wilson Matthew, Ogunade Ibukun M
Division of Animal Science and Nutritional Science, West Virginia University, Morgantown, WV 26505, USA.
Division of Biological and Health Sciences, University of Pittsburgh, Bradford, PA 16701, USA.
Transl Anim Sci. 2023 May 23;7(1):txad054. doi: 10.1093/tas/txad054. eCollection 2023 Jan.
We applied ruminal and plasma metabolomics and ruminal 16S rRNA gene sequencing to determine the metabolic pathways and ruminal bacterial taxa associated with divergent residual body weight gain phenotype in crossbred beef steers. A group of 108 crossbred growing beef steers (average BW = 282.87 ± 30 kg) were fed a forage-based diet for a period of 56 d in a confinement dry lot equipped with GrowSafe intake nodes to determine their residual body weight gain (RADG) phenotype. After RADG identification, blood and rumen fluid samples were collected from beef steers with the highest RADG (most efficient; = 16; 0.76 kg/d) and lowest RADG (least efficient; = 16; -0.65 kg/d). Quantitative untargeted metabolome analysis of the plasma and rumen fluid samples were conducted using chemical isotope labelling/liquid chromatography-mass spectrometry. Differentially abundant metabolites in each of the plasma and rumen fluid samples between the two groups of beef steers were determined using a false discovery rate (FDR)-adjusted -values ≤ 0.05 and area under the curve (AUC) > 0.80. Rumen and plasma metabolic pathways that were differentially enriched or depleted ( ≤ 0.05) in beef steers with positive RADG compared to those with negative RADG were determined by the quantitative pathway enrichment analysis. A total of 1,629 metabolites were detected and identified in the plasma of the beef steers; eight metabolites including alanyl-phenylalanine, 8-hydroxyguanosine, and slaframine were differentially abundant (FDR ≤ 0.05; AUC > 0.80) in beef steers with divergent RADG; five metabolic pathways including steroid hormone biosynthesis, thiamine metabolism, propanoate metabolism, pentose phosphate pathway, and butanoate metabolism were enriched ( ≤ 0.05) in beef steers with positive RADG, relative to negative RADG steers. A total of 1,908 metabolites were detected and identified in the rumen of the beef steers; results of the pathway enrichment analysis of all the metabolites revealed no metabolic pathways in the rumen were altered ( > 0.05). The rumen fluid samples were also analyzed using 16S rRNA gene sequencing to assess the bacterial community composition. We compared the rumen bacterial community composition at the genus level using a linear discriminant analysis effect size (LEfSe) to identify the differentially abundant taxa between the two groups of beef steers. The LEfSe results showed greater relative abundance of _vadinHA17 and in steers with positive RADG compared to the negative RADG group, while steers in the negative RADG group had greater relative abundance of , , , , , and compared to the positive RADG group. Our results demonstrate that beef steers with positive or negative RADG exhibit differences in plasma metabolic profiles and some ruminal bacterial taxa which probably explain their divergent feed efficiency phenotypes.
我们应用瘤胃和血浆代谢组学以及瘤胃16S rRNA基因测序来确定与杂交肉牛不同剩余体重增加表型相关的代谢途径和瘤胃细菌类群。一组108头杂交生长肉牛(平均体重 = 282.87 ± 30千克)在配备GrowSafe采食节点的封闭干栏中饲喂以草料为主的日粮56天,以确定它们的剩余体重增加(RADG)表型。在确定RADG后,从RADG最高(效率最高;n = 16;0.76千克/天)和最低(效率最低;n = 16;-0.65千克/天)的肉牛中采集血液和瘤胃液样本。使用化学同位素标记/液相色谱 - 质谱法对血浆和瘤胃液样本进行定量非靶向代谢组分析。两组肉牛的血浆和瘤胃液样本中差异丰富的代谢物通过错误发现率(FDR)调整后的P值≤0.05和曲线下面积(AUC)> 0.80来确定。通过定量途径富集分析确定与负RADG的肉牛相比,正RADG的肉牛中差异富集或减少(P≤0.05)的瘤胃和血浆代谢途径。在肉牛血浆中总共检测并鉴定出1629种代谢物;包括丙氨酰 - 苯丙氨酸、8 - 羟基鸟苷和羽扇豆醇在内的8种代谢物在RADG不同的肉牛中差异丰富(FDR≤0.05;AUC> 0.80);相对于负RADG的肉牛,正RADG的肉牛中有5条代谢途径包括类固醇激素生物合成、硫胺素代谢、丙酸代谢、磷酸戊糖途径和丁酸代谢富集(P≤0.05)。在肉牛瘤胃中总共检测并鉴定出1908种代谢物;所有代谢物的途径富集分析结果显示瘤胃中没有代谢途径发生改变(P> 0.05)。还使用16S rRNA基因测序分析瘤胃液样本以评估细菌群落组成。我们使用线性判别分析效应大小(LEfSe)在属水平上比较瘤胃细菌群落组成,以识别两组肉牛之间差异丰富的类群。LEfSe结果显示,与负RADG组相比,正RADG的肉牛中_vadinHA17和[此处可能有遗漏信息]的相对丰度更高,而负RADG组的肉牛与正RADG组相比,[此处可能有遗漏信息]、[此处可能有遗漏信息]、[此处可能有遗漏信息]、[此处可能有遗漏信息]、[此处可能有遗漏信息]和[此处可能有遗漏信息]的相对丰度更高。我们的结果表明,正或负RADG的肉牛在血浆代谢谱和一些瘤胃细菌类群上存在差异,这可能解释了它们不同的饲料效率表型。