Pan Zhe, Ma Tao, Steele Michael, Guan Le Luo
Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada.
Key Laboratory of Feed Biotechnology of the Ministry of Agriculture and Rural Affairs, Institute of Feed Research, Chinese Academy of Agricultural Sciences, Beijing 100081, China.
ISME Commun. 2024 Apr 9;4(1):ycae044. doi: 10.1093/ismeco/ycae044. eCollection 2024 Jan.
Perturbations and modulations during early life are vital to affect gut microbiome assembly and establishment. In this study, we assessed how microbial communities shifted during calf diarrhea and with probiotic yeast supplementation (, SCB) and determined the key bacterial taxa contributing to the microbial assembly shifts using a total of 393 fecal samples collected from 84 preweaned calves during an 8-week trial. Our results revealed that the microbial assembly patterns differed between healthy and diarrheic calves at 6- and 8-week of the trial, with healthy calves being stochastic-driven and diarrheic calves being deterministic-driven. The two-state Markov model revealed that SCB supplementation had a higher possibility to shift microbial assembly from deterministic- to stochastic-driven in diarrheic calves. Furthermore, a total of 23 and 21 genera were specific ecotypes to assembly patterns in SCB-responsive (SCB-fed calves did not exhibit diarrhea) and nonresponsive (SCB-fed calves occurred diarrhea) calves, respectively. Among these ecotypes, the area under a receiver operating characteristic curve revealed that and UCG 014, two unidentified genera from the family, had the highest predictiveness for microbial assembly patterns in SCB-responsive calves, while , , and were the most predictive bacterial taxa for microbial assembly patterns in SCB-nonresponsive calves. Our study suggests that microbiome perturbations and probiotic yeast supplementation serving as deterministic factors influenced assembly patterns during early life with critical genera being predictive for assembly patterns, which sheds light on mechanisms of microbial community establishment in the gut of neonatal calves during early life.
生命早期的扰动和调节对于影响肠道微生物群的组装和建立至关重要。在本研究中,我们评估了犊牛腹泻期间以及补充益生菌酵母(酿酒酵母,SCB)时微生物群落如何变化,并使用在为期8周的试验中从84头断奶前犊牛收集的总共393份粪便样本,确定了导致微生物组装变化的关键细菌类群。我们的结果显示,在试验的第6周和第8周,健康犊牛和腹泻犊牛的微生物组装模式不同,健康犊牛由随机过程驱动,腹泻犊牛由确定性过程驱动。双态马尔可夫模型显示,补充SCB使腹泻犊牛的微生物组装从确定性驱动转变为随机驱动的可能性更高。此外,分别有23个和21个属是SCB反应型(喂食SCB的犊牛未出现腹泻)和非反应型(喂食SCB的犊牛出现腹泻)犊牛组装模式的特定生态型。在这些生态型中,受试者工作特征曲线下面积显示,来自毛螺菌科的两个未鉴定属Barnesiella和UCG 014对SCB反应型犊牛的微生物组装模式具有最高预测性,而瘤胃球菌属、颤螺菌属和萨特氏菌属是SCB非反应型犊牛微生物组装模式的最具预测性的细菌类群。我们的研究表明,微生物群扰动和作为确定性因素的益生菌酵母补充影响了生命早期的组装模式,关键属对组装模式具有预测性,这为新生犊牛生命早期肠道微生物群落建立的机制提供了线索。