Shih Johnathan, Bloom Seth M, Xu Jiawu, Mitchell Caroline M, Elsherbini Joseph, Kwon Douglas S
bioRxiv. 2025 Aug 21:2025.08.15.670563. doi: 10.1101/2025.08.15.670563.
Live biotherapeutic products (LBPs) deliver microbial strains to modulate the host microbiota in order to promote health or treat and prevent disease. Since endogenous strains are already present, accurately evaluating LBP efficacy and mechanism of action requires distinguishing administered from endogenous strains. Although computational tools exist for inferring strains from short-read metagenomic data, few have been rigorously tested in the context of LBP treatment. Here, we assess the ability of StrainFacts, a computational tool for inferring strains from short-read metagenomic data, to estimate strain abundances and genotypes of endogenous and administered strains. We performed a simulation study of a single-strain LBP trial, modeling serial samples across a range of administered strain abundance, co-occurring endogenous strains, and sequencing depths. We found that StrainFacts accurately estimated both LBP and endogenous strain abundances and genotypes within simulated samples. We further validated methods using human vaginal microbiota samples spiked with CTV-05, the strain contained in the LBP LACTIN-V, which has been shown to reduce recurrent bacterial vaginosis. Our findings demonstrate that StrainFacts can robustly assess LBP and endogenous strain colonization, abundance, and dynamics in simulated and experimental microbiota samples, supporting its utility as an analysis tool for vaginal LBP therapeutic trial data.
活体生物治疗产品(LBPs)通过递送微生物菌株来调节宿主微生物群,以促进健康或治疗及预防疾病。由于内源性菌株已然存在,准确评估LBP的疗效和作用机制需要区分施用的菌株和内源性菌株。尽管存在从短读长宏基因组数据推断菌株的计算工具,但很少有工具在LBP治疗的背景下经过严格测试。在此,我们评估了StrainFacts(一种从短读长宏基因组数据推断菌株的计算工具)估计内源性菌株和施用菌株的丰度及基因型的能力。我们对单菌株LBP试验进行了模拟研究,对一系列施用菌株丰度、同时存在的内源性菌株和测序深度下的系列样本进行建模。我们发现StrainFacts能够准确估计模拟样本中LBP和内源性菌株的丰度及基因型。我们进一步使用添加了CTV-05(LBP产品LACTIN-V中含有的菌株,已证明其可减少复发性细菌性阴道病)的人类阴道微生物群样本对方法进行了验证。我们的研究结果表明,StrainFacts能够可靠地评估模拟和实验微生物群样本中LBP和内源性菌株的定殖、丰度及动态变化,支持其作为阴道LBP治疗试验数据的分析工具的实用性。