Department of Twin Research and Genetic Epidemiology, King's College London, London, UK.
Department CIBIO, University of Trento, Trento, Italy.
Nat Med. 2022 Mar;28(3):535-544. doi: 10.1038/s41591-022-01695-5. Epub 2022 Feb 28.
The composition of the gut microbiome has been associated with clinical responses to immune checkpoint inhibitor (ICI) treatment, but there is limited consensus on the specific microbiome characteristics linked to the clinical benefits of ICIs. We performed shotgun metagenomic sequencing of stool samples collected before ICI initiation from five observational cohorts recruiting ICI-naive patients with advanced cutaneous melanoma (n = 165). Integrating the dataset with 147 metagenomic samples from previously published studies, we found that the gut microbiome has a relevant, but cohort-dependent, association with the response to ICIs. A machine learning analysis confirmed the link between the microbiome and overall response rates (ORRs) and progression-free survival (PFS) with ICIs but also revealed limited reproducibility of microbiome-based signatures across cohorts. Accordingly, a panel of species, including Bifidobacterium pseudocatenulatum, Roseburia spp. and Akkermansia muciniphila, associated with responders was identified, but no single species could be regarded as a fully consistent biomarker across studies. Overall, the role of the human gut microbiome in ICI response appears more complex than previously thought, extending beyond differing microbial species simply present or absent in responders and nonresponders. Future studies should adopt larger sample sizes and take into account the complex interplay of clinical factors with the gut microbiome over the treatment course.
肠道微生物组的组成与免疫检查点抑制剂(ICI)治疗的临床反应有关,但对于与 ICI 临床获益相关的特定微生物组特征,尚未达成共识。我们对来自五个招募初治晚期皮肤黑色素瘤患者的观察队列的 ICI 起始前采集的粪便样本进行了 shotgun 宏基因组测序(n=165)。将该数据集与来自先前发表的研究的 147 个宏基因组样本进行整合,我们发现肠道微生物组与 ICI 的反应具有相关性,但与队列有关。机器学习分析证实了微生物组与 ICI 的总体缓解率(ORR)和无进展生存期(PFS)之间的联系,但也揭示了基于微生物组的特征在队列之间的可重复性有限。因此,确定了一组与应答者相关的物种,包括双歧杆菌假长双歧杆菌、Roseburia spp.和阿克曼氏菌粘液亚种,但没有任何单一物种可以被视为整个研究中的完全一致的生物标志物。总体而言,人类肠道微生物组在 ICI 反应中的作用比以前认为的更为复杂,超出了应答者和无应答者中存在或不存在的不同微生物物种的简单差异。未来的研究应采用更大的样本量,并考虑到临床因素与肠道微生物组在治疗过程中的复杂相互作用。