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Intestinal microbiota signatures of clinical response and immune-related adverse events in melanoma patients treated with anti-PD-1

不利影响 黑色素瘤 免疫学 免疫系统 医学 内科学 癌症研究
作者
John A. McCulloch,Diwakar Davar,Richard R. Rodrigues,Jonathan H. Badger,Jennifer R. Fang,Alicia M. Cole,Ascharya K. Balaji,Marie Vétizou,Stephanie Prescott,Miriam R. Fernandes,Raquel Costa,Wuxing Yuan,Rosalba Salcedo,Erol Bahadiroglu,Soumen Roy,Richelle DeBlasio,Robert M. Morrison,Joë-Marc Chauvin,Quanquan Ding,Bochra Zidi
出处
期刊:Nature Medicine [Nature Portfolio]
卷期号:28 (3): 545-556 被引量:420
标识
DOI:10.1038/s41591-022-01698-2
摘要

Ample evidence indicates that the gut microbiome is a tumor-extrinsic factor associated with antitumor response to anti-programmed cell death protein-1 (PD-1) therapy, but inconsistencies exist between published microbial signatures associated with clinical outcomes. To resolve this, we evaluated a new melanoma cohort, along with four published datasets. Time-to-event analysis showed that baseline microbiota composition was optimally associated with clinical outcome at approximately 1 year after initiation of treatment. Meta-analysis and other bioinformatic analyses of the combined data show that bacteria associated with favorable response are confined within the Actinobacteria phylum and the Lachnospiraceae/Ruminococcaceae families of Firmicutes. Conversely, Gram-negative bacteria were associated with an inflammatory host intestinal gene signature, increased blood neutrophil-to-lymphocyte ratio, and unfavorable outcome. Two microbial signatures, enriched for Lachnospiraceae spp. and Streptococcaceae spp., were associated with favorable and unfavorable clinical response, respectively, and with distinct immune-related adverse effects. Despite between-cohort heterogeneity, optimized all-minus-one supervised learning algorithms trained on batch-corrected microbiome data consistently predicted outcomes to programmed cell death protein-1 therapy in all cohorts. Gut microbial communities (microbiotypes) with nonuniform geographical distribution were associated with favorable and unfavorable outcomes, contributing to discrepancies between cohorts. Our findings shed new light on the complex interaction between the gut microbiome and response to cancer immunotherapy, providing a roadmap for future studies. Integrated analysis of microbiome and host cell transcriptional data on clinically annotated cohorts of patients with melanoma who were treated with anti-programmed cell death protein-1, uncovers new associations of streptococcus species with immune-related adverse effects and finds consistent microbiome associations with clinical outcomes.
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