Enriched pathways in gut microbiome predict response to immune checkpoint inhibitor treatment across demographic regions and various cancer types

IF 4.1 2区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES iScience Pub Date : 2025-03-04 DOI:10.1016/j.isci.2025.112162
Xunhui Cai , Jennifer Y. Cho , Lijun Chen , Yufeng Liu , Fenghu Ji , Katia Salgado , Siyi Ge , Dehua Yang , Hui Yu , Jianbo Shao , P. Andrew Futreal , Boris Sepesi , Don Gibbons , Yaobing Chen , Guoping Wang , Chao Cheng , Meng Wu , Jianjun Zhang , Ansel Hsiao , Tian Xia
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Abstract

Understanding the effect of gut microbiota function on immune checkpoint inhibitor (ICI) responses is urgently needed. Here, we integrated 821 fecal metagenomes from 12 datasets to identify differentially abundant genes and construct random forest models to predict ICI response. Gene markers demonstrated excellent predictive performance, with an average area under the curve (AUC) of 0.810. Pathway analyses revealed that quorum sensing (QS), ABC transporters, flagellar assembly, and amino acid biosynthesis pathways were enriched between responders (R) and non-responders (NRs) across 12 datasets. Furthermore, luxS, manA, fliC, and trpB exhibited consistent changes between R and NR across 12 datasets. Follow-up microbiota transplant experiments showed that inter-species signaling by different QS autoinducer-2 (AI-2) molecules (synthesized by luxS) can act on overall community function to promote the colonization of Akkermansia muciniphila, which is associated with superior ICI responses. Together, our data highlight the role of gut microbiota function in modulating the microbiome and antitumor immunity.

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肠道微生物组中丰富的通路可预测不同人口统计学区域和不同癌症类型对免疫检查点抑制剂治疗的反应
迫切需要了解肠道微生物群功能对免疫检查点抑制剂(ICI)反应的影响。在这里,我们整合了来自12个数据集的821个粪便宏基因组,以识别差异丰富的基因,并构建随机森林模型来预测ICI反应。基因标记具有较好的预测效果,平均曲线下面积(AUC)为0.810。途径分析显示,在12个数据集中,应答者(R)和无应答者(nr)之间的群体感应(QS)、ABC转运体、鞭毛组装和氨基酸生物合成途径富集。此外,luxS、manA、fliC和trpB在12个数据集的R和NR之间表现出一致的变化。后续的菌群移植实验表明,不同QS自诱导剂-2 (AI-2)分子(由luxS合成)的种间信号传导可作用于整体群落功能,促进嗜muciniphila的定植,从而获得较好的ICI应答。总之,我们的数据强调了肠道微生物群功能在调节微生物群和抗肿瘤免疫中的作用。
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来源期刊
iScience
iScience Multidisciplinary-Multidisciplinary
CiteScore
7.20
自引率
1.70%
发文量
1972
审稿时长
6 weeks
期刊介绍: Science has many big remaining questions. To address them, we will need to work collaboratively and across disciplines. The goal of iScience is to help fuel that type of interdisciplinary thinking. iScience is a new open-access journal from Cell Press that provides a platform for original research in the life, physical, and earth sciences. The primary criterion for publication in iScience is a significant contribution to a relevant field combined with robust results and underlying methodology. The advances appearing in iScience include both fundamental and applied investigations across this interdisciplinary range of topic areas. To support transparency in scientific investigation, we are happy to consider replication studies and papers that describe negative results. We know you want your work to be published quickly and to be widely visible within your community and beyond. With the strong international reputation of Cell Press behind it, publication in iScience will help your work garner the attention and recognition it merits. Like all Cell Press journals, iScience prioritizes rapid publication. Our editorial team pays special attention to high-quality author service and to efficient, clear-cut decisions based on the information available within the manuscript. iScience taps into the expertise across Cell Press journals and selected partners to inform our editorial decisions and help publish your science in a timely and seamless way.
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