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不同阿克曼氏菌系统发育群对非小细胞肺癌患者PD-1阻断治疗临床反应的预测能力

Predictive power of different Akkermansia phylogroups in clinical response to PD-1 blockade against non-small cell lung cancer.

作者信息

Fan Peixin, Ni Mi, Fan Yu, Ksiezarek Magdalena, Fan Peixin

出版信息

bioRxiv. 2024 Aug 22:2024.08.21.608814. doi: 10.1101/2024.08.21.608814.

Abstract

Immune checkpoint blockade has emerged as a promising form of cancer therapy. However, only some patients respond to checkpoint inhibitors, while a significant proportion of patients do not, calling for the discovery of reliable biomarkers. Recent studies reported the importance of the gut microbiome in the clinical response to PD-1 blockade against advanced non-small cell lung cancer (NSCLC), highlighting Akkermansia muciniphila as a candidate biomarker. Motivated by the genomic and phenotypic differences across Akkermansia muciniphila strains and Akkermansia (Akk) phylogroups (AmIa, AmIb, AmII, AmIII and AmIV), we analyzed fecal metagenomic sequencing data from three publicly available NSCLC cohorts (n=425). Encouragingly, we found that patients' responses to PD-1 blockade are significantly different across different Akk phylogroups, highlighting the relatively stronger association between AmIa and positive response than the other phylogroups. We built a machine learning model based on Akk gene profiles, which improved the predictive power and shed light on a group of Akk genes that may be associated with the response to PD-1 blockade. In summary, our study underlines the benefits of high-resolution analysis of Akk genomes in the search for biomarkers that may improve the prediction of patients' responses to cancer immunotherapy.

摘要

免疫检查点阻断已成为一种很有前景的癌症治疗方式。然而,只有部分患者对检查点抑制剂有反应,而相当一部分患者没有反应,这就需要发现可靠的生物标志物。最近的研究报道了肠道微生物群在晚期非小细胞肺癌(NSCLC)患者对PD-1阻断治疗的临床反应中的重要性,强调嗜黏蛋白阿克曼氏菌作为一种候选生物标志物。鉴于嗜黏蛋白阿克曼氏菌菌株和阿克曼氏菌(Akk)系统发育组(AmIa、AmIb、AmII、AmIII和AmIV)之间的基因组和表型差异,我们分析了来自三个公开可用的NSCLC队列(n=425)的粪便宏基因组测序数据。令人鼓舞的是,我们发现患者对PD-1阻断的反应在不同的Akk系统发育组之间存在显著差异,突出了AmIa与阳性反应之间的关联比其他系统发育组相对更强。我们基于Akk基因谱构建了一个机器学习模型,该模型提高了预测能力,并揭示了一组可能与对PD-1阻断的反应相关的Akk基因。总之,我们的研究强调了对Akk基因组进行高分辨率分析在寻找可能改善癌症免疫治疗患者反应预测的生物标志物方面的益处。

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