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动态微生物组和代谢组分析揭示了肠道微生物群与抗 PD-1 免疫治疗在肝细胞癌中的相互作用。

Dynamic microbiome and metabolome analyses reveal the interaction between gut microbiota and anti-PD-1 based immunotherapy in hepatocellular carcinoma.

机构信息

Department of Infectious Diseases, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong Province, China.

Department of Interventional Radiology, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong Province, China.

出版信息

Int J Cancer. 2022 Oct 15;151(8):1321-1334. doi: 10.1002/ijc.34118. Epub 2022 Jun 3.

DOI:10.1002/ijc.34118
PMID:35579980
Abstract

Hepatocellular carcinoma (HCC) is a severe disease with high mortality and global incidence. However, the interaction between the gut microbiome and combined immunotherapy for HCC is yet unclear. In this prospective clinical study, patients with unresectable HCC who had not received systemic treatment previously were recruited. Fecal and serum samples were collected at the baseline point and before each subsequent administration as specified. Between 20 October 2019 and 2 February 2021, 61 patients were screened for eligibility, of whom 35 patients were finally included in this study. Alpha diversity of fecal samples from patients who responded to immunotherapy was higher than that of nonresponders at baseline. However, the prominent alpha-diversity between responders and nonresponders became similar as early as week 6 after treatment. The beta diversity of intergroup did not show significant difference at the ninth week after treatment. Alpha-d-Glucose was the only serum metabolite that differed between the responders and nonresponders after 3 months. Responder-enriched Ruminococcus showed a positive correlation with serum galactaric acid, while Klebsiella was positively associated with 3-methylindole and lenticin (all P < .01). The machine learning classifier based on serum metabolites were more able to discriminate HCC patients who potentially benefited from immunotherapy at baseline (AUC 0.793, 95% CI: 0.632-0.954) than the classifier of gut microbiome. In conclusion, gut microbiome biomarkers are associated with the response to anti-PD-1 based immunotherapy in HCC patients. Classifiers based on gut microbiota and serum metabolites are feasible.

摘要

肝细胞癌 (HCC) 是一种死亡率和全球发病率都很高的严重疾病。然而,肠道微生物组与 HCC 的联合免疫治疗之间的相互作用尚不清楚。在这项前瞻性临床研究中,招募了先前未接受过系统治疗的不可切除 HCC 患者。在基线点和随后每次给药前收集粪便和血清样本。在 2019 年 10 月 20 日至 2021 年 2 月 2 日期间,对 61 名患者进行了入选资格筛选,其中 35 名患者最终纳入本研究。对免疫治疗有反应的患者的粪便样本的 alpha 多样性在基线时高于无反应者。然而,治疗后第 6 周, responder 和 nonresponder 之间的 alpha 多样性差异变得相似。治疗后第 9 周,两组之间的 beta 多样性无显著差异。在 3 个月后,alpha-d-葡萄糖是 responders 和 nonresponder 之间唯一存在差异的血清代谢物。应答者富集的 Ruminococcus 与血清半乳糖酸呈正相关,而 Klebsiella 与 3-甲基吲哚和 lenticin 呈正相关(均 P <.01)。基于血清代谢物的机器学习分类器在基线时更能区分可能从免疫治疗中受益的 HCC 患者(AUC 0.793,95%CI:0.632-0.954),优于肠道微生物组的分类器。总之,肠道微生物组生物标志物与 HCC 患者对基于抗 PD-1 的免疫治疗的反应相关。基于肠道微生物组和血清代谢物的分类器是可行的。

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