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多队列分析揭示不同人群结直肠癌粪便样本中古菌的改变。

Multi-Cohort Analysis Reveals Altered Archaea in Colorectal Cancer Fecal Samples Across Populations.

作者信息

Li Tianhui, Coker Olabisi Oluwabukola, Sun Yang, Li Shiyu, Liu Chuanfa, Lin Yufeng, Wong Sunny H, Miao Yinglei, Sung Joseph J Y, Yu Jun

机构信息

Institute of Digestive Disease and Department of Medicine and Therapeutics, State Key Laboratory of Digestive Disease, Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Hong Kong.

Department of Gastroenterology, The First Affiliated Hospital of Kunming Medical University, Yunnan Province Clinical Research Center for Digestive Disease, Yunan Geriatric Medical Center, Kunming, China.

出版信息

Gastroenterology. 2025 Mar;168(3):525-538.e2. doi: 10.1053/j.gastro.2024.10.023. Epub 2024 Oct 28.

Abstract

BACKGROUND & AIMS: Archaea are important components of the host microbiome, but their roles in colorectal cancer (CRC) remain largely unclear. We aimed to elucidate the contribution of gut archaea to CRC across multiple populations.

METHODS

This study incorporated fecal metagenomic data from 10 independent cohorts across 7 countries and an additional in-house cohort, totaling 2101 metagenomes (748 CRC, 471 adenoma, and 882 healthy controls [HCs]). Taxonomic profiling was performed using Kraken2 against the Genome Taxonomy Database. Alterations of archaeal communities and their interactions with bacteria, as well as methanogenic functions were analyzed. A Random Forest model was used to identify multicohort diagnostic microbial biomarkers in CRC.

RESULTS

The overall archaeal alpha diversity shifted from HCs, patients with adenoma, to patients with CRC with the Methanobacteriota phylum enriched while the order Methanomassiliicoccales depleted. At the species level, Methanobrevibacter_A smithii and Methanobrevibacter_A sp002496065 were enriched, whereas 8 species, including Methanosphaera stadtmanae and Methanomassiliicoccus_A intestinalis, were depleted in patients with CRC across multiple cohorts. Among them, M stadtmanae, Methanobrevibacter_A sp900314695, and Methanocorpusculum sp001940805 exhibited a progressive decrease in the HC-adenoma-CRC sequence. CRC-depleted methanogenic archaea exhibited enhanced co-occurring interactions with butyrate-producing bacteria. Consistently, methanogenesis-related genes and pathways were enriched in patients with CRC. A model incorporating archaeal and bacterial biomarkers outperformed single-kingdom models in discriminating patients with CRC from healthy individuals with the area under the curve ranging from 0.744 to 0.931 in leave-one-cohort-out analysis.

CONCLUSIONS

This multicohort analysis uncovered significant alterations in gut archaea and their interactions with bacteria in healthy individuals, patients with adenoma, and patients with CRC. Archaeal biomarkers, combined with bacterial features, have potential as noninvasive diagnostic biomarkers for CRC.

摘要

背景与目的

古菌是宿主微生物群的重要组成部分,但其在结直肠癌(CRC)中的作用仍不清楚。我们旨在阐明肠道古菌对多个群体结直肠癌的影响。

方法

本研究纳入了来自7个国家的10个独立队列以及一个额外的内部队列的粪便宏基因组数据,共计2101个宏基因组(748例结直肠癌、471例腺瘤和882例健康对照[HCs])。使用Kraken2针对基因组分类数据库进行分类分析。分析古菌群落的变化及其与细菌的相互作用,以及产甲烷功能。使用随机森林模型识别结直肠癌中多队列诊断微生物生物标志物。

结果

总体古菌α多样性从健康对照、腺瘤患者到结直肠癌患者发生变化,甲烷杆菌门富集而甲烷球形菌目减少。在物种水平上,史密斯甲烷短杆菌和sp002496065甲烷短杆菌在多个队列的结直肠癌患者中富集,而包括史氏甲烷球形菌和肠道甲烷球形菌A在内的8个物种减少。其中,史氏甲烷球形菌、sp900314695甲烷短杆菌和sp001940805甲烷小体在健康对照-腺瘤-结直肠癌序列中呈逐渐下降趋势。结直肠癌中减少的产甲烷古菌与产丁酸细菌表现出增强的共现相互作用。一致地,产甲烷相关基因和途径在结直肠癌患者中富集。在留一队列分析中,包含古菌和细菌生物标志物的模型在区分结直肠癌患者和健康个体方面优于单界模型,曲线下面积范围为0.744至0.931。

结论

这项多队列分析揭示了健康个体、腺瘤患者和结直肠癌患者肠道古菌及其与细菌相互作用的显著变化。古菌生物标志物与细菌特征相结合,有潜力作为结直肠癌的非侵入性诊断生物标志物。

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