Tianhui Li, Olabisi Oluwabukola Coker, Yang Sun, Shiyu Li, Chuanfa Liu, Yufeng Lin, Sunny H. Wong, Yinglei Miao, Joseph JY. Sung, Jun Yu
{"title":"多队列分析显示不同人群结直肠癌粪便样本中的古细菌发生了变化","authors":"Tianhui Li, Olabisi Oluwabukola Coker, Yang Sun, Shiyu Li, Chuanfa Liu, Yufeng Lin, Sunny H. Wong, Yinglei Miao, Joseph JY. Sung, Jun Yu","doi":"10.1053/j.gastro.2024.10.023","DOIUrl":null,"url":null,"abstract":"<h3>Background and aim</h3>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.<h3>Methods</h3>This study incorporated fecal metagenomic data from 10 independent cohorts from 7 countries and an additional in-house cohort, totaling 2101 metagenomes (748 CRC, 471 adenoma, and 882 healthy controls (HC)). Taxonomic profiling was performed using Kraken2 against the Genome Taxonomy Database. Alterations of archaeal communities and their interactions with bacteria and methanogenic functions were analyzed. Random Forest model was used to identify multicohort diagnostic microbial biomarkers in CRC.<h3>Results</h3>The overall archaeal alpha diversity shifted from HC, adenoma patients to CRC patients with <em>Methanobacteriota</em> phylum enriched while order <em>Methanomassiliicoccales</em> depleted. At the species level, <em>Methanobrevibacter_A smithii</em> and <em>Methanobrevibacter_A sp002496065</em> were enriched, while 8 species, including <em>Methanosphaera stadtmanae</em> and <em>Methanomassiliicoccus_A intestinalis</em>, were depleted in CRC patients across multiple cohorts. Among them, <em>M. stadmanae, Methanobrevibacter_A sp900314695 and Methanocorpusculum sp001940805</em> 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 CRC patients. A model incorporating archaeal and bacterial biomarkers outperformed single-kingdom models in discriminating CRC patients from healthy individuals with AUC ranging from 0.744 to 0.931 in leave-one-cohort-out analysis.<h3>Conclusions</h3>This multicohort analysis uncovered significant alterations in gut archaea and their interactions with bacteria in healthy individuals, adenoma patients and CRC patients. Archaeal biomarkers, combined with bacterial features, have potential as non-invasive diagnostic biomarkers for CRC.","PeriodicalId":12590,"journal":{"name":"Gastroenterology","volume":"67 1","pages":""},"PeriodicalIF":25.7000,"publicationDate":"2024-10-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multi-cohort analysis reveals altered archaea in colorectal cancer fecal samples across populations\",\"authors\":\"Tianhui Li, Olabisi Oluwabukola Coker, Yang Sun, Shiyu Li, Chuanfa Liu, Yufeng Lin, Sunny H. Wong, Yinglei Miao, Joseph JY. Sung, Jun Yu\",\"doi\":\"10.1053/j.gastro.2024.10.023\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<h3>Background and aim</h3>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.<h3>Methods</h3>This study incorporated fecal metagenomic data from 10 independent cohorts from 7 countries and an additional in-house cohort, totaling 2101 metagenomes (748 CRC, 471 adenoma, and 882 healthy controls (HC)). Taxonomic profiling was performed using Kraken2 against the Genome Taxonomy Database. Alterations of archaeal communities and their interactions with bacteria and methanogenic functions were analyzed. Random Forest model was used to identify multicohort diagnostic microbial biomarkers in CRC.<h3>Results</h3>The overall archaeal alpha diversity shifted from HC, adenoma patients to CRC patients with <em>Methanobacteriota</em> phylum enriched while order <em>Methanomassiliicoccales</em> depleted. At the species level, <em>Methanobrevibacter_A smithii</em> and <em>Methanobrevibacter_A sp002496065</em> were enriched, while 8 species, including <em>Methanosphaera stadtmanae</em> and <em>Methanomassiliicoccus_A intestinalis</em>, were depleted in CRC patients across multiple cohorts. Among them, <em>M. stadmanae, Methanobrevibacter_A sp900314695 and Methanocorpusculum sp001940805</em> 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 CRC patients. A model incorporating archaeal and bacterial biomarkers outperformed single-kingdom models in discriminating CRC patients from healthy individuals with AUC ranging from 0.744 to 0.931 in leave-one-cohort-out analysis.<h3>Conclusions</h3>This multicohort analysis uncovered significant alterations in gut archaea and their interactions with bacteria in healthy individuals, adenoma patients and CRC patients. 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Multi-cohort analysis reveals altered archaea in colorectal cancer fecal samples across populations
Background and aim
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 from 7 countries and an additional in-house cohort, totaling 2101 metagenomes (748 CRC, 471 adenoma, and 882 healthy controls (HC)). Taxonomic profiling was performed using Kraken2 against the Genome Taxonomy Database. Alterations of archaeal communities and their interactions with bacteria and methanogenic functions were analyzed. Random Forest model was used to identify multicohort diagnostic microbial biomarkers in CRC.
Results
The overall archaeal alpha diversity shifted from HC, adenoma patients to CRC patients with Methanobacteriota phylum enriched while order Methanomassiliicoccales depleted. At the species level, Methanobrevibacter_A smithii and Methanobrevibacter_A sp002496065 were enriched, while 8 species, including Methanosphaera stadtmanae and Methanomassiliicoccus_A intestinalis, were depleted in CRC patients across multiple cohorts. Among them, M. stadmanae, 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 CRC patients. A model incorporating archaeal and bacterial biomarkers outperformed single-kingdom models in discriminating CRC patients from healthy individuals with AUC 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, adenoma patients and CRC patients. Archaeal biomarkers, combined with bacterial features, have potential as non-invasive diagnostic biomarkers for CRC.
期刊介绍:
Gastroenterology is the most prominent journal in the field of gastrointestinal disease. It is the flagship journal of the American Gastroenterological Association and delivers authoritative coverage of clinical, translational, and basic studies of all aspects of the digestive system, including the liver and pancreas, as well as nutrition.
Some regular features of Gastroenterology include original research studies by leading authorities, comprehensive reviews and perspectives on important topics in adult and pediatric gastroenterology and hepatology. The journal also includes features such as editorials, correspondence, and commentaries, as well as special sections like "Mentoring, Education and Training Corner," "Diversity, Equity and Inclusion in GI," "Gastro Digest," "Gastro Curbside Consult," and "Gastro Grand Rounds."
Gastroenterology also provides digital media materials such as videos and "GI Rapid Reel" animations. It is abstracted and indexed in various databases including Scopus, Biological Abstracts, Current Contents, Embase, Nutrition Abstracts, Chemical Abstracts, Current Awareness in Biological Sciences, PubMed/Medline, and the Science Citation Index.