Cargando…
Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer
Gut microbiome alteration was closely associated with colorectal cancer (CRC). Previous studies had demonstrated the bacteria composition changes but lacked virome profiles, trans-kindom interactions, and reliable diagnostic model explorations in CRC. Hence, we performed metagenomic sequencing to in...
Autores principales: | , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8294192/ https://www.ncbi.nlm.nih.gov/pubmed/34307189 http://dx.doi.org/10.3389/fcimb.2021.657867 |
_version_ | 1783725184774045696 |
---|---|
author | Gao, Renyuan Zhu, Yefei Kong, Cheng Xia, Kai Li, Hao Zhu, Yin Zhang, Xiaohui Liu, Yongqiang Zhong, Hui Yang, Rong Chen, Chunqiu Qin, Nan Qin, Huanlong |
author_facet | Gao, Renyuan Zhu, Yefei Kong, Cheng Xia, Kai Li, Hao Zhu, Yin Zhang, Xiaohui Liu, Yongqiang Zhong, Hui Yang, Rong Chen, Chunqiu Qin, Nan Qin, Huanlong |
author_sort | Gao, Renyuan |
collection | PubMed |
description | Gut microbiome alteration was closely associated with colorectal cancer (CRC). Previous studies had demonstrated the bacteria composition changes but lacked virome profiles, trans-kindom interactions, and reliable diagnostic model explorations in CRC. Hence, we performed metagenomic sequencing to investigate the gut microbiome and microbial interactions in adenoma and CRC patients. We found the decreased microbial diversity in CRC and revealed the taxonomic alterations of bacteria and viruses were highly associated with CRC at the species level. The relative abundance of oral-derived species, such as Fusobacterium nucleatum, Fusobacterium hwasookii, Porphyromonas gingivalis, and Bacteroides fragilis, increased. At the same time, butyrate-producing and anti-inflammatory microbes decreased in adenoma and CRC by non-parametric Kruskal-Wallis test. Despite that, the relative abundance of Escherichia viruses and Salmonella viruses increased, whereas some phages, including Enterobacteria phages and Uncultured crAssphage, decreased along with CRC development. Gut bacteria was negatively associated with viruses in CRC and healthy control by correlation analysis (P=0.017 and 0.002, respectively). Viruses were much more dynamic than the bacteria as the disease progressed, and the altered microbial interactions were distinctively stage-dependent. The degree centrality of microbial interactions decreased while closeness centrality increased along with the adenoma to cancer development. Uncultured crAssphage was the key bacteriophage that enriched in healthy controls and positively associated with butyrate-producing bacteria. Diagnostic tests based on bacteria by random forest confirmed in independent cohorts showed better performance than viruses for CRC. In conclusion, our study revealed the novel CRC-associated bacteria and viruses that exhibited specific differences and intensive microbial correlations, which provided a reliable diagnostic panel for CRC. |
format | Online Article Text |
id | pubmed-8294192 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82941922021-07-22 Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer Gao, Renyuan Zhu, Yefei Kong, Cheng Xia, Kai Li, Hao Zhu, Yin Zhang, Xiaohui Liu, Yongqiang Zhong, Hui Yang, Rong Chen, Chunqiu Qin, Nan Qin, Huanlong Front Cell Infect Microbiol Cellular and Infection Microbiology Gut microbiome alteration was closely associated with colorectal cancer (CRC). Previous studies had demonstrated the bacteria composition changes but lacked virome profiles, trans-kindom interactions, and reliable diagnostic model explorations in CRC. Hence, we performed metagenomic sequencing to investigate the gut microbiome and microbial interactions in adenoma and CRC patients. We found the decreased microbial diversity in CRC and revealed the taxonomic alterations of bacteria and viruses were highly associated with CRC at the species level. The relative abundance of oral-derived species, such as Fusobacterium nucleatum, Fusobacterium hwasookii, Porphyromonas gingivalis, and Bacteroides fragilis, increased. At the same time, butyrate-producing and anti-inflammatory microbes decreased in adenoma and CRC by non-parametric Kruskal-Wallis test. Despite that, the relative abundance of Escherichia viruses and Salmonella viruses increased, whereas some phages, including Enterobacteria phages and Uncultured crAssphage, decreased along with CRC development. Gut bacteria was negatively associated with viruses in CRC and healthy control by correlation analysis (P=0.017 and 0.002, respectively). Viruses were much more dynamic than the bacteria as the disease progressed, and the altered microbial interactions were distinctively stage-dependent. The degree centrality of microbial interactions decreased while closeness centrality increased along with the adenoma to cancer development. Uncultured crAssphage was the key bacteriophage that enriched in healthy controls and positively associated with butyrate-producing bacteria. Diagnostic tests based on bacteria by random forest confirmed in independent cohorts showed better performance than viruses for CRC. In conclusion, our study revealed the novel CRC-associated bacteria and viruses that exhibited specific differences and intensive microbial correlations, which provided a reliable diagnostic panel for CRC. Frontiers Media S.A. 2021-07-06 /pmc/articles/PMC8294192/ /pubmed/34307189 http://dx.doi.org/10.3389/fcimb.2021.657867 Text en Copyright © 2021 Gao, Zhu, Kong, Xia, Li, Zhu, Zhang, Liu, Zhong, Yang, Chen, Qin and Qin https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cellular and Infection Microbiology Gao, Renyuan Zhu, Yefei Kong, Cheng Xia, Kai Li, Hao Zhu, Yin Zhang, Xiaohui Liu, Yongqiang Zhong, Hui Yang, Rong Chen, Chunqiu Qin, Nan Qin, Huanlong Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title | Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title_full | Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title_fullStr | Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title_full_unstemmed | Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title_short | Alterations, Interactions, and Diagnostic Potential of Gut Bacteria and Viruses in Colorectal Cancer |
title_sort | alterations, interactions, and diagnostic potential of gut bacteria and viruses in colorectal cancer |
topic | Cellular and Infection Microbiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8294192/ https://www.ncbi.nlm.nih.gov/pubmed/34307189 http://dx.doi.org/10.3389/fcimb.2021.657867 |
work_keys_str_mv | AT gaorenyuan alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT zhuyefei alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT kongcheng alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT xiakai alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT lihao alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT zhuyin alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT zhangxiaohui alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT liuyongqiang alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT zhonghui alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT yangrong alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT chenchunqiu alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT qinnan alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer AT qinhuanlong alterationsinteractionsanddiagnosticpotentialofgutbacteriaandvirusesincolorectalcancer |