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Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma
Colorectal adenocarcinoma (CRC) ranks one of the five most lethal malignant tumors both in China and worldwide. Early diagnosis and treatment of CRC could substantially increase the survival rate. Emerging evidence has revealed the importance of gut microbiome on CRC, thus fecal microbial community...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8383742/ https://www.ncbi.nlm.nih.gov/pubmed/34447694 http://dx.doi.org/10.3389/fonc.2021.664321 |
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author | Yuan, Biao Ma, Bin Yu, Jing Meng, Qingkai Du, Tao Li, Hongyi Zhu, Yueyan Sun, Zikui Ma, Siping Song, Chun |
author_facet | Yuan, Biao Ma, Bin Yu, Jing Meng, Qingkai Du, Tao Li, Hongyi Zhu, Yueyan Sun, Zikui Ma, Siping Song, Chun |
author_sort | Yuan, Biao |
collection | PubMed |
description | Colorectal adenocarcinoma (CRC) ranks one of the five most lethal malignant tumors both in China and worldwide. Early diagnosis and treatment of CRC could substantially increase the survival rate. Emerging evidence has revealed the importance of gut microbiome on CRC, thus fecal microbial community could be termed as a potential screen for non-invasive diagnosis. Importantly, few numbers of bacteria genus as non-invasive biomarkers with high sensitivity and specificity causing less cost would be benefitted more in clinical compared with the whole microbial community analysis. Here we analyzed the gut microbiome between CRC patients and healthy people using 16s rRNA sequencing showing the divergence of microbial composition between case and control. Furthermore, ExtraTrees classifier was performed for the classification of CRC gut microbiome and heathy control, and 13 bacteria were screened as biomarkers for CRC. In addition, 13 biomarkers including 12 bacteria genera and FOBT showed an outstanding sensitivity and specificity for discrimination of CRC patients from healthy controls. This method could be used as a non-invasive method for CRC early diagnosis. |
format | Online Article Text |
id | pubmed-8383742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-83837422021-08-25 Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma Yuan, Biao Ma, Bin Yu, Jing Meng, Qingkai Du, Tao Li, Hongyi Zhu, Yueyan Sun, Zikui Ma, Siping Song, Chun Front Oncol Oncology Colorectal adenocarcinoma (CRC) ranks one of the five most lethal malignant tumors both in China and worldwide. Early diagnosis and treatment of CRC could substantially increase the survival rate. Emerging evidence has revealed the importance of gut microbiome on CRC, thus fecal microbial community could be termed as a potential screen for non-invasive diagnosis. Importantly, few numbers of bacteria genus as non-invasive biomarkers with high sensitivity and specificity causing less cost would be benefitted more in clinical compared with the whole microbial community analysis. Here we analyzed the gut microbiome between CRC patients and healthy people using 16s rRNA sequencing showing the divergence of microbial composition between case and control. Furthermore, ExtraTrees classifier was performed for the classification of CRC gut microbiome and heathy control, and 13 bacteria were screened as biomarkers for CRC. In addition, 13 biomarkers including 12 bacteria genera and FOBT showed an outstanding sensitivity and specificity for discrimination of CRC patients from healthy controls. This method could be used as a non-invasive method for CRC early diagnosis. Frontiers Media S.A. 2021-08-10 /pmc/articles/PMC8383742/ /pubmed/34447694 http://dx.doi.org/10.3389/fonc.2021.664321 Text en Copyright © 2021 Yuan, Ma, Yu, Meng, Du, Li, Zhu, Sun, Ma and Song 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 | Oncology Yuan, Biao Ma, Bin Yu, Jing Meng, Qingkai Du, Tao Li, Hongyi Zhu, Yueyan Sun, Zikui Ma, Siping Song, Chun Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title | Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title_full | Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title_fullStr | Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title_full_unstemmed | Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title_short | Fecal Bacteria as Non-Invasive Biomarkers for Colorectal Adenocarcinoma |
title_sort | fecal bacteria as non-invasive biomarkers for colorectal adenocarcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8383742/ https://www.ncbi.nlm.nih.gov/pubmed/34447694 http://dx.doi.org/10.3389/fonc.2021.664321 |
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