The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data

Recent research studies on interrogation of the tumor microbiome (including bacteria, viruses, and fungi) have yielded important insights into the role of microbes in carcinogenesis, therapeutic responses, and resistance. Once thought to be a sterile organ, a number of studies have showed the presen...

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Main Authors: Dong Yu, Tengjiao Wang, Dong Liang, Yue Mei, Wenbin Zou, Shiwei Guo
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.651350/full
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spelling doaj-f9d70794e8ef42a2838d3bed486897bf2021-05-31T15:03:58ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-05-011110.3389/fonc.2021.651350651350The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq DataDong Yu0Dong Yu1Tengjiao Wang2Tengjiao Wang3Dong Liang4Dong Liang5Yue Mei6Yue Mei7Wenbin Zou8Shiwei Guo9Center of Translational Medicine, Second Military Medical University, Shanghai, ChinaShanghai Key Laboratory of Cell Engineering, Shanghai, ChinaCenter of Translational Medicine, Second Military Medical University, Shanghai, ChinaShanghai Key Laboratory of Cell Engineering, Shanghai, ChinaCenter of Translational Medicine, Second Military Medical University, Shanghai, ChinaShanghai Key Laboratory of Cell Engineering, Shanghai, ChinaCenter of Translational Medicine, Second Military Medical University, Shanghai, ChinaShanghai Key Laboratory of Cell Engineering, Shanghai, ChinaDepartment of Gastroenterology, Changhai Hospital, Second Military Medical University, Shanghai, ChinaDepartment of General Surgery, Changhai Hospital, Second Military Medical University, Shanghai, ChinaRecent research studies on interrogation of the tumor microbiome (including bacteria, viruses, and fungi) have yielded important insights into the role of microbes in carcinogenesis, therapeutic responses, and resistance. Once thought to be a sterile organ, a number of studies have showed the presence of microbes within this organ in PDAC status. A microbiome–pancreas axis for PDAC (pancreatic ductal adenocarcinoma) carcinogenesis is proposed. However, the microbial composition of localized PDAC tissue is still unclear. The associations between microbiome and PDAC reported in previous studies were detected in an indirect way, which mostly used samples from stool, oral saliva, and intestinal samples. This study integrated 582 samples derived from PDAC tissues across four datasets and presented a landscape of tumor microbiome at the genus level in PDAC based on remining of RNA-Seq data. On average, there are hundreds of genera distributed in the PDAC tissue, and dozens of core microbiota were identified by PDAC tissue. The pan-microbiome of PDAC tissue was also estimated, which might surpass 2,500 genera. In addition, sampling sites (stroma vs. epithelium) and tissue source (human tissue vs. PDX) were found to have great effects on the microbial composition of PDAC tissue, but not the traditional risk factors (sex and age). It is the first study to systematically focus on exploring the microbial composition of PDAC tissue and is helpful to have a deep understanding of tumor microbiome. The identified specific taxa might be potential biomarkers for follow-up research studies.https://www.frontiersin.org/articles/10.3389/fonc.2021.651350/fullPDAC (pancreatic ductal adenocarcinoma)tumor tissuemicrobial compositionbiological factorsPERMANOVA (permutational multivariate analysis of variance) testWilcox test
collection DOAJ
language English
format Article
sources DOAJ
author Dong Yu
Dong Yu
Tengjiao Wang
Tengjiao Wang
Dong Liang
Dong Liang
Yue Mei
Yue Mei
Wenbin Zou
Shiwei Guo
spellingShingle Dong Yu
Dong Yu
Tengjiao Wang
Tengjiao Wang
Dong Liang
Dong Liang
Yue Mei
Yue Mei
Wenbin Zou
Shiwei Guo
The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
Frontiers in Oncology
PDAC (pancreatic ductal adenocarcinoma)
tumor tissue
microbial composition
biological factors
PERMANOVA (permutational multivariate analysis of variance) test
Wilcox test
author_facet Dong Yu
Dong Yu
Tengjiao Wang
Tengjiao Wang
Dong Liang
Dong Liang
Yue Mei
Yue Mei
Wenbin Zou
Shiwei Guo
author_sort Dong Yu
title The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
title_short The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
title_full The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
title_fullStr The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
title_full_unstemmed The Landscape of Microbial Composition and Associated Factors in Pancreatic Ductal Adenocarcinoma Using RNA-Seq Data
title_sort landscape of microbial composition and associated factors in pancreatic ductal adenocarcinoma using rna-seq data
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2021-05-01
description Recent research studies on interrogation of the tumor microbiome (including bacteria, viruses, and fungi) have yielded important insights into the role of microbes in carcinogenesis, therapeutic responses, and resistance. Once thought to be a sterile organ, a number of studies have showed the presence of microbes within this organ in PDAC status. A microbiome–pancreas axis for PDAC (pancreatic ductal adenocarcinoma) carcinogenesis is proposed. However, the microbial composition of localized PDAC tissue is still unclear. The associations between microbiome and PDAC reported in previous studies were detected in an indirect way, which mostly used samples from stool, oral saliva, and intestinal samples. This study integrated 582 samples derived from PDAC tissues across four datasets and presented a landscape of tumor microbiome at the genus level in PDAC based on remining of RNA-Seq data. On average, there are hundreds of genera distributed in the PDAC tissue, and dozens of core microbiota were identified by PDAC tissue. The pan-microbiome of PDAC tissue was also estimated, which might surpass 2,500 genera. In addition, sampling sites (stroma vs. epithelium) and tissue source (human tissue vs. PDX) were found to have great effects on the microbial composition of PDAC tissue, but not the traditional risk factors (sex and age). It is the first study to systematically focus on exploring the microbial composition of PDAC tissue and is helpful to have a deep understanding of tumor microbiome. The identified specific taxa might be potential biomarkers for follow-up research studies.
topic PDAC (pancreatic ductal adenocarcinoma)
tumor tissue
microbial composition
biological factors
PERMANOVA (permutational multivariate analysis of variance) test
Wilcox test
url https://www.frontiersin.org/articles/10.3389/fonc.2021.651350/full
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