Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma

Abstract Background Stomach adenocarcinoma (STAD) is the most common histological type of gastric cancer (GC). Macrophages are an essential part of the tumor microenvironment. We attempted to search for potential molecular markers associated with macrophages, which might be helpful for STAD diagnosi...

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Main Authors: Dun Pan, Zhipeng Li, Xin Lin, Liangqing Li
Format: Article
Language:English
Published: BMC 2023-06-01
Series:World Journal of Surgical Oncology
Subjects:
Online Access:https://doi.org/10.1186/s12957-023-03070-1
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author Dun Pan
Zhipeng Li
Xin Lin
Liangqing Li
author_facet Dun Pan
Zhipeng Li
Xin Lin
Liangqing Li
author_sort Dun Pan
collection DOAJ
description Abstract Background Stomach adenocarcinoma (STAD) is the most common histological type of gastric cancer (GC). Macrophages are an essential part of the tumor microenvironment. We attempted to search for potential molecular markers associated with macrophages, which might be helpful for STAD diagnosis and treatment. Methods Firstly, exosome in macrophages was extracted for RNA sequencing to identify differentially expressed microRNAs (miRNAs) (DEmiRNAs). Then, DEmiRNAs and differentially expressed mRNAs (DEmRNAs) were screened in the Cancer Genome Atlas (TCGA) database. The miRNAs related to macrophage M2 polarization were obtained by intersecting the DEmiRNAs obtained from the sequencing data and TCGA data. Using the Pearson correlation coefficient method, the mRNAs significantly related to macrophage M2 were screened out, followed by construction of the macrophage M2-miRNA-mRNA network. Subsequently, real-time-polymerase chain reaction (RT-PCR) and online datasets were applied to validate the expression of DEmiRNAs and DEmRNAs. Results A total of 6 DEmiRNAs were identified in RNA sequencing; 59 DEmiRNAs and 1838 DEmRNAs were identified in TCGA database. Among which, a common miRNA (hsa-miR-133a-3p) associated with the M2 polarization of macrophages was identified. Fifteen common mRNAs were obtained between DEmRNAs and mRNAs targeted by DEmiRNAs. Eventually, a core macrophage M2-1 down-regulated miRNA-7 and up-regulated mRNAs network was constructed, including hsa-miR-133a-3p, SLC39A1, TTYH3, HAVCR2, TPM3, XPO1, POU2F1, and MMP14. The expression of miRNA and mRNAs was in line with the validation results of RT-PCR and online datasets. Conclusion In this study, the screening of biomarkers in exosome of macrophage M2 may contribute to the prognosis of STAD patients.
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spelling doaj.art-0de95b509e2043a18403009d66f5add32023-07-02T11:17:45ZengBMCWorld Journal of Surgical Oncology1477-78192023-06-0121111710.1186/s12957-023-03070-1Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinomaDun Pan0Zhipeng Li1Xin Lin2Liangqing Li3Department of Gastrointestinal Surgery, the First Affiliated Hospital, Fujian Medical UniversityDepartment of Gastrointestinal Surgery, the First Affiliated Hospital, Fujian Medical UniversityDepartment of Gastrointestinal Surgery, the First Affiliated Hospital, Fujian Medical UniversityDepartment of Gastrointestinal Surgery, the First Affiliated Hospital, Fujian Medical UniversityAbstract Background Stomach adenocarcinoma (STAD) is the most common histological type of gastric cancer (GC). Macrophages are an essential part of the tumor microenvironment. We attempted to search for potential molecular markers associated with macrophages, which might be helpful for STAD diagnosis and treatment. Methods Firstly, exosome in macrophages was extracted for RNA sequencing to identify differentially expressed microRNAs (miRNAs) (DEmiRNAs). Then, DEmiRNAs and differentially expressed mRNAs (DEmRNAs) were screened in the Cancer Genome Atlas (TCGA) database. The miRNAs related to macrophage M2 polarization were obtained by intersecting the DEmiRNAs obtained from the sequencing data and TCGA data. Using the Pearson correlation coefficient method, the mRNAs significantly related to macrophage M2 were screened out, followed by construction of the macrophage M2-miRNA-mRNA network. Subsequently, real-time-polymerase chain reaction (RT-PCR) and online datasets were applied to validate the expression of DEmiRNAs and DEmRNAs. Results A total of 6 DEmiRNAs were identified in RNA sequencing; 59 DEmiRNAs and 1838 DEmRNAs were identified in TCGA database. Among which, a common miRNA (hsa-miR-133a-3p) associated with the M2 polarization of macrophages was identified. Fifteen common mRNAs were obtained between DEmRNAs and mRNAs targeted by DEmiRNAs. Eventually, a core macrophage M2-1 down-regulated miRNA-7 and up-regulated mRNAs network was constructed, including hsa-miR-133a-3p, SLC39A1, TTYH3, HAVCR2, TPM3, XPO1, POU2F1, and MMP14. The expression of miRNA and mRNAs was in line with the validation results of RT-PCR and online datasets. Conclusion In this study, the screening of biomarkers in exosome of macrophage M2 may contribute to the prognosis of STAD patients.https://doi.org/10.1186/s12957-023-03070-1Stomach adenocarcinomaExosomeMacrophage M2RNA sequencingmiRNAmRNA
spellingShingle Dun Pan
Zhipeng Li
Xin Lin
Liangqing Li
Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
World Journal of Surgical Oncology
Stomach adenocarcinoma
Exosome
Macrophage M2
RNA sequencing
miRNA
mRNA
title Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
title_full Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
title_fullStr Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
title_full_unstemmed Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
title_short Transcriptome sequencing and miRNA-mRNA network construction in exosome of macrophage M2 in stomach adenocarcinoma
title_sort transcriptome sequencing and mirna mrna network construction in exosome of macrophage m2 in stomach adenocarcinoma
topic Stomach adenocarcinoma
Exosome
Macrophage M2
RNA sequencing
miRNA
mRNA
url https://doi.org/10.1186/s12957-023-03070-1
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