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miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma

Colon adenocarcinoma (COAD) is one of the most common malignant tumors. Tumor mutation burden (TMB) has become an independent biomarker for predicting the response to immune checkpoint inhibitors (ICIs). miRNAs play an important role in cancer-related immune regulation. However, the relationship bet...

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Autores principales: Xue, Weijie, Wang, Yixiu, Xie, Yuwei, Yang, Chenyu, Gong, Zhiqi, Guan, Chunyang, Wei, Chuqing, Zhu, Chengzhan, Niu, Zhaojian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274454/
https://www.ncbi.nlm.nih.gov/pubmed/34262855
http://dx.doi.org/10.3389/fonc.2021.634841
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author Xue, Weijie
Wang, Yixiu
Xie, Yuwei
Yang, Chenyu
Gong, Zhiqi
Guan, Chunyang
Wei, Chuqing
Zhu, Chengzhan
Niu, Zhaojian
author_facet Xue, Weijie
Wang, Yixiu
Xie, Yuwei
Yang, Chenyu
Gong, Zhiqi
Guan, Chunyang
Wei, Chuqing
Zhu, Chengzhan
Niu, Zhaojian
author_sort Xue, Weijie
collection PubMed
description Colon adenocarcinoma (COAD) is one of the most common malignant tumors. Tumor mutation burden (TMB) has become an independent biomarker for predicting the response to immune checkpoint inhibitors (ICIs). miRNAs play an important role in cancer-related immune regulation. However, the relationship between miRNA expression and TMB in COAD remains unclear. Therefore, the transcriptome profiling data, clinical data, mutation annotation data, and miRNA expression profiles for cases of COAD were downloaded from the TCGA database. Subsequently, 323 COAD cases were randomly divided into training and test sets. The differential expression of miRNAs in the high and low TMB groups in the training set was obtained as a signature using the least absolute shrinkage and selection operator (LASSO) logistic regression and verified in the test set. Based on the LASSO method, principal component analysis (PCA), and ROC, we found that the signature was credible because it can discriminate between high and low TMB levels. In addition, the correlation between the 18-miRNA-based signature and immune checkpoints was performed, followed by qRT-PCR, to measure the relative expression of 18 miRNAs in COAD patients. The miRNA-based model had a strong positive correlation with TMB and a weak positive correlation with CTLA4 and CD274 (PD-L1). However, no correlation was observed between the model and SNCA (PD-1). Finally, enrichment analysis of the 18 miRNAs was performed to explore their biological functions. The results demonstrated that 18 miRNAs were involved in the process of immunity and cancer pathways. In conclusion, the 18-miRNA-based signature can effectively predict and discriminate between the different TMB levels of COAD and provide a guide for its treatment with ICIs.
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spelling pubmed-82744542021-07-13 miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma Xue, Weijie Wang, Yixiu Xie, Yuwei Yang, Chenyu Gong, Zhiqi Guan, Chunyang Wei, Chuqing Zhu, Chengzhan Niu, Zhaojian Front Oncol Oncology Colon adenocarcinoma (COAD) is one of the most common malignant tumors. Tumor mutation burden (TMB) has become an independent biomarker for predicting the response to immune checkpoint inhibitors (ICIs). miRNAs play an important role in cancer-related immune regulation. However, the relationship between miRNA expression and TMB in COAD remains unclear. Therefore, the transcriptome profiling data, clinical data, mutation annotation data, and miRNA expression profiles for cases of COAD were downloaded from the TCGA database. Subsequently, 323 COAD cases were randomly divided into training and test sets. The differential expression of miRNAs in the high and low TMB groups in the training set was obtained as a signature using the least absolute shrinkage and selection operator (LASSO) logistic regression and verified in the test set. Based on the LASSO method, principal component analysis (PCA), and ROC, we found that the signature was credible because it can discriminate between high and low TMB levels. In addition, the correlation between the 18-miRNA-based signature and immune checkpoints was performed, followed by qRT-PCR, to measure the relative expression of 18 miRNAs in COAD patients. The miRNA-based model had a strong positive correlation with TMB and a weak positive correlation with CTLA4 and CD274 (PD-L1). However, no correlation was observed between the model and SNCA (PD-1). Finally, enrichment analysis of the 18 miRNAs was performed to explore their biological functions. The results demonstrated that 18 miRNAs were involved in the process of immunity and cancer pathways. In conclusion, the 18-miRNA-based signature can effectively predict and discriminate between the different TMB levels of COAD and provide a guide for its treatment with ICIs. Frontiers Media S.A. 2021-06-23 /pmc/articles/PMC8274454/ /pubmed/34262855 http://dx.doi.org/10.3389/fonc.2021.634841 Text en Copyright © 2021 Xue, Wang, Xie, Yang, Gong, Guan, Wei, Zhu and Niu 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
Xue, Weijie
Wang, Yixiu
Xie, Yuwei
Yang, Chenyu
Gong, Zhiqi
Guan, Chunyang
Wei, Chuqing
Zhu, Chengzhan
Niu, Zhaojian
miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title_full miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title_fullStr miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title_full_unstemmed miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title_short miRNA-Based Signature Associated With Tumor Mutational Burden in Colon Adenocarcinoma
title_sort mirna-based signature associated with tumor mutational burden in colon adenocarcinoma
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8274454/
https://www.ncbi.nlm.nih.gov/pubmed/34262855
http://dx.doi.org/10.3389/fonc.2021.634841
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