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Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma
BACKGROUND: Alternative polyadenylation (APA) is a pervasive posttranscriptional mechanism regulating gene expression. However, the specific dysregulation of APA events and its potential biological or clinical significance in lung adenocarcinoma (LUAD) remain unclear. METHODS: Here, we collected RNA...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8012674/ https://www.ncbi.nlm.nih.gov/pubmed/33815479 http://dx.doi.org/10.3389/fgene.2021.645360 |
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author | Zhang, Yuchu Shen, Libing Shi, Qili Zhao, Guofang Wang, Fajiu |
author_facet | Zhang, Yuchu Shen, Libing Shi, Qili Zhao, Guofang Wang, Fajiu |
author_sort | Zhang, Yuchu |
collection | PubMed |
description | BACKGROUND: Alternative polyadenylation (APA) is a pervasive posttranscriptional mechanism regulating gene expression. However, the specific dysregulation of APA events and its potential biological or clinical significance in lung adenocarcinoma (LUAD) remain unclear. METHODS: Here, we collected RNA-Seq data from two independent datasets: GSE40419 (n = 146) and The Cancer Genome Atlas (TCGA) LUAD (n = 542). The DaPars algorithm was employed to characterize the APA profiles in tumor and normal samples. Spearman correlation was used to assess the effects of APA regulators on 3′ UTR changes in tumors. The Cox proportional hazard model was used to identify clinically relevant APA events and regulators. We stratified 512 patients with LUAD in the TCGA cohort through consensus clustering based on the expression of APA factors. FINDINGS: We identified remarkably consistent alternative 3′ UTR isoforms between the two cohorts, most of which were shortened in LUAD. Our analyses further suggested that aberrant usage of proximal polyA sites resulted in escape from miRNA binding, thus increasing gene expression. Notably, we found that the 3′ UTR lengths of the mRNA transcriptome were correlated with the expression levels of APA factors. We further identified that CPSF2 and CPEB3 may serve as key regulators in both datasets. Finally, four LUAD subtypes according to different APA factor expression patterns displayed distinct clinical results and oncogenic features related to tumor microenvironment including immune, metabolic, and hypoxic status. INTERPRETATION: Our analyses characterize the APA profiles among patients with LUAD and identify two key regulators for APA events in LUAD, CPSF2 and CPEB3, which could serve as the potential prognostic genes in LUAD. |
format | Online Article Text |
id | pubmed-8012674 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80126742021-04-02 Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma Zhang, Yuchu Shen, Libing Shi, Qili Zhao, Guofang Wang, Fajiu Front Genet Genetics BACKGROUND: Alternative polyadenylation (APA) is a pervasive posttranscriptional mechanism regulating gene expression. However, the specific dysregulation of APA events and its potential biological or clinical significance in lung adenocarcinoma (LUAD) remain unclear. METHODS: Here, we collected RNA-Seq data from two independent datasets: GSE40419 (n = 146) and The Cancer Genome Atlas (TCGA) LUAD (n = 542). The DaPars algorithm was employed to characterize the APA profiles in tumor and normal samples. Spearman correlation was used to assess the effects of APA regulators on 3′ UTR changes in tumors. The Cox proportional hazard model was used to identify clinically relevant APA events and regulators. We stratified 512 patients with LUAD in the TCGA cohort through consensus clustering based on the expression of APA factors. FINDINGS: We identified remarkably consistent alternative 3′ UTR isoforms between the two cohorts, most of which were shortened in LUAD. Our analyses further suggested that aberrant usage of proximal polyA sites resulted in escape from miRNA binding, thus increasing gene expression. Notably, we found that the 3′ UTR lengths of the mRNA transcriptome were correlated with the expression levels of APA factors. We further identified that CPSF2 and CPEB3 may serve as key regulators in both datasets. Finally, four LUAD subtypes according to different APA factor expression patterns displayed distinct clinical results and oncogenic features related to tumor microenvironment including immune, metabolic, and hypoxic status. INTERPRETATION: Our analyses characterize the APA profiles among patients with LUAD and identify two key regulators for APA events in LUAD, CPSF2 and CPEB3, which could serve as the potential prognostic genes in LUAD. Frontiers Media S.A. 2021-03-18 /pmc/articles/PMC8012674/ /pubmed/33815479 http://dx.doi.org/10.3389/fgene.2021.645360 Text en Copyright © 2021 Zhang, Shen, Shi, Zhao and Wang. http://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 | Genetics Zhang, Yuchu Shen, Libing Shi, Qili Zhao, Guofang Wang, Fajiu Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title | Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title_full | Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title_fullStr | Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title_full_unstemmed | Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title_short | Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma |
title_sort | comprehensive analysis of apa events and their association with tumor microenvironment in lung adenocarcinoma |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8012674/ https://www.ncbi.nlm.nih.gov/pubmed/33815479 http://dx.doi.org/10.3389/fgene.2021.645360 |
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