Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma
BackgroundAlternative 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.MethodsHere, we collected RNA-Seq...
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doaj-7e022da13db74dbaa3d56133f8ae39772021-03-18T05:39:30ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-03-011210.3389/fgene.2021.645360645360Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung AdenocarcinomaYuchu Zhang0Yuchu Zhang1Libing Shen2Qili Shi3Guofang Zhao4Guofang Zhao5Fajiu Wang6Fajiu Wang7Department of Intensive Care Medicine, HwaMei Hospital, University of Chinese Academy of Sciences, Ningbo, ChinaNingbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, ChinaInstitute of Neuroscience, Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai, ChinaFudan University Shanghai Cancer Center and Institutes of Biomedical Sciences, Shanghai Medical College, Fudan University, Shanghai, ChinaNingbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, ChinaDepartment of Cardiothoracic Surgery, HwaMei Hospital, University of Chinese Academy of Sciences, Ningbo, ChinaNingbo Institute of Life and Health Industry, University of Chinese Academy of Sciences, Ningbo, ChinaDepartment of Cardiothoracic Surgery, HwaMei Hospital, University of Chinese Academy of Sciences, Ningbo, ChinaBackgroundAlternative 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.MethodsHere, 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.FindingsWe 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.InterpretationOur 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.https://www.frontiersin.org/articles/10.3389/fgene.2021.645360/fullalternative polyadenylationlung adenocarcinomaimmunitymetabolismmiRNA |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yuchu Zhang Yuchu Zhang Libing Shen Qili Shi Guofang Zhao Guofang Zhao Fajiu Wang Fajiu Wang |
spellingShingle |
Yuchu Zhang Yuchu Zhang Libing Shen Qili Shi Guofang Zhao Guofang Zhao Fajiu Wang Fajiu Wang Comprehensive Analysis of APA Events and Their Association With Tumor Microenvironment in Lung Adenocarcinoma Frontiers in Genetics alternative polyadenylation lung adenocarcinoma immunity metabolism miRNA |
author_facet |
Yuchu Zhang Yuchu Zhang Libing Shen Qili Shi Guofang Zhao Guofang Zhao Fajiu Wang Fajiu Wang |
author_sort |
Yuchu Zhang |
title |
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_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_sort |
comprehensive analysis of apa events and their association with tumor microenvironment in lung adenocarcinoma |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Genetics |
issn |
1664-8021 |
publishDate |
2021-03-01 |
description |
BackgroundAlternative 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.MethodsHere, 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.FindingsWe 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.InterpretationOur 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. |
topic |
alternative polyadenylation lung adenocarcinoma immunity metabolism miRNA |
url |
https://www.frontiersin.org/articles/10.3389/fgene.2021.645360/full |
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