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The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma

BACKGROUND: There is a close relationship between radiotherapy and autophagy in tumors, but the prognostic role of radiotherapy-related autophagy genes (RRAGs) in lung adenocarcinoma (LUAD) remains unclear. METHODS: Data used in the current study were extracted from The Cancer Genome Atlas (TCGA) an...

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Autores principales: Gao, Jingyan, Lu, Fei, Yan, Jiawen, Wang, Run, Xia, Yaoxiong, Wang, Li, Li, Lan, Chang, Li, Li, Wenhui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606704/
https://www.ncbi.nlm.nih.gov/pubmed/36311724
http://dx.doi.org/10.3389/fimmu.2022.992626
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author Gao, Jingyan
Lu, Fei
Yan, Jiawen
Wang, Run
Xia, Yaoxiong
Wang, Li
Li, Lan
Chang, Li
Li, Wenhui
author_facet Gao, Jingyan
Lu, Fei
Yan, Jiawen
Wang, Run
Xia, Yaoxiong
Wang, Li
Li, Lan
Chang, Li
Li, Wenhui
author_sort Gao, Jingyan
collection PubMed
description BACKGROUND: There is a close relationship between radiotherapy and autophagy in tumors, but the prognostic role of radiotherapy-related autophagy genes (RRAGs) in lung adenocarcinoma (LUAD) remains unclear. METHODS: Data used in the current study were extracted from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Weighted gene co-expression network analysis (WGCNA) was executed to recognize module genes associated with radiotherapy. The differentially expressed genes (DEGs) between different radiotherapy response groups were filtered via edgeR package. The differentially expressed radiotherapy-related autophagy genes (DERRAGs) were obtained by overlapping the module genes, DEGs, and autophagy genes (ATGs). Then, prognostic autophagy genes were selected by Cox analyses, and a risk model and nomogram were subsequently built. Gene Set Enrichment Analysis (GSEA) and single-sample Gene Set Enrichment Analysis (ssGSEA) were performed to investigate potential mechanisms through which prognostic autophagy signatures regulate LUAD. Radiotherapy-resistant cell lines (A549IR and PC9IR) were established after exposure to hypo-fractionated irradiation. Ultimately, mRNA expression was validated by quantitative real-time PCR (qRT-PCR), and relative protein levels were measured in different cell lines by western blot. RESULTS: A total of 11 DERRAGs were identified in LUAD. After Cox analyses, SHC1, NAPSA, and AURKA were filtered as prognostic signatures in LUAD. Then, the risk score model was constructed using the prognostic signatures, which had a good performance in predicting the prognosis, as evidenced by receiver operating characteristics curves. Furthermore, Cox regression analyses demonstrated that risk score was deemed as an independent prognostic factor in LUAD. Moreover, GSEA and ssGSEA results revealed that prognostic RRAGs may regulate LUAD by modulating the immune microenvironment and affecting cell proliferation. The colony formation assay showed that the radiosensitivity of radiation-resistant cell lines was lower than that of primary cells. The western blot assay found that the levels of autophagy were elevated in the radiotherapy-resistant cell lines. Moreover, the expression of DERRAGs (SHC1, AURKA) was higher in the radiotherapy-resistant cells than in primary cells. CONCLUSION: Our study explored the role of RRAGs in the prognosis of LUAD and identified three biomarkers. The findings enhanced the understanding of the relationship between radiotherapy, autophagy, and prognosis in LUAD and provided potential therapeutic targets for LUAD patients.
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spelling pubmed-96067042022-10-28 The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma Gao, Jingyan Lu, Fei Yan, Jiawen Wang, Run Xia, Yaoxiong Wang, Li Li, Lan Chang, Li Li, Wenhui Front Immunol Immunology BACKGROUND: There is a close relationship between radiotherapy and autophagy in tumors, but the prognostic role of radiotherapy-related autophagy genes (RRAGs) in lung adenocarcinoma (LUAD) remains unclear. METHODS: Data used in the current study were extracted from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Weighted gene co-expression network analysis (WGCNA) was executed to recognize module genes associated with radiotherapy. The differentially expressed genes (DEGs) between different radiotherapy response groups were filtered via edgeR package. The differentially expressed radiotherapy-related autophagy genes (DERRAGs) were obtained by overlapping the module genes, DEGs, and autophagy genes (ATGs). Then, prognostic autophagy genes were selected by Cox analyses, and a risk model and nomogram were subsequently built. Gene Set Enrichment Analysis (GSEA) and single-sample Gene Set Enrichment Analysis (ssGSEA) were performed to investigate potential mechanisms through which prognostic autophagy signatures regulate LUAD. Radiotherapy-resistant cell lines (A549IR and PC9IR) were established after exposure to hypo-fractionated irradiation. Ultimately, mRNA expression was validated by quantitative real-time PCR (qRT-PCR), and relative protein levels were measured in different cell lines by western blot. RESULTS: A total of 11 DERRAGs were identified in LUAD. After Cox analyses, SHC1, NAPSA, and AURKA were filtered as prognostic signatures in LUAD. Then, the risk score model was constructed using the prognostic signatures, which had a good performance in predicting the prognosis, as evidenced by receiver operating characteristics curves. Furthermore, Cox regression analyses demonstrated that risk score was deemed as an independent prognostic factor in LUAD. Moreover, GSEA and ssGSEA results revealed that prognostic RRAGs may regulate LUAD by modulating the immune microenvironment and affecting cell proliferation. The colony formation assay showed that the radiosensitivity of radiation-resistant cell lines was lower than that of primary cells. The western blot assay found that the levels of autophagy were elevated in the radiotherapy-resistant cell lines. Moreover, the expression of DERRAGs (SHC1, AURKA) was higher in the radiotherapy-resistant cells than in primary cells. CONCLUSION: Our study explored the role of RRAGs in the prognosis of LUAD and identified three biomarkers. The findings enhanced the understanding of the relationship between radiotherapy, autophagy, and prognosis in LUAD and provided potential therapeutic targets for LUAD patients. Frontiers Media S.A. 2022-10-13 /pmc/articles/PMC9606704/ /pubmed/36311724 http://dx.doi.org/10.3389/fimmu.2022.992626 Text en Copyright © 2022 Gao, Lu, Yan, Wang, Xia, Wang, Li, Chang and Li 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 Immunology
Gao, Jingyan
Lu, Fei
Yan, Jiawen
Wang, Run
Xia, Yaoxiong
Wang, Li
Li, Lan
Chang, Li
Li, Wenhui
The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title_full The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title_fullStr The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title_full_unstemmed The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title_short The role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
title_sort role of radiotherapy-related autophagy genes in the prognosis and immune infiltration in lung adenocarcinoma
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9606704/
https://www.ncbi.nlm.nih.gov/pubmed/36311724
http://dx.doi.org/10.3389/fimmu.2022.992626
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