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m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma
Background: 7-Methylguanosine (m7G) is an important posttranscriptional modification that regulates gene expression and is involved in tumorigenesis and development. Tumor microenvironment has been proven to be highly involved in tumor progression and prognosis. However, how m7G-associated genes aff...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9422053/ https://www.ncbi.nlm.nih.gov/pubmed/36046251 http://dx.doi.org/10.3389/fgene.2022.954840 |
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author | Wang, Guangyao Zhao, Mei Li, Jiao Li, Guosheng Zheng, Fukui Xu, Guanglan Hong, Xiaohua |
author_facet | Wang, Guangyao Zhao, Mei Li, Jiao Li, Guosheng Zheng, Fukui Xu, Guanglan Hong, Xiaohua |
author_sort | Wang, Guangyao |
collection | PubMed |
description | Background: 7-Methylguanosine (m7G) is an important posttranscriptional modification that regulates gene expression and is involved in tumorigenesis and development. Tumor microenvironment has been proven to be highly involved in tumor progression and prognosis. However, how m7G-associated genes affect the tumor microenvironment of patients with lung adenocarcinoma (LUAD) remains to be further clarified. Methods: The genetic alterations of m7G-associated genes and their associations with the prognosis and tumor microenvironment in LUAD patients were systemically analyzed. An m7G-Riskscore was established and analyzed for its performance in disease prognosis and association with patient response to immunotherapy. Expression of the model genes at the protein level was investigated through ex vivo experiments. A nomogram was finally obtained based on the m7G-Riskscore and several significant clinical pathological features. Results: m7G-Associated genes were obtained from five LUAD datasets from The Cancer Genome Atlas and Gene Expression Omnibus databases, and their expression pattern was determined. Based on the m7G-associated genes, three LUAD clusters were defined. The differentially expressed genes from the three clusters were screened and used to further divide the LUAD patients into two gene clusters. It was demonstrated that the alterations of m7G-associated genes were associated with the clinical pathological features, prognosis, and tumor immune infiltration in LUAD patients. An m7G-Riskscore including CAND1, RRM2, and SLC2A1 was obtained with robust and accurate prognostic performance. WB and cell immunofluorescence also showed significant dysregulation of CAND1, RRM2, and SLC2A1 in LUAD. In addition, a nomogram was established to improve the clinical feasibility of the m7G-Riskscore. Correlation analysis revealed that patients with a lower m7G-Riskscore had higher immune and stromal scores, responded well to chemotherapeutics and multiple targeted drugs, and survived longer. Patients with a higher m7G-Riskscore tended to suffer from a higher tumor mutation burden. Furthermore, the m7G-Riskscore exhibited significant associations with immune cell infiltration and cancer stemness. Conclusion: This study systemically analyzed m7G-associated genes and identified their potential role in tumor microenvironment and prognosis in patients with LUAD. The findings of the present study may help better understand LUAD from the m7G perspective and also provide a new thought toward the prognosis and treatment of LUAD. |
format | Online Article Text |
id | pubmed-9422053 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-94220532022-08-30 m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma Wang, Guangyao Zhao, Mei Li, Jiao Li, Guosheng Zheng, Fukui Xu, Guanglan Hong, Xiaohua Front Genet Genetics Background: 7-Methylguanosine (m7G) is an important posttranscriptional modification that regulates gene expression and is involved in tumorigenesis and development. Tumor microenvironment has been proven to be highly involved in tumor progression and prognosis. However, how m7G-associated genes affect the tumor microenvironment of patients with lung adenocarcinoma (LUAD) remains to be further clarified. Methods: The genetic alterations of m7G-associated genes and their associations with the prognosis and tumor microenvironment in LUAD patients were systemically analyzed. An m7G-Riskscore was established and analyzed for its performance in disease prognosis and association with patient response to immunotherapy. Expression of the model genes at the protein level was investigated through ex vivo experiments. A nomogram was finally obtained based on the m7G-Riskscore and several significant clinical pathological features. Results: m7G-Associated genes were obtained from five LUAD datasets from The Cancer Genome Atlas and Gene Expression Omnibus databases, and their expression pattern was determined. Based on the m7G-associated genes, three LUAD clusters were defined. The differentially expressed genes from the three clusters were screened and used to further divide the LUAD patients into two gene clusters. It was demonstrated that the alterations of m7G-associated genes were associated with the clinical pathological features, prognosis, and tumor immune infiltration in LUAD patients. An m7G-Riskscore including CAND1, RRM2, and SLC2A1 was obtained with robust and accurate prognostic performance. WB and cell immunofluorescence also showed significant dysregulation of CAND1, RRM2, and SLC2A1 in LUAD. In addition, a nomogram was established to improve the clinical feasibility of the m7G-Riskscore. Correlation analysis revealed that patients with a lower m7G-Riskscore had higher immune and stromal scores, responded well to chemotherapeutics and multiple targeted drugs, and survived longer. Patients with a higher m7G-Riskscore tended to suffer from a higher tumor mutation burden. Furthermore, the m7G-Riskscore exhibited significant associations with immune cell infiltration and cancer stemness. Conclusion: This study systemically analyzed m7G-associated genes and identified their potential role in tumor microenvironment and prognosis in patients with LUAD. The findings of the present study may help better understand LUAD from the m7G perspective and also provide a new thought toward the prognosis and treatment of LUAD. Frontiers Media S.A. 2022-08-10 /pmc/articles/PMC9422053/ /pubmed/36046251 http://dx.doi.org/10.3389/fgene.2022.954840 Text en Copyright © 2022 Wang, Zhao, Li, Li, Zheng, Xu and Hong. 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 | Genetics Wang, Guangyao Zhao, Mei Li, Jiao Li, Guosheng Zheng, Fukui Xu, Guanglan Hong, Xiaohua m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title | m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title_full | m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title_fullStr | m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title_full_unstemmed | m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title_short | m7G-Associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
title_sort | m7g-associated subtypes, tumor microenvironment, and validation of prognostic signature in lung adenocarcinoma |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9422053/ https://www.ncbi.nlm.nih.gov/pubmed/36046251 http://dx.doi.org/10.3389/fgene.2022.954840 |
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