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m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma
BACKGROUND: Lung cancer is the leading cause of mortality in cancer patients. N7-methylguanosine (m7G) modification as a translational regulation pattern has been reported to participate in multiple types of cancer progression, but little is known in lung cancer. This study attempts to explore the r...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9902657/ https://www.ncbi.nlm.nih.gov/pubmed/36761423 http://dx.doi.org/10.3389/fonc.2022.1055605 |
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author | Liu, Yafei Jiang, Bin Lin, Chunjie Zhu, Wanyinhui Chen, Dingrui Sheng, Yinuo Lou, Zhiling Ji, Zhiheng Wu, Chuanqiang Wu, Ming |
author_facet | Liu, Yafei Jiang, Bin Lin, Chunjie Zhu, Wanyinhui Chen, Dingrui Sheng, Yinuo Lou, Zhiling Ji, Zhiheng Wu, Chuanqiang Wu, Ming |
author_sort | Liu, Yafei |
collection | PubMed |
description | BACKGROUND: Lung cancer is the leading cause of mortality in cancer patients. N7-methylguanosine (m7G) modification as a translational regulation pattern has been reported to participate in multiple types of cancer progression, but little is known in lung cancer. This study attempts to explore the role of m7G-related proteins in genetic and epigenetic variations in lung adenocarcinoma, and its relationship with clinical prognosis, immune infiltration, and immunotherapy. METHODS: Sequencing data were obtained from the Genomic Data Commons (GDC) Data Portal and Gene Expression Omnibus (GEO) databases. Consensus clustering was utilized to distinguish m7G clusters, and responses to immunotherapy were also evaluated. Moreover, univariate and multivariate Cox and Least absolute shrinkage and selection operator LASSO Cox regression analyses were used to screen independent prognostic factors and generated risk scores for constructing a survival prediction model. Multiple cell types such as epithelial cells and immune cells were identified to verify the bulk RNA results. Short hairpin RNA (shRNA) Tet-on plasmids, Clustered Regularly Interspaced Short Palindromic Repeats CRISPR/Cas9 for knockout plasmids, and nucleoside diphosphate linked to moiety X-type motif 4 (NUDT4) overexpression plasmids were constructed to inhibit or promote tumor cell NUDT4 expression, then RT-qPCR, Cell Counting Kit-8 CCK8 proliferation assay, and Transwell assay were used to observe tumor cell biological functions. RESULTS: Fifteen m7G-related genes were highly expressed in tumor samples, and 12 genes were associated with poor prognosis. m7G cluster-B had lower immune infiltration level, worse survival, and samples that predicted poor responses to immunotherapy. The multivariate Cox model showed that NUDT4 and WDR4 (WD repeat domain 4) were independent risk factors. Single-cell m7G gene set variation analysis (GSVA) scores also had a negative correlation tendency with immune infiltration level and T-cell Programmed Death-1 PD-1 expression, but the statistics were not significant. Knocking down and knocking out the NUDT4 expression significantly inhibited cell proliferation capability in A549 and H1299 cells. In contrast, overexpressing NUDT4 promoted tumor cell proliferation. However, there was no difference in migration capability in the knockdown, knockout, or overexpression groups. CONCLUSIONS: Our study revealed that m7G modification-related proteins are closely related to the tumor microenvironment, immune cell infiltration, responses to immunotherapy, and patients’ prognosis in lung adenocarcinoma and could be useful biomarkers for the identification of patients who could benefit from immunotherapy. The m7G modification protein NUDT4 may be a novel biomarker in promoting the progression of lung cancer. |
format | Online Article Text |
id | pubmed-9902657 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99026572023-02-08 m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma Liu, Yafei Jiang, Bin Lin, Chunjie Zhu, Wanyinhui Chen, Dingrui Sheng, Yinuo Lou, Zhiling Ji, Zhiheng Wu, Chuanqiang Wu, Ming Front Oncol Oncology BACKGROUND: Lung cancer is the leading cause of mortality in cancer patients. N7-methylguanosine (m7G) modification as a translational regulation pattern has been reported to participate in multiple types of cancer progression, but little is known in lung cancer. This study attempts to explore the role of m7G-related proteins in genetic and epigenetic variations in lung adenocarcinoma, and its relationship with clinical prognosis, immune infiltration, and immunotherapy. METHODS: Sequencing data were obtained from the Genomic Data Commons (GDC) Data Portal and Gene Expression Omnibus (GEO) databases. Consensus clustering was utilized to distinguish m7G clusters, and responses to immunotherapy were also evaluated. Moreover, univariate and multivariate Cox and Least absolute shrinkage and selection operator LASSO Cox regression analyses were used to screen independent prognostic factors and generated risk scores for constructing a survival prediction model. Multiple cell types such as epithelial cells and immune cells were identified to verify the bulk RNA results. Short hairpin RNA (shRNA) Tet-on plasmids, Clustered Regularly Interspaced Short Palindromic Repeats CRISPR/Cas9 for knockout plasmids, and nucleoside diphosphate linked to moiety X-type motif 4 (NUDT4) overexpression plasmids were constructed to inhibit or promote tumor cell NUDT4 expression, then RT-qPCR, Cell Counting Kit-8 CCK8 proliferation assay, and Transwell assay were used to observe tumor cell biological functions. RESULTS: Fifteen m7G-related genes were highly expressed in tumor samples, and 12 genes were associated with poor prognosis. m7G cluster-B had lower immune infiltration level, worse survival, and samples that predicted poor responses to immunotherapy. The multivariate Cox model showed that NUDT4 and WDR4 (WD repeat domain 4) were independent risk factors. Single-cell m7G gene set variation analysis (GSVA) scores also had a negative correlation tendency with immune infiltration level and T-cell Programmed Death-1 PD-1 expression, but the statistics were not significant. Knocking down and knocking out the NUDT4 expression significantly inhibited cell proliferation capability in A549 and H1299 cells. In contrast, overexpressing NUDT4 promoted tumor cell proliferation. However, there was no difference in migration capability in the knockdown, knockout, or overexpression groups. CONCLUSIONS: Our study revealed that m7G modification-related proteins are closely related to the tumor microenvironment, immune cell infiltration, responses to immunotherapy, and patients’ prognosis in lung adenocarcinoma and could be useful biomarkers for the identification of patients who could benefit from immunotherapy. The m7G modification protein NUDT4 may be a novel biomarker in promoting the progression of lung cancer. Frontiers Media S.A. 2023-01-24 /pmc/articles/PMC9902657/ /pubmed/36761423 http://dx.doi.org/10.3389/fonc.2022.1055605 Text en Copyright © 2023 Liu, Jiang, Lin, Zhu, Chen, Sheng, Lou, Ji, Wu and Wu 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 Liu, Yafei Jiang, Bin Lin, Chunjie Zhu, Wanyinhui Chen, Dingrui Sheng, Yinuo Lou, Zhiling Ji, Zhiheng Wu, Chuanqiang Wu, Ming m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title | m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title_full | m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title_fullStr | m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title_full_unstemmed | m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title_short | m7G-related gene NUDT4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
title_sort | m7g-related gene nudt4 as a novel biomarker promoting cancer cell proliferation in lung adenocarcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9902657/ https://www.ncbi.nlm.nih.gov/pubmed/36761423 http://dx.doi.org/10.3389/fonc.2022.1055605 |
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