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Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models

The purpose of this study was to explore platinum resistance-related biomarkers and mechanisms in lung adenocarcinoma. Through the analysis of gene expression data of lung adenocarcinoma patients and normal patients from The Cancer Genome Atlas, Gene Expression Omnibus database, and A database of ge...

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Autores principales: Wang, Zhe, Mu, Lin, Feng, He, Yao, Jialin, Wang, Qin, Yang, Wenxiao, Zhou, Huiling, Li, Qinglin, Xu, Ling
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730711/
https://www.ncbi.nlm.nih.gov/pubmed/36506331
http://dx.doi.org/10.3389/fgene.2022.993322
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author Wang, Zhe
Mu, Lin
Feng, He
Yao, Jialin
Wang, Qin
Yang, Wenxiao
Zhou, Huiling
Li, Qinglin
Xu, Ling
author_facet Wang, Zhe
Mu, Lin
Feng, He
Yao, Jialin
Wang, Qin
Yang, Wenxiao
Zhou, Huiling
Li, Qinglin
Xu, Ling
author_sort Wang, Zhe
collection PubMed
description The purpose of this study was to explore platinum resistance-related biomarkers and mechanisms in lung adenocarcinoma. Through the analysis of gene expression data of lung adenocarcinoma patients and normal patients from The Cancer Genome Atlas, Gene Expression Omnibus database, and A database of genes related to platinum resistance, platinum resistance genes in lung adenocarcinoma and platinum resistance-related differentially expressed genes were obtained. After screening by a statistical significance threshold, a total of 252 genes were defined as platinum resistance genes with significant differential expression, of which 161 were up-regulated and 91 were down-regulated. The enrichment results of up-regulated gene Gene Ontology (GO) showed that TOP3 entries related to biological processes (BP) were double-strand break repair, DNA recombination, DNA replication, the down-regulated gene GO enriches the TOP3 items about biological processes (BP) as a response to lipopolysaccharide, muscle cell proliferation, response to molecule of bacterial origin. Gene Set Enrichment Analysis showed that the top three were e2f targets, g2m checkpoint, and rgf beta signaling. A prognostic model based on non-negative matrix factorization classification showed the characteristics of high- and low-risk groups. The prognostic model established by least absolute shrinkage and selection operator regression and risk factor analysis showed that genes such as HOXB7, NT5E, and KRT18 were positively correlated with risk score. By analyzing the differences in m6A regulatory factors between high- and low-risk groups, it was found that FTO, GPM6A, METTL3, and YTHDC2 were higher in the low-risk group, while HNRNPA2B1, HNRNPC, TGF2BP1, IGF2BP2, IGF2BP3, and RBM15B were higher in the high-risk group. Immune infiltration and drug sensitivity analysis also showed the gene characteristics of the platinum-resistant population in lung adenocarcinoma. ceRNA analysis showed that has-miR-374a-5p and RP6-24A23.7 were lower in the tumor expression group, and that the survival of the low expression group was worse than that of the high expression group. In conclusion, the results of this study show that platinum resistance-related differentially expressed genes in lung adenocarcinoma are mainly concentrated in biological processes such as DNA recombination and response to lipopolysaccharide. The validation set proved that the high-risk group of our prognostic model had poor survival. M6A regulatory factor analysis, immune infiltration, and drug sensitivity analysis all showed differences between high and low-risk groups. ceRNA analysis showed that has-miR-374a-5p and RP6-24A23.7 could be protective factors. Further exploration of the potential impact of these genes on the risk and prognosis of drug-resistant patients with lung adenocarcinoma would provide theoretical support for future research.
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spelling pubmed-97307112022-12-09 Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models Wang, Zhe Mu, Lin Feng, He Yao, Jialin Wang, Qin Yang, Wenxiao Zhou, Huiling Li, Qinglin Xu, Ling Front Genet Genetics The purpose of this study was to explore platinum resistance-related biomarkers and mechanisms in lung adenocarcinoma. Through the analysis of gene expression data of lung adenocarcinoma patients and normal patients from The Cancer Genome Atlas, Gene Expression Omnibus database, and A database of genes related to platinum resistance, platinum resistance genes in lung adenocarcinoma and platinum resistance-related differentially expressed genes were obtained. After screening by a statistical significance threshold, a total of 252 genes were defined as platinum resistance genes with significant differential expression, of which 161 were up-regulated and 91 were down-regulated. The enrichment results of up-regulated gene Gene Ontology (GO) showed that TOP3 entries related to biological processes (BP) were double-strand break repair, DNA recombination, DNA replication, the down-regulated gene GO enriches the TOP3 items about biological processes (BP) as a response to lipopolysaccharide, muscle cell proliferation, response to molecule of bacterial origin. Gene Set Enrichment Analysis showed that the top three were e2f targets, g2m checkpoint, and rgf beta signaling. A prognostic model based on non-negative matrix factorization classification showed the characteristics of high- and low-risk groups. The prognostic model established by least absolute shrinkage and selection operator regression and risk factor analysis showed that genes such as HOXB7, NT5E, and KRT18 were positively correlated with risk score. By analyzing the differences in m6A regulatory factors between high- and low-risk groups, it was found that FTO, GPM6A, METTL3, and YTHDC2 were higher in the low-risk group, while HNRNPA2B1, HNRNPC, TGF2BP1, IGF2BP2, IGF2BP3, and RBM15B were higher in the high-risk group. Immune infiltration and drug sensitivity analysis also showed the gene characteristics of the platinum-resistant population in lung adenocarcinoma. ceRNA analysis showed that has-miR-374a-5p and RP6-24A23.7 were lower in the tumor expression group, and that the survival of the low expression group was worse than that of the high expression group. In conclusion, the results of this study show that platinum resistance-related differentially expressed genes in lung adenocarcinoma are mainly concentrated in biological processes such as DNA recombination and response to lipopolysaccharide. The validation set proved that the high-risk group of our prognostic model had poor survival. M6A regulatory factor analysis, immune infiltration, and drug sensitivity analysis all showed differences between high and low-risk groups. ceRNA analysis showed that has-miR-374a-5p and RP6-24A23.7 could be protective factors. Further exploration of the potential impact of these genes on the risk and prognosis of drug-resistant patients with lung adenocarcinoma would provide theoretical support for future research. Frontiers Media S.A. 2022-11-24 /pmc/articles/PMC9730711/ /pubmed/36506331 http://dx.doi.org/10.3389/fgene.2022.993322 Text en Copyright © 2022 Wang, Mu, Feng, Yao, Wang, Yang, Zhou, Li and Xu. 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, Zhe
Mu, Lin
Feng, He
Yao, Jialin
Wang, Qin
Yang, Wenxiao
Zhou, Huiling
Li, Qinglin
Xu, Ling
Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title_full Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title_fullStr Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title_full_unstemmed Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title_short Expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
title_sort expression patterns of platinum resistance-related genes in lung adenocarcinoma and related clinical value models
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9730711/
https://www.ncbi.nlm.nih.gov/pubmed/36506331
http://dx.doi.org/10.3389/fgene.2022.993322
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