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Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer
BACKGROUND: Few studies have demonstrated that the relationship between m6A-related genes and the prognosis, tumor microenvironment and drug resistance of LC. METHODS: The main results were analyzed with bioinformatics methods. RESULTS: Hence, we found 10 m6A-related genes expressed less in tumor sa...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9583491/ https://www.ncbi.nlm.nih.gov/pubmed/36261786 http://dx.doi.org/10.1186/s12859-022-04984-5 |
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author | Yang, Yang Qian, Zhouyao Feng, Mingyang Liao, Weiting Wu, Qiuji Wen, Feng Li, Qiu |
author_facet | Yang, Yang Qian, Zhouyao Feng, Mingyang Liao, Weiting Wu, Qiuji Wen, Feng Li, Qiu |
author_sort | Yang, Yang |
collection | PubMed |
description | BACKGROUND: Few studies have demonstrated that the relationship between m6A-related genes and the prognosis, tumor microenvironment and drug resistance of LC. METHODS: The main results were analyzed with bioinformatics methods. RESULTS: Hence, we found 10 m6A-related genes expressed less in tumor samples in comparison with normal ones. Using consensus clustering, all LC patients were grouped into 2 subgroups according to the overall expression of 10 differential expressed m6A-related genes. In two clusters, the OS and immune characteristics were different. We analyzed the predictive potential of 10 m6A-related genes in the prognosis of LC, and obtained a risk prognosis model on the strength of ZC3H13, CBLL1, ELAVL1 and YTHDF1 as the hub candidate genes through LASSO cox. The expression of 4 hub m6A-related genes was validated by IHC in the HPA database. The infiltration level of dendritic cell, CD4+ T cell and neutrophil that were affected by CNV level of m6A-related genes in LUAD and LUSC patients. Moreover, based on GSCALite database, we found that LUSC patients with hypermethylation tended to have a better overall survival. In terms of drug sensitivity, etoposide correlated negatively with ELAVL1, HNRNPC, RBM15B, YTHDF2 and CBLL1. ZC3H13 had positively association with afatinib, while HNRNPC was positively associated with dasatinib, erlotinib, lapatinib and TGX221. Crizotinib had a negative correlation with ELAVL1, CBLL1, HNRNPC and RBM15B. CONCLUSION: In conclusion, m6A-related genes are important participants in LC and the expression levels of ZC3H13, CBLL1, ELAVL1 and YTHDF1 are significant for prediction and treatment of LC. Researches of drug resistance based on m6A-related genes need to pay more attention for producing new therapeutic strategies of LC and CBLL1 may contribute to target treatment for further research. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04984-5. |
format | Online Article Text |
id | pubmed-9583491 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-95834912022-10-21 Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer Yang, Yang Qian, Zhouyao Feng, Mingyang Liao, Weiting Wu, Qiuji Wen, Feng Li, Qiu BMC Bioinformatics Research BACKGROUND: Few studies have demonstrated that the relationship between m6A-related genes and the prognosis, tumor microenvironment and drug resistance of LC. METHODS: The main results were analyzed with bioinformatics methods. RESULTS: Hence, we found 10 m6A-related genes expressed less in tumor samples in comparison with normal ones. Using consensus clustering, all LC patients were grouped into 2 subgroups according to the overall expression of 10 differential expressed m6A-related genes. In two clusters, the OS and immune characteristics were different. We analyzed the predictive potential of 10 m6A-related genes in the prognosis of LC, and obtained a risk prognosis model on the strength of ZC3H13, CBLL1, ELAVL1 and YTHDF1 as the hub candidate genes through LASSO cox. The expression of 4 hub m6A-related genes was validated by IHC in the HPA database. The infiltration level of dendritic cell, CD4+ T cell and neutrophil that were affected by CNV level of m6A-related genes in LUAD and LUSC patients. Moreover, based on GSCALite database, we found that LUSC patients with hypermethylation tended to have a better overall survival. In terms of drug sensitivity, etoposide correlated negatively with ELAVL1, HNRNPC, RBM15B, YTHDF2 and CBLL1. ZC3H13 had positively association with afatinib, while HNRNPC was positively associated with dasatinib, erlotinib, lapatinib and TGX221. Crizotinib had a negative correlation with ELAVL1, CBLL1, HNRNPC and RBM15B. CONCLUSION: In conclusion, m6A-related genes are important participants in LC and the expression levels of ZC3H13, CBLL1, ELAVL1 and YTHDF1 are significant for prediction and treatment of LC. Researches of drug resistance based on m6A-related genes need to pay more attention for producing new therapeutic strategies of LC and CBLL1 may contribute to target treatment for further research. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12859-022-04984-5. BioMed Central 2022-10-19 /pmc/articles/PMC9583491/ /pubmed/36261786 http://dx.doi.org/10.1186/s12859-022-04984-5 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Yang, Yang Qian, Zhouyao Feng, Mingyang Liao, Weiting Wu, Qiuji Wen, Feng Li, Qiu Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title | Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title_full | Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title_fullStr | Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title_full_unstemmed | Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title_short | Study on the prognosis, immune and drug resistance of m6A-related genes in lung cancer |
title_sort | study on the prognosis, immune and drug resistance of m6a-related genes in lung cancer |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9583491/ https://www.ncbi.nlm.nih.gov/pubmed/36261786 http://dx.doi.org/10.1186/s12859-022-04984-5 |
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