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m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor
BACKGROUND: N6-methyladenosine (m6A) is found to be associated with promoting tumorigenesis in different types of cancers, however, the function of m6A-related genes in testicular germ cell tumors (TGCT) development remains to be illuminated. This study aimed to investigated the prognostic value of...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
AME Publishing Company
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7947426/ https://www.ncbi.nlm.nih.gov/pubmed/33718069 http://dx.doi.org/10.21037/tau-20-963 |
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author | Cong, Rong Ji, Chengjian Zhang, Jiayi Zhang, Qijie Zhou, Xiang Yao, Liangyu Luan, Jiaochen Meng, Xianghu Song, Ninghong |
author_facet | Cong, Rong Ji, Chengjian Zhang, Jiayi Zhang, Qijie Zhou, Xiang Yao, Liangyu Luan, Jiaochen Meng, Xianghu Song, Ninghong |
author_sort | Cong, Rong |
collection | PubMed |
description | BACKGROUND: N6-methyladenosine (m6A) is found to be associated with promoting tumorigenesis in different types of cancers, however, the function of m6A-related genes in testicular germ cell tumors (TGCT) development remains to be illuminated. This study aimed to investigated the prognostic value of m6A RNA methylation regulators in TGCT. METHODS: We collected TGCT patients’ information about clinicopathologic parameters and twenty-two m6A regulatory genes expression from The Cancer Genome Atlas (TCGA) database and Genotype-Tissue Expression (GTEx). We analyzed the differentially expressed m6A RNA methylation regulators between tumor tissues and normal tissues, as well as the correlation of m6A RNA methylation regulators. By using Cox univariate analysis, last absolute shrinkage and selection operator (LASSO) Cox regression algorithm and Cox multivariate proportional hazards regression analysis, a risk score was constructed based on a TCGA training cohort, and further verified in the TCGA testing cohort. Then, univariate and multivariate Cox regression analyses were used to evaluate the relationship between risk score and progression-free survival (PFS) in TGCT. Finally, the six-gene risk score was further verified by two gene expression profiles (GSE3218 and GSE10783) as an independent external validation cohort. RESULTS: Distinct expression patterns of m6A regulatory genes were identified between TGCT tissues and normal tissues in TCGA and GTEx datasets. To predict prognosis of TGCT patients, a risk score was calculated based on six selected m6A RNA methylation regulators (YTHDF1, RBM15, IGF2BP1, ZC3H13, METTL3, and FMR1). Additionally, we found significant differences between the high-risk and low-risk groups in serum marker study levels and histologic subtype. Univariate and multivariate analysis indicated that high risk score was associated with unfavorable PFS. Ultimately, the risk score was further verified by two gene expression profiles (GSE3218 and GSE10783). CONCLUSIONS: Based on six selected m6A RNA methylation regulators, we developed a m6A methylation related risk score that can independently predict the prognosis of TGCT patients, and verify the prediction efficiency in TCGA and GEO datasets. Patients in high-risk group were associated with serum tumor marker study levels beyond the normal limits, non-seminoma, and unfavorable survival time. However, further prospective experiments should be carried out to verify our results. |
format | Online Article Text |
id | pubmed-7947426 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | AME Publishing Company |
record_format | MEDLINE/PubMed |
spelling | pubmed-79474262021-03-12 m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor Cong, Rong Ji, Chengjian Zhang, Jiayi Zhang, Qijie Zhou, Xiang Yao, Liangyu Luan, Jiaochen Meng, Xianghu Song, Ninghong Transl Androl Urol Original Article BACKGROUND: N6-methyladenosine (m6A) is found to be associated with promoting tumorigenesis in different types of cancers, however, the function of m6A-related genes in testicular germ cell tumors (TGCT) development remains to be illuminated. This study aimed to investigated the prognostic value of m6A RNA methylation regulators in TGCT. METHODS: We collected TGCT patients’ information about clinicopathologic parameters and twenty-two m6A regulatory genes expression from The Cancer Genome Atlas (TCGA) database and Genotype-Tissue Expression (GTEx). We analyzed the differentially expressed m6A RNA methylation regulators between tumor tissues and normal tissues, as well as the correlation of m6A RNA methylation regulators. By using Cox univariate analysis, last absolute shrinkage and selection operator (LASSO) Cox regression algorithm and Cox multivariate proportional hazards regression analysis, a risk score was constructed based on a TCGA training cohort, and further verified in the TCGA testing cohort. Then, univariate and multivariate Cox regression analyses were used to evaluate the relationship between risk score and progression-free survival (PFS) in TGCT. Finally, the six-gene risk score was further verified by two gene expression profiles (GSE3218 and GSE10783) as an independent external validation cohort. RESULTS: Distinct expression patterns of m6A regulatory genes were identified between TGCT tissues and normal tissues in TCGA and GTEx datasets. To predict prognosis of TGCT patients, a risk score was calculated based on six selected m6A RNA methylation regulators (YTHDF1, RBM15, IGF2BP1, ZC3H13, METTL3, and FMR1). Additionally, we found significant differences between the high-risk and low-risk groups in serum marker study levels and histologic subtype. Univariate and multivariate analysis indicated that high risk score was associated with unfavorable PFS. Ultimately, the risk score was further verified by two gene expression profiles (GSE3218 and GSE10783). CONCLUSIONS: Based on six selected m6A RNA methylation regulators, we developed a m6A methylation related risk score that can independently predict the prognosis of TGCT patients, and verify the prediction efficiency in TCGA and GEO datasets. Patients in high-risk group were associated with serum tumor marker study levels beyond the normal limits, non-seminoma, and unfavorable survival time. However, further prospective experiments should be carried out to verify our results. AME Publishing Company 2021-02 /pmc/articles/PMC7947426/ /pubmed/33718069 http://dx.doi.org/10.21037/tau-20-963 Text en 2021 Translational Andrology and Urology. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) . |
spellingShingle | Original Article Cong, Rong Ji, Chengjian Zhang, Jiayi Zhang, Qijie Zhou, Xiang Yao, Liangyu Luan, Jiaochen Meng, Xianghu Song, Ninghong m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title | m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title_full | m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title_fullStr | m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title_full_unstemmed | m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title_short | m6A RNA methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
title_sort | m6a rna methylation regulators play an important role in the prognosis of patients with testicular germ cell tumor |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7947426/ https://www.ncbi.nlm.nih.gov/pubmed/33718069 http://dx.doi.org/10.21037/tau-20-963 |
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