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Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma
Background: N6-methyladenosine (m(6)A) RNA methylation is dynamically and reversibly regulated by methyl-transferases ("writers"), binding proteins ("readers"), and demethylases ("erasers"). The m(6)A is restored to adenosine and thus to achieve demethylation modificati...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Ivyspring International Publisher
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7211177/ https://www.ncbi.nlm.nih.gov/pubmed/32398949 http://dx.doi.org/10.7150/ijbs.39046 |
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author | Zhuang, Zhizhi Chen, Liping Mao, Yuting Zheng, Qun Li, Huiying Huang, Yueyue Hu, Zijing Jin, Yi |
author_facet | Zhuang, Zhizhi Chen, Liping Mao, Yuting Zheng, Qun Li, Huiying Huang, Yueyue Hu, Zijing Jin, Yi |
author_sort | Zhuang, Zhizhi |
collection | PubMed |
description | Background: N6-methyladenosine (m(6)A) RNA methylation is dynamically and reversibly regulated by methyl-transferases ("writers"), binding proteins ("readers"), and demethylases ("erasers"). The m(6)A is restored to adenosine and thus to achieve demethylation modification. The abnormality of m(6)A epigenetic modification in cancer has been increasingly attended. However, we are rarely aware of its diagnostic, progressive and prognostic performance in lung adenocarcinoma (LUAD). Methods and Results: The expression of 13 widely reported m(6)A RNA regulators in LUAD and normal samples were systematically analyzed. There were 12 m(6)A RNA methylation genes displaying aberrant expressions, and an 11-gene diagnostic score model was finally built (Diagnostic score =0.033*KIAA1429+0.116*HNRNPC+0.115*RBM15-0.067* METTL3-0.048*ZC3H13-0.221*WTAP+0.213*YTHDF1-0.132*YTHDC1-0.135* FTO+0.078*YTHDF2+0.014*ALKBH5). Receiver operating characteristic (ROC) analysis was performed to demonstrate superiority of the diagnostic score model (Area under the curve (AUC) was 0.996 of training cohort, P<0.0001; AUC was 0.971 of one validation cohort-GSE75037, P<0.0001; AUC was 0.878 of another validation cohort-GSE63459, P<0.0001). In both training and validation cohorts, YTHDC2 was associated with tumor stage (P<0.01), while HNRNPC was up expressed in progressed tumor (P<0.05). Besides, WTAP, RBM15, KIAA1429, YTHDF1, and YTHDF2 were all up expressed for TP53 mutation. Furthermore, using least absolute shrinkage and selection operator (lasso) regression analysis, a ten-gene risk score model was built. Risk score=0.169*ALKBH5-0.159*FTO+0.581*HNRNPC-0.348* YTHDF2-0.265*YTHDF1-0.123*YTHDC2+0.434*RBM15+0.143*KIAA1429-0.200*WTAP-0.310*METTL3. There existed correlation between the risk score and TNM stage (P<0.01), lymph node stage (P<0.05), gender (P<0.05), living status (P<0.001). Univariate and multivariate Cox regression analyses of relevant clinicopathological characters and the risk score revealed risk score was an independent risk factor of lung adenocarcinoma (HR: 2.181, 95%CI (1.594-2.984), P<0.001). Finally, a nomogram was built to facilitate clinicians to predict outcome. Conclusions: m(6)A epigenetic modification took part in the progression, and provided auxiliary diagnosis and prognosis of LUAD. |
format | Online Article Text |
id | pubmed-7211177 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-72111772020-05-12 Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma Zhuang, Zhizhi Chen, Liping Mao, Yuting Zheng, Qun Li, Huiying Huang, Yueyue Hu, Zijing Jin, Yi Int J Biol Sci Research Paper Background: N6-methyladenosine (m(6)A) RNA methylation is dynamically and reversibly regulated by methyl-transferases ("writers"), binding proteins ("readers"), and demethylases ("erasers"). The m(6)A is restored to adenosine and thus to achieve demethylation modification. The abnormality of m(6)A epigenetic modification in cancer has been increasingly attended. However, we are rarely aware of its diagnostic, progressive and prognostic performance in lung adenocarcinoma (LUAD). Methods and Results: The expression of 13 widely reported m(6)A RNA regulators in LUAD and normal samples were systematically analyzed. There were 12 m(6)A RNA methylation genes displaying aberrant expressions, and an 11-gene diagnostic score model was finally built (Diagnostic score =0.033*KIAA1429+0.116*HNRNPC+0.115*RBM15-0.067* METTL3-0.048*ZC3H13-0.221*WTAP+0.213*YTHDF1-0.132*YTHDC1-0.135* FTO+0.078*YTHDF2+0.014*ALKBH5). Receiver operating characteristic (ROC) analysis was performed to demonstrate superiority of the diagnostic score model (Area under the curve (AUC) was 0.996 of training cohort, P<0.0001; AUC was 0.971 of one validation cohort-GSE75037, P<0.0001; AUC was 0.878 of another validation cohort-GSE63459, P<0.0001). In both training and validation cohorts, YTHDC2 was associated with tumor stage (P<0.01), while HNRNPC was up expressed in progressed tumor (P<0.05). Besides, WTAP, RBM15, KIAA1429, YTHDF1, and YTHDF2 were all up expressed for TP53 mutation. Furthermore, using least absolute shrinkage and selection operator (lasso) regression analysis, a ten-gene risk score model was built. Risk score=0.169*ALKBH5-0.159*FTO+0.581*HNRNPC-0.348* YTHDF2-0.265*YTHDF1-0.123*YTHDC2+0.434*RBM15+0.143*KIAA1429-0.200*WTAP-0.310*METTL3. There existed correlation between the risk score and TNM stage (P<0.01), lymph node stage (P<0.05), gender (P<0.05), living status (P<0.001). Univariate and multivariate Cox regression analyses of relevant clinicopathological characters and the risk score revealed risk score was an independent risk factor of lung adenocarcinoma (HR: 2.181, 95%CI (1.594-2.984), P<0.001). Finally, a nomogram was built to facilitate clinicians to predict outcome. Conclusions: m(6)A epigenetic modification took part in the progression, and provided auxiliary diagnosis and prognosis of LUAD. Ivyspring International Publisher 2020-03-25 /pmc/articles/PMC7211177/ /pubmed/32398949 http://dx.doi.org/10.7150/ijbs.39046 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Zhuang, Zhizhi Chen, Liping Mao, Yuting Zheng, Qun Li, Huiying Huang, Yueyue Hu, Zijing Jin, Yi Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title | Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title_full | Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title_fullStr | Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title_full_unstemmed | Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title_short | Diagnostic, progressive and prognostic performance of m(6)A methylation RNA regulators in lung adenocarcinoma |
title_sort | diagnostic, progressive and prognostic performance of m(6)a methylation rna regulators in lung adenocarcinoma |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7211177/ https://www.ncbi.nlm.nih.gov/pubmed/32398949 http://dx.doi.org/10.7150/ijbs.39046 |
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