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RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level

Accumulating evidence indicates the role of N(6)-methyladenosine (m(6)A) regulator-mediated RNA methylation in cancer progression and metastasis; yet its potential clinical significance, if any, remains unclear. In this first-of-its-kind study, we systematically evaluated the role of m(6)A regulator...

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Autores principales: Kandimalla, Raju, Gao, Feng, Li, Ying, Huang, Hao, Ke, Jia, Deng, Xin, Zhao, Linjie, Zhou, Shengtao, Goel, Ajay, Wang, Xin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6494854/
https://www.ncbi.nlm.nih.gov/pubmed/31069256
http://dx.doi.org/10.1038/s41698-019-0085-2
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author Kandimalla, Raju
Gao, Feng
Li, Ying
Huang, Hao
Ke, Jia
Deng, Xin
Zhao, Linjie
Zhou, Shengtao
Goel, Ajay
Wang, Xin
author_facet Kandimalla, Raju
Gao, Feng
Li, Ying
Huang, Hao
Ke, Jia
Deng, Xin
Zhao, Linjie
Zhou, Shengtao
Goel, Ajay
Wang, Xin
author_sort Kandimalla, Raju
collection PubMed
description Accumulating evidence indicates the role of N(6)-methyladenosine (m(6)A) regulator-mediated RNA methylation in cancer progression and metastasis; yet its potential clinical significance, if any, remains unclear. In this first-of-its-kind study, we systematically evaluated the role of m(6)A regulators as potential disease biomarkers based on comprehensive analysis of gene expression profiles of 9770 cancer cell lines and clinical specimens from 25 publicly available datasets, encompassing 13 human cancers. We developed and established RNAMethyPro—a gene expression signature of seven m(6)A regulators, which robustly predicted patient survival in multiple human cancers. Pan-cancer analysis identified activated epithelial–mesenchymal transition (EMT), as a highly conserved pathway in high-risk patients predicted by RNAMethyPro in 10 of the 13 cancer types. A network-based analysis revealed an intimate functional interplay between m(6)A regulators and EMT-associated factors via druggable targets such as XPO1 and NTRK1. Finally, the clinical significance of RNAMethyPro was further exemplified in colorectal cancer, where high-risk patients demonstrated strong associations with a mesenchymal subtype, activated stromal infiltration, and poor therapeutic response to targeted anti-EGFR therapy. In summary, RNAMethyPro is a novel, EMT-associated prognostic gene-expression signature in multiple human cancers and may offer an important clinical decision-making tool in the future.
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spelling pubmed-64948542019-05-08 RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level Kandimalla, Raju Gao, Feng Li, Ying Huang, Hao Ke, Jia Deng, Xin Zhao, Linjie Zhou, Shengtao Goel, Ajay Wang, Xin NPJ Precis Oncol Article Accumulating evidence indicates the role of N(6)-methyladenosine (m(6)A) regulator-mediated RNA methylation in cancer progression and metastasis; yet its potential clinical significance, if any, remains unclear. In this first-of-its-kind study, we systematically evaluated the role of m(6)A regulators as potential disease biomarkers based on comprehensive analysis of gene expression profiles of 9770 cancer cell lines and clinical specimens from 25 publicly available datasets, encompassing 13 human cancers. We developed and established RNAMethyPro—a gene expression signature of seven m(6)A regulators, which robustly predicted patient survival in multiple human cancers. Pan-cancer analysis identified activated epithelial–mesenchymal transition (EMT), as a highly conserved pathway in high-risk patients predicted by RNAMethyPro in 10 of the 13 cancer types. A network-based analysis revealed an intimate functional interplay between m(6)A regulators and EMT-associated factors via druggable targets such as XPO1 and NTRK1. Finally, the clinical significance of RNAMethyPro was further exemplified in colorectal cancer, where high-risk patients demonstrated strong associations with a mesenchymal subtype, activated stromal infiltration, and poor therapeutic response to targeted anti-EGFR therapy. In summary, RNAMethyPro is a novel, EMT-associated prognostic gene-expression signature in multiple human cancers and may offer an important clinical decision-making tool in the future. Nature Publishing Group UK 2019-05-01 /pmc/articles/PMC6494854/ /pubmed/31069256 http://dx.doi.org/10.1038/s41698-019-0085-2 Text en © The Author(s) 2019 Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Kandimalla, Raju
Gao, Feng
Li, Ying
Huang, Hao
Ke, Jia
Deng, Xin
Zhao, Linjie
Zhou, Shengtao
Goel, Ajay
Wang, Xin
RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title_full RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title_fullStr RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title_full_unstemmed RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title_short RNAMethyPro: a biologically conserved signature of N6-methyladenosine regulators for predicting survival at pan-cancer level
title_sort rnamethypro: a biologically conserved signature of n6-methyladenosine regulators for predicting survival at pan-cancer level
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6494854/
https://www.ncbi.nlm.nih.gov/pubmed/31069256
http://dx.doi.org/10.1038/s41698-019-0085-2
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