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m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression
N(6)-methyladenosine (m(6)A) is the most abundant form of mRNA modification and controls many aspects of RNA metabolism including gene expression. However, the mechanisms by which m(6)A regulates cell- and condition-specific gene expression are still poorly understood, partly due to a lack of tools...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599805/ https://www.ncbi.nlm.nih.gov/pubmed/34417605 http://dx.doi.org/10.1093/nar/gkab714 |
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author | Zhang, Teng Zhang, Shao-Wu Zhang, Song-Yao Gao, Shou-Jiang Chen, Yidong Huang, Yufei |
author_facet | Zhang, Teng Zhang, Shao-Wu Zhang, Song-Yao Gao, Shou-Jiang Chen, Yidong Huang, Yufei |
author_sort | Zhang, Teng |
collection | PubMed |
description | N(6)-methyladenosine (m(6)A) is the most abundant form of mRNA modification and controls many aspects of RNA metabolism including gene expression. However, the mechanisms by which m(6)A regulates cell- and condition-specific gene expression are still poorly understood, partly due to a lack of tools capable of identifying m(6)A sites that regulate gene expression under different conditions. Here we develop m(6)A-express, the first algorithm for predicting condition-specific m(6)A regulation of gene expression (m(6)A-reg-exp) from limited methylated RNA immunoprecipitation sequencing (MeRIP-seq) data. Comprehensive evaluations of m(6)A-express using simulated and real data demonstrated its high prediction specificity and sensitivity. When only a few MeRIP-seq samples may be available for the cellular or treatment conditions, m(6)A-express is particularly more robust than the log-linear model. Using m(6)A-express, we reported that m(6)A writers, METTL3 and METTL14, competitively regulate the transcriptional processes by mediating m(6)A-reg-exp of different genes in Hela cells. In contrast, METTL3 induces different m(6)A-reg-exp of a distinct group of genes in HepG2 cells to regulate protein functions and stress-related processes. We further uncovered unique m(6)A-reg-exp patterns in human brain and intestine tissues, which are enriched in organ-specific processes. This study demonstrates the effectiveness of m(6)A-express in predicting condition-specific m(6)A-reg-exp and highlights the complex, condition-specific nature of m(6)A-regulation of gene expression. |
format | Online Article Text |
id | pubmed-8599805 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-85998052021-11-18 m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression Zhang, Teng Zhang, Shao-Wu Zhang, Song-Yao Gao, Shou-Jiang Chen, Yidong Huang, Yufei Nucleic Acids Res Methods Online N(6)-methyladenosine (m(6)A) is the most abundant form of mRNA modification and controls many aspects of RNA metabolism including gene expression. However, the mechanisms by which m(6)A regulates cell- and condition-specific gene expression are still poorly understood, partly due to a lack of tools capable of identifying m(6)A sites that regulate gene expression under different conditions. Here we develop m(6)A-express, the first algorithm for predicting condition-specific m(6)A regulation of gene expression (m(6)A-reg-exp) from limited methylated RNA immunoprecipitation sequencing (MeRIP-seq) data. Comprehensive evaluations of m(6)A-express using simulated and real data demonstrated its high prediction specificity and sensitivity. When only a few MeRIP-seq samples may be available for the cellular or treatment conditions, m(6)A-express is particularly more robust than the log-linear model. Using m(6)A-express, we reported that m(6)A writers, METTL3 and METTL14, competitively regulate the transcriptional processes by mediating m(6)A-reg-exp of different genes in Hela cells. In contrast, METTL3 induces different m(6)A-reg-exp of a distinct group of genes in HepG2 cells to regulate protein functions and stress-related processes. We further uncovered unique m(6)A-reg-exp patterns in human brain and intestine tissues, which are enriched in organ-specific processes. This study demonstrates the effectiveness of m(6)A-express in predicting condition-specific m(6)A-reg-exp and highlights the complex, condition-specific nature of m(6)A-regulation of gene expression. Oxford University Press 2021-08-20 /pmc/articles/PMC8599805/ /pubmed/34417605 http://dx.doi.org/10.1093/nar/gkab714 Text en © The Author(s) 2021. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Methods Online Zhang, Teng Zhang, Shao-Wu Zhang, Song-Yao Gao, Shou-Jiang Chen, Yidong Huang, Yufei m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title |
m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title_full |
m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title_fullStr |
m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title_full_unstemmed |
m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title_short |
m(6)A-express: uncovering complex and condition-specific m(6)A regulation of gene expression |
title_sort | m(6)a-express: uncovering complex and condition-specific m(6)a regulation of gene expression |
topic | Methods Online |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8599805/ https://www.ncbi.nlm.nih.gov/pubmed/34417605 http://dx.doi.org/10.1093/nar/gkab714 |
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