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m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis
Osteoarthritis (OA) is a common disease in orthopedics. RNA N6-methyladenosine (m6A) exerts an essential effect in a variety of biological processes in the eukaryotes. In this study, we determined the effect of m6A regulators in the OA along with performing the subtype classification. Differential a...
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/PMC9805027/ https://www.ncbi.nlm.nih.gov/pubmed/36585683 http://dx.doi.org/10.1186/s12920-022-01429-z |
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author | Hu, Shidong Shen, Chen Yao, Xudong Zou, Yulong Wang, Ting Sun, Xianding Nie, Mao |
author_facet | Hu, Shidong Shen, Chen Yao, Xudong Zou, Yulong Wang, Ting Sun, Xianding Nie, Mao |
author_sort | Hu, Shidong |
collection | PubMed |
description | Osteoarthritis (OA) is a common disease in orthopedics. RNA N6-methyladenosine (m6A) exerts an essential effect in a variety of biological processes in the eukaryotes. In this study, we determined the effect of m6A regulators in the OA along with performing the subtype classification. Differential analysis of OA and normal samples in the database of Gene Expression Omnibus identified 9 significantly differentially expressed m6A regulators. These regulators were monitored by a random forest algorithm so as to evaluate the risk of developing OA disease. On the basis of these 9 moderators, a nomogram was established. The results of decision curve analysis suggested that the patients could benefit from a nomogram model. The OA sample was classified as 2 m6A models through a consensus clustering algorithm in accordance with these 9 regulators. These 2 m6A patterns were then assessed with principal component analysis. We also determined the m6A scores for the 2 m6A patterns and their correlation with immune infiltration. The results indicated that type A had a higher m6A score than type B. Thus, we suggest that the m6A pattern may provide a new approach for diagnose and provide novel ideas for molecular targeted therapy of OA. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-022-01429-z. |
format | Online Article Text |
id | pubmed-9805027 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-98050272023-01-01 m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis Hu, Shidong Shen, Chen Yao, Xudong Zou, Yulong Wang, Ting Sun, Xianding Nie, Mao BMC Med Genomics Research Osteoarthritis (OA) is a common disease in orthopedics. RNA N6-methyladenosine (m6A) exerts an essential effect in a variety of biological processes in the eukaryotes. In this study, we determined the effect of m6A regulators in the OA along with performing the subtype classification. Differential analysis of OA and normal samples in the database of Gene Expression Omnibus identified 9 significantly differentially expressed m6A regulators. These regulators were monitored by a random forest algorithm so as to evaluate the risk of developing OA disease. On the basis of these 9 moderators, a nomogram was established. The results of decision curve analysis suggested that the patients could benefit from a nomogram model. The OA sample was classified as 2 m6A models through a consensus clustering algorithm in accordance with these 9 regulators. These 2 m6A patterns were then assessed with principal component analysis. We also determined the m6A scores for the 2 m6A patterns and their correlation with immune infiltration. The results indicated that type A had a higher m6A score than type B. Thus, we suggest that the m6A pattern may provide a new approach for diagnose and provide novel ideas for molecular targeted therapy of OA. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12920-022-01429-z. BioMed Central 2022-12-30 /pmc/articles/PMC9805027/ /pubmed/36585683 http://dx.doi.org/10.1186/s12920-022-01429-z 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 Hu, Shidong Shen, Chen Yao, Xudong Zou, Yulong Wang, Ting Sun, Xianding Nie, Mao m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title | m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title_full | m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title_fullStr | m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title_full_unstemmed | m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title_short | m6A regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
title_sort | m6a regulator-mediated methylation modification patterns and immune microenvironment infiltration characterization in osteoarthritis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9805027/ https://www.ncbi.nlm.nih.gov/pubmed/36585683 http://dx.doi.org/10.1186/s12920-022-01429-z |
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