Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension

Idiopathic pulmonary arterial hypertension (IPAH) is a life-threatening disease with a poor prognosis and high heritability, characterized by elevated pulmonary vascular resistance (PVR) and pulmonary artery pressure. N6-methyladenosine (m6A) RNA modification influences many RNA metabolism pathways....

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Main Authors: Gufeng Gao, Ai Chen, Jin Gong, Weijun Lin, Weibin Wu, Sagor Mohammad Ismail Hajary, Guili Lian, Li Luo, Liangdi Xie
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-09-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2023.1222368/full
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author Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Li Luo
Li Luo
Li Luo
Li Luo
Li Luo
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
author_facet Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Li Luo
Li Luo
Li Luo
Li Luo
Li Luo
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
author_sort Gufeng Gao
collection DOAJ
description Idiopathic pulmonary arterial hypertension (IPAH) is a life-threatening disease with a poor prognosis and high heritability, characterized by elevated pulmonary vascular resistance (PVR) and pulmonary artery pressure. N6-methyladenosine (m6A) RNA modification influences many RNA metabolism pathways. However, the position of m6A methylation regulators in IPAH remains unknown. Therefore, the study aims to disclose the function m6A regulators exert in the pathological mechanisms of IPAH and the immune microenvironment involved. The GSE117261 dataset was downloaded from the Gene Expression Omnibus (GEO) to screen the differentially expressed genes (DEGs) between normal and IPAH samples. Functional and pathway enrichment analyses of DEGs were then conducted by Gene ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG). We also identified the differentially-expressed m6A (DEm6A) regulators between normal and IPAH samples. Key m6A regulators related to the prediction of IPAH were selected using the random forest model. The results showed that FMR1, RBM15, HNRNPA2B1 and IGFBP3 were upregulated in IPAH. In contrast, LRPPRC was downregulated. The single sample gene set enrichment analysis (ssGSEA) method was then adopted to estimate the immune microenvironment in distinct m6A clusters and m6A phenotype-related genes (PRGs) clusters, respectively. Furthermore, we calculated the m6A score via principal component analysis (PCA), and the Sankey diagram was selected to present the correlation among the m6A clusters, m6A PRGs clusters and m6A score. Finally, quantitative RT-PCR and Western blotting were used to validate the key genes in human pulmonary artery smooth muscle cells (HPASMCs) treated by human platelet-derived growth factor-BB (PDGF-BB). The relative mRNA and protein expression levels of FMR1 were significantly elevated, however, the relative mRNA and protein expression levels of LRPPRC were downregulated. Besides, the relative mRNA level of HNRNPA2B1 was increased. Generally, this bioinformatics analysis might provoke more insights into diagnosing and treating IPAH.
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spelling doaj.art-12241b3ee01d4687a91c9c15dc4210fe2023-09-04T09:22:47ZengFrontiers Media S.A.Frontiers in Genetics1664-80212023-09-011410.3389/fgene.2023.12223681222368Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertensionGufeng Gao0Gufeng Gao1Gufeng Gao2Gufeng Gao3Gufeng Gao4Ai Chen5Ai Chen6Ai Chen7Ai Chen8Ai Chen9Jin Gong10Jin Gong11Jin Gong12Jin Gong13Jin Gong14Weijun Lin15Weijun Lin16Weijun Lin17Weijun Lin18Weijun Lin19Weibin Wu20Weibin Wu21Weibin Wu22Weibin Wu23Weibin Wu24Sagor Mohammad Ismail Hajary25Sagor Mohammad Ismail Hajary26Sagor Mohammad Ismail Hajary27Sagor Mohammad Ismail Hajary28Sagor Mohammad Ismail Hajary29Guili Lian30Guili Lian31Guili Lian32Guili Lian33Guili Lian34Li Luo35Li Luo36Li Luo37Li Luo38Li Luo39Liangdi Xie40Liangdi Xie41Liangdi Xie42Liangdi Xie43Liangdi Xie44Department of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaDepartment of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaFujian Hypertension Research Institute, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaClinical Research Center for Geriatric Hypertension Disease of Fujian Province, The First Affiliated Hospital of Fujian Medical University, Fujian, Fuzhou, ChinaBranch of National Clinical Research Center for Aging and Medicine, The First Affiliated Hospital of Fujian Medical University, Fuzhou, Fujian, ChinaDepartment of Geriatrics, National Regional Medical Center, Binhai Campus of the First Affiliated Hospital, Fujian Medical University, Fujian, Fuzhou, ChinaIdiopathic pulmonary arterial hypertension (IPAH) is a life-threatening disease with a poor prognosis and high heritability, characterized by elevated pulmonary vascular resistance (PVR) and pulmonary artery pressure. N6-methyladenosine (m6A) RNA modification influences many RNA metabolism pathways. However, the position of m6A methylation regulators in IPAH remains unknown. Therefore, the study aims to disclose the function m6A regulators exert in the pathological mechanisms of IPAH and the immune microenvironment involved. The GSE117261 dataset was downloaded from the Gene Expression Omnibus (GEO) to screen the differentially expressed genes (DEGs) between normal and IPAH samples. Functional and pathway enrichment analyses of DEGs were then conducted by Gene ontology (GO) analysis and Kyoto Encyclopedia of Genes and Genomes (KEGG). We also identified the differentially-expressed m6A (DEm6A) regulators between normal and IPAH samples. Key m6A regulators related to the prediction of IPAH were selected using the random forest model. The results showed that FMR1, RBM15, HNRNPA2B1 and IGFBP3 were upregulated in IPAH. In contrast, LRPPRC was downregulated. The single sample gene set enrichment analysis (ssGSEA) method was then adopted to estimate the immune microenvironment in distinct m6A clusters and m6A phenotype-related genes (PRGs) clusters, respectively. Furthermore, we calculated the m6A score via principal component analysis (PCA), and the Sankey diagram was selected to present the correlation among the m6A clusters, m6A PRGs clusters and m6A score. Finally, quantitative RT-PCR and Western blotting were used to validate the key genes in human pulmonary artery smooth muscle cells (HPASMCs) treated by human platelet-derived growth factor-BB (PDGF-BB). The relative mRNA and protein expression levels of FMR1 were significantly elevated, however, the relative mRNA and protein expression levels of LRPPRC were downregulated. Besides, the relative mRNA level of HNRNPA2B1 was increased. Generally, this bioinformatics analysis might provoke more insights into diagnosing and treating IPAH.https://www.frontiersin.org/articles/10.3389/fgene.2023.1222368/fullidiopathic pulmonary arterial hypertensionm6A methylation regulatorsimmune microenvironmenthuman pulmonary artery smooth muscle cellsplatelet-derived growth factor-BB
spellingShingle Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Gufeng Gao
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Ai Chen
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Jin Gong
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weijun Lin
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Weibin Wu
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Sagor Mohammad Ismail Hajary
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Guili Lian
Li Luo
Li Luo
Li Luo
Li Luo
Li Luo
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
Liangdi Xie
Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
Frontiers in Genetics
idiopathic pulmonary arterial hypertension
m6A methylation regulators
immune microenvironment
human pulmonary artery smooth muscle cells
platelet-derived growth factor-BB
title Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
title_full Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
title_fullStr Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
title_full_unstemmed Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
title_short Comprehensive analyses of m6A RNA methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
title_sort comprehensive analyses of m6a rna methylation patterns and related immune microenvironment in idiopathic pulmonary arterial hypertension
topic idiopathic pulmonary arterial hypertension
m6A methylation regulators
immune microenvironment
human pulmonary artery smooth muscle cells
platelet-derived growth factor-BB
url https://www.frontiersin.org/articles/10.3389/fgene.2023.1222368/full
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