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Construction of m7G subtype classification on heterogeneity of sepsis

Sepsis is a highly heterogeneous disease and a major factor in increasing mortality from infection. N7-Methylguanosine (m7G) is a widely RNA modification in eukaryotes, which involved in regulation of different biological processes. Researchers have found that m7G methylation contributes to a variet...

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Autores principales: Gong, Jinru, Yang, Jiasheng, He, Yaowei, Chen, Xiaoxuan, Yang, Guangyu, Sun, Ruilin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729242/
https://www.ncbi.nlm.nih.gov/pubmed/36506322
http://dx.doi.org/10.3389/fgene.2022.1021770
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author Gong, Jinru
Yang, Jiasheng
He, Yaowei
Chen, Xiaoxuan
Yang, Guangyu
Sun, Ruilin
author_facet Gong, Jinru
Yang, Jiasheng
He, Yaowei
Chen, Xiaoxuan
Yang, Guangyu
Sun, Ruilin
author_sort Gong, Jinru
collection PubMed
description Sepsis is a highly heterogeneous disease and a major factor in increasing mortality from infection. N7-Methylguanosine (m7G) is a widely RNA modification in eukaryotes, which involved in regulation of different biological processes. Researchers have found that m7G methylation contributes to a variety of human diseases, but its research in sepsis is still limited. Here, we aim to establish the molecular classification of m7G gene-related sepsis, reveal its heterogeneity and explore the underlying mechanism. We first identified eight m7G related prognostic genes, and identified two different molecular subtypes of sepsis through Consensus Clustering. Among them, the prognosis of C2 subtype is worse than that of C1 subtype. The signal pathways enriched by the two subtypes were analyzed by ssGSEA, and the results showed that the amino acid metabolism activity of C2 subtype was more active than that of C1 subtype. In addition, the difference of immune microenvironment among different subtypes was explored through CIBERSORT algorithm, and the results showed that the contents of macrophages M0 and NK cells activated were significantly increased in C2 subtype, while the content of NK cells resting decreased significantly in C2 subtype. We further explored the relationship between immune regulatory genes and inflammation related genes between C2 subtype and C1 subtype, and found that C2 subtype showed higher expression of immune regulatory genes and inflammation related genes. Finally, we screened the key genes in sepsis by WGCNA analysis, namely NUDT4 and PARN, and verified their expression patterns in sepsis in the datasets GSE131761 and GSE65682. The RT-PCR test further confirmed the increased expression of NUDTA4 in sepsis patients. In conclusion, sepsis clustering based on eight m7G-related genes can well distinguish the heterogeneity of sepsis patients and help guide the personalized treatment of sepsis patients.
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spelling pubmed-97292422022-12-09 Construction of m7G subtype classification on heterogeneity of sepsis Gong, Jinru Yang, Jiasheng He, Yaowei Chen, Xiaoxuan Yang, Guangyu Sun, Ruilin Front Genet Genetics Sepsis is a highly heterogeneous disease and a major factor in increasing mortality from infection. N7-Methylguanosine (m7G) is a widely RNA modification in eukaryotes, which involved in regulation of different biological processes. Researchers have found that m7G methylation contributes to a variety of human diseases, but its research in sepsis is still limited. Here, we aim to establish the molecular classification of m7G gene-related sepsis, reveal its heterogeneity and explore the underlying mechanism. We first identified eight m7G related prognostic genes, and identified two different molecular subtypes of sepsis through Consensus Clustering. Among them, the prognosis of C2 subtype is worse than that of C1 subtype. The signal pathways enriched by the two subtypes were analyzed by ssGSEA, and the results showed that the amino acid metabolism activity of C2 subtype was more active than that of C1 subtype. In addition, the difference of immune microenvironment among different subtypes was explored through CIBERSORT algorithm, and the results showed that the contents of macrophages M0 and NK cells activated were significantly increased in C2 subtype, while the content of NK cells resting decreased significantly in C2 subtype. We further explored the relationship between immune regulatory genes and inflammation related genes between C2 subtype and C1 subtype, and found that C2 subtype showed higher expression of immune regulatory genes and inflammation related genes. Finally, we screened the key genes in sepsis by WGCNA analysis, namely NUDT4 and PARN, and verified their expression patterns in sepsis in the datasets GSE131761 and GSE65682. The RT-PCR test further confirmed the increased expression of NUDTA4 in sepsis patients. In conclusion, sepsis clustering based on eight m7G-related genes can well distinguish the heterogeneity of sepsis patients and help guide the personalized treatment of sepsis patients. Frontiers Media S.A. 2022-11-24 /pmc/articles/PMC9729242/ /pubmed/36506322 http://dx.doi.org/10.3389/fgene.2022.1021770 Text en Copyright © 2022 Gong, Yang, He, Chen, Yang and Sun. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Gong, Jinru
Yang, Jiasheng
He, Yaowei
Chen, Xiaoxuan
Yang, Guangyu
Sun, Ruilin
Construction of m7G subtype classification on heterogeneity of sepsis
title Construction of m7G subtype classification on heterogeneity of sepsis
title_full Construction of m7G subtype classification on heterogeneity of sepsis
title_fullStr Construction of m7G subtype classification on heterogeneity of sepsis
title_full_unstemmed Construction of m7G subtype classification on heterogeneity of sepsis
title_short Construction of m7G subtype classification on heterogeneity of sepsis
title_sort construction of m7g subtype classification on heterogeneity of sepsis
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9729242/
https://www.ncbi.nlm.nih.gov/pubmed/36506322
http://dx.doi.org/10.3389/fgene.2022.1021770
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