Role and prognostic value of N6-methyladenosine RNA modification regulators in glycolytic reprogramming during sepsis.

IF 7.5 2区 医学 Q1 CRITICAL CARE MEDICINE
Xia Liu, Yanyu Zhang, Lei Feng, Aruna Xiang, Zhuqing Kang, Qi Zhang, Lei Kang
{"title":"Role and prognostic value of N6-methyladenosine RNA modification regulators in glycolytic reprogramming during sepsis.","authors":"Xia Liu, Yanyu Zhang, Lei Feng, Aruna Xiang, Zhuqing Kang, Qi Zhang, Lei Kang","doi":"10.1186/s40560-026-00920-4","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>This study aims to investigate the expression profiling characteristics of N6-methyladenosine (m6A) RNA modification regulators in sepsis, their associations with glycolytic metabolic reprogramming, and their preliminary prognostic value.</p><p><strong>Methods: </strong>We integrated multiple sepsis transcriptomic cohorts (GSE65682, GSE95233, GSE54514) from the GEO database to systematically analyze the differential expression of 15 m6A regulators. Gene Set Variation Analysis (GSVA) scores, weighted gene co-expression network analysis (WGCNA) networks, and Spearman correlation analyses were utilized to assess the associations between m6A regulators and glycolytic activity. The regulation of glycolytic genes by m6A modifications was confirmed using ALKBH5 knockout models (GSE198316, GSE224650) and MeRIP-seq data (GSE225143). A prognostic model was developed by integrating CIBERSORT immune cell infiltration analysis, single-cell RNA sequencing data (GSE147363), and LASSO-Cox regression.</p><p><strong>Results: </strong>Most m6A regulators are significantly downregulated in patients with sepsis, while IGF2BP2 and IGF2BP3 are upregulated. ALKBH5 clusters with IGF2BP2 within the same WGCNA module and exhibits a positive correlation with glycolytic activity (rho=0.592, P=1.0 × 10⁻<sup>29</sup>). The differentially expressed genes (DEGs) resulting from ALKBH5 knockout significantly overlap with sepsis-associated DEGs (n=124; OR=2.48, P=5.10 × 10⁻<sup>11</sup>), which are enriched in the HIF-1 signaling pathway and glycolytic processes. Independent validation confirmed a directional consistency of 89.6%. MeRIP-seq data indicated m6A-mediated associations with glycolytic genes, including ENO1, GAPDH, HK2, and LDHA. Single-cell analysis demonstrated a positive correlation between ALKBH5 and most glycolytic genes in CD14+ monocytes. A prognostic model based on four m6A genes (HNRNPC, YTHDF1, YTHDF2, VIRMA) achieved a C-index of 0.750 in the training set and 0.709-0.718 in external validation sets.</p><p><strong>Conclusion: </strong>These integrated analyses suggest that ALKBH5-associated m6A modification is correlated with sepsis-associated glycolytic reprogramming and support a biologically plausible, hypothesis-generating ALKBH5-associated glycolytic program that requires prospective and experimental validation. The m6A-based four-gene model showed preliminary prognostic potential for 28-day mortality, but its external reproducibility was incomplete and requires validation in larger, prospectively collected and clinically harmonized cohorts.</p>","PeriodicalId":16123,"journal":{"name":"Journal of Intensive Care","volume":"14 1","pages":""},"PeriodicalIF":7.5000,"publicationDate":"2026-07-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13528130/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Intensive Care","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s40560-026-00920-4","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
引用次数: 0

Abstract

Objective: This study aims to investigate the expression profiling characteristics of N6-methyladenosine (m6A) RNA modification regulators in sepsis, their associations with glycolytic metabolic reprogramming, and their preliminary prognostic value.

Methods: We integrated multiple sepsis transcriptomic cohorts (GSE65682, GSE95233, GSE54514) from the GEO database to systematically analyze the differential expression of 15 m6A regulators. Gene Set Variation Analysis (GSVA) scores, weighted gene co-expression network analysis (WGCNA) networks, and Spearman correlation analyses were utilized to assess the associations between m6A regulators and glycolytic activity. The regulation of glycolytic genes by m6A modifications was confirmed using ALKBH5 knockout models (GSE198316, GSE224650) and MeRIP-seq data (GSE225143). A prognostic model was developed by integrating CIBERSORT immune cell infiltration analysis, single-cell RNA sequencing data (GSE147363), and LASSO-Cox regression.

Results: Most m6A regulators are significantly downregulated in patients with sepsis, while IGF2BP2 and IGF2BP3 are upregulated. ALKBH5 clusters with IGF2BP2 within the same WGCNA module and exhibits a positive correlation with glycolytic activity (rho=0.592, P=1.0 × 10⁻29). The differentially expressed genes (DEGs) resulting from ALKBH5 knockout significantly overlap with sepsis-associated DEGs (n=124; OR=2.48, P=5.10 × 10⁻11), which are enriched in the HIF-1 signaling pathway and glycolytic processes. Independent validation confirmed a directional consistency of 89.6%. MeRIP-seq data indicated m6A-mediated associations with glycolytic genes, including ENO1, GAPDH, HK2, and LDHA. Single-cell analysis demonstrated a positive correlation between ALKBH5 and most glycolytic genes in CD14+ monocytes. A prognostic model based on four m6A genes (HNRNPC, YTHDF1, YTHDF2, VIRMA) achieved a C-index of 0.750 in the training set and 0.709-0.718 in external validation sets.

Conclusion: These integrated analyses suggest that ALKBH5-associated m6A modification is correlated with sepsis-associated glycolytic reprogramming and support a biologically plausible, hypothesis-generating ALKBH5-associated glycolytic program that requires prospective and experimental validation. The m6A-based four-gene model showed preliminary prognostic potential for 28-day mortality, but its external reproducibility was incomplete and requires validation in larger, prospectively collected and clinically harmonized cohorts.

n6 -甲基腺苷RNA修饰调节剂在败血症中糖酵解重编程中的作用和预后价值。
目的:本研究旨在探讨n6 -甲基腺苷(m6A) RNA修饰调节因子在脓毒症中的表达谱特征、与糖酵解代谢重编程的关系及其初步预后价值。方法:我们整合GEO数据库中的多个脓毒症转录组队列(GSE65682, GSE95233, GSE54514),系统分析15个m6A调节因子的差异表达。利用基因集变异分析(GSVA)评分、加权基因共表达网络分析(WGCNA)网络和Spearman相关分析来评估m6A调节因子与糖酵解活性之间的关系。通过ALKBH5敲除模型(GSE198316、GSE224650)和MeRIP-seq数据(GSE225143)证实m6A修饰对糖酵解基因的调控作用。通过整合CIBERSORT免疫细胞浸润分析、单细胞RNA测序数据(GSE147363)和LASSO-Cox回归建立预后模型。结果:大多数m6A调节因子在脓毒症患者中显著下调,而IGF2BP2和IGF2BP3上调。ALKBH5与IGF2BP2在同一个WGCNA模块内,与糖酵解活性呈正相关(rho=0.592, P=1.0 × 10 - 29)。ALKBH5敲除导致的差异表达基因(DEGs)与败血症相关的DEGs (n=124; OR=2.48, P=5.10 × 10毒血症)显著重叠,这些差异表达基因在HIF-1信号通路和糖酵解过程中富集。独立验证的定向一致性为89.6%。MeRIP-seq数据显示m6a介导的糖酵解基因相关,包括ENO1、GAPDH、HK2和LDHA。单细胞分析显示,在CD14+单核细胞中,ALKBH5与大多数糖酵解基因呈正相关。基于四个m6A基因(HNRNPC, YTHDF1, YTHDF2, VIRMA)的预后模型在训练集中的c指数为0.750,在外部验证集中的c指数为0.709-0.718。结论:这些综合分析表明,alkbh5相关的m6A修饰与败血症相关的糖酵解重编程相关,并支持一个生物学上合理的、假设生成的alkbh5相关的糖酵解程序,该程序需要前瞻性和实验验证。基于m6的四基因模型显示了28天死亡率的初步预后潜力,但其外部可重复性不完整,需要在更大的前瞻性收集和临床协调队列中进行验证。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Journal of Intensive Care
Journal of Intensive Care Medicine-Critical Care and Intensive Care Medicine
CiteScore
11.90
自引率
1.40%
发文量
51
审稿时长
15 weeks
期刊介绍: "Journal of Intensive Care" is an open access journal dedicated to the comprehensive coverage of intensive care medicine, providing a platform for the latest research and clinical insights in this critical field. The journal covers a wide range of topics, including intensive and critical care, trauma and surgical intensive care, pediatric intensive care, acute and emergency medicine, perioperative medicine, resuscitation, infection control, and organ dysfunction. Recognizing the importance of cultural diversity in healthcare practices, "Journal of Intensive Care" also encourages submissions that explore and discuss the cultural aspects of intensive care, aiming to promote a more inclusive and culturally sensitive approach to patient care. By fostering a global exchange of knowledge and expertise, the journal contributes to the continuous improvement of intensive care practices worldwide.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书