Hexiang Jiang, Xibing Yu, Jingyan Fan, Houhui Song, Yang Yang
{"title":"Identification of predictors for bacterial meningitis diagnosis based on transcriptomics and genetic analysis.","authors":"Hexiang Jiang, Xibing Yu, Jingyan Fan, Houhui Song, Yang Yang","doi":"10.1186/s13568-025-01893-7","DOIUrl":null,"url":null,"abstract":"<p><p>Bacterial meningitis (BM) requires rapid intervention, especially in immunocompromised populations. Understanding early immune responses is crucial, as they precede clinical symptoms; however, comprehensive studies remain limited. This research investigates immune-related genes to improve BM diagnosis and treatment. Mendelian randomization, differential gene expression analysis, and co-expression network analysis identified key genes associated with BM. Immune cell ratio calculations and infiltration analyses demonstrated altered immune cell proportions. Spearman correlation analysis revealed relationships between gene expression and immune cell types. Single-cell RNA sequencing, gene set enrichment analysis, and pseudotime analysis explored changes in gene expression and cell proportions across disease stages, focusing on the roles of key genes in specific immune cells. Ring Finger Protein 144B (RNF144B) was identified as a risk gene predominantly expressed in monocytes and neutrophils. Conversely, FYN Proto-Oncogene (FYN) was identified as a protective gene primarily associated with NKT cells. During BM onset, increased RNF144B expression positively correlated with elevated neutrophil levels, while reduced FYN expression correlated with decreased NKT cell levels. During remission and recovery, RNF144B expression and neutrophil proportions decreased, whereas FYN expression and NKT cell proportions increased. NKT cells appeared to play a protective role, with FYN potentially modulating T-cell receptor function in these cells, thereby reducing BM risk. RNF144B and FYN expression exhibit opposing trends in peripheral blood across BM stages, suggesting their potential as biomarkers for diagnosis and monitoring. These findings provide a valuable reference for early intervention strategies and personalized treatment approaches tailored to specific disease stages in the clinic.</p>","PeriodicalId":7537,"journal":{"name":"AMB Express","volume":"15 1","pages":"84"},"PeriodicalIF":3.5000,"publicationDate":"2025-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12125432/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"AMB Express","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1186/s13568-025-01893-7","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
Abstract
Bacterial meningitis (BM) requires rapid intervention, especially in immunocompromised populations. Understanding early immune responses is crucial, as they precede clinical symptoms; however, comprehensive studies remain limited. This research investigates immune-related genes to improve BM diagnosis and treatment. Mendelian randomization, differential gene expression analysis, and co-expression network analysis identified key genes associated with BM. Immune cell ratio calculations and infiltration analyses demonstrated altered immune cell proportions. Spearman correlation analysis revealed relationships between gene expression and immune cell types. Single-cell RNA sequencing, gene set enrichment analysis, and pseudotime analysis explored changes in gene expression and cell proportions across disease stages, focusing on the roles of key genes in specific immune cells. Ring Finger Protein 144B (RNF144B) was identified as a risk gene predominantly expressed in monocytes and neutrophils. Conversely, FYN Proto-Oncogene (FYN) was identified as a protective gene primarily associated with NKT cells. During BM onset, increased RNF144B expression positively correlated with elevated neutrophil levels, while reduced FYN expression correlated with decreased NKT cell levels. During remission and recovery, RNF144B expression and neutrophil proportions decreased, whereas FYN expression and NKT cell proportions increased. NKT cells appeared to play a protective role, with FYN potentially modulating T-cell receptor function in these cells, thereby reducing BM risk. RNF144B and FYN expression exhibit opposing trends in peripheral blood across BM stages, suggesting their potential as biomarkers for diagnosis and monitoring. These findings provide a valuable reference for early intervention strategies and personalized treatment approaches tailored to specific disease stages in the clinic.
细菌性脑膜炎(BM)需要快速干预,特别是在免疫功能低下的人群中。了解早期免疫反应是至关重要的,因为它们先于临床症状;然而,全面的研究仍然有限。本研究探讨免疫相关基因,以提高脑脊髓炎的诊断和治疗。孟德尔随机化、差异基因表达分析和共表达网络分析确定了与BM相关的关键基因。免疫细胞比例计算和浸润分析显示免疫细胞比例改变。Spearman相关分析揭示了基因表达与免疫细胞类型之间的关系。单细胞RNA测序、基因集富集分析和伪时间分析探讨了不同疾病阶段基因表达和细胞比例的变化,重点关注了关键基因在特异性免疫细胞中的作用。Ring Finger Protein 144B (RNF144B)是一个主要在单核细胞和中性粒细胞中表达的风险基因。相反,FYN原癌基因(FYN)被鉴定为主要与NKT细胞相关的保护性基因。BM发病时,RNF144B表达升高与中性粒细胞水平升高正相关,FYN表达降低与NKT细胞水平下降相关。在缓解和恢复期间,RNF144B表达和中性粒细胞比例下降,而FYN表达和NKT细胞比例增加。NKT细胞似乎发挥保护作用,FYN可能调节这些细胞中的t细胞受体功能,从而降低脑转移风险。RNF144B和FYN的表达在BM分期的外周血中表现出相反的趋势,这表明它们有潜力作为诊断和监测的生物标志物。这些发现为临床针对特定疾病阶段的早期干预策略和个性化治疗方法提供了有价值的参考。
期刊介绍:
AMB Express is a high quality journal that brings together research in the area of Applied and Industrial Microbiology with a particular interest in ''White Biotechnology'' and ''Red Biotechnology''. The emphasis is on processes employing microorganisms, eukaryotic cell cultures or enzymes for the biosynthesis, transformation and degradation of compounds. This includes fine and bulk chemicals, polymeric compounds and enzymes or other proteins. Downstream processes are also considered. Integrated processes combining biochemical and chemical processes are also published.