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鞘脂代谢相关基因作为肺炎诱导脓毒症的诊断标志物:AUG模型

Sphingolipid metabolism-related genes as diagnostic markers in pneumonia-induced sepsis: the AUG model.

作者信息

Wu Jing, Li Xiaomin, Chen Zhihao, Lin Yiting, Long Qiuyue, Jiang Mingzheng, Hu Xiaoyi, Song Shixu, Ye Hongli, Li Jiwei, Wu Fangfang, Zheng Jianshi, Wang Minghui, Gao Zhancheng, Ning Pu, Zheng Yali

机构信息

Department of Respiratory, Critical Care and Sleep Medicine, School of Medicine, Xiamen University, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China.

Institute of Chest and Lung Diseases, Xiang'an Hospital of Xiamen University, Xiamen, 361102, Fujian, China.

出版信息

Sci Rep. 2025 May 20;15(1):17552. doi: 10.1038/s41598-025-01150-8.

Abstract

Pneumonia-induced sepsis (PIS) is a life-threatening condition with high mortality rates, necessitating the identification of biomarkers and therapeutic targets. Sphingolipid, particularly ceramides, are pivotal in modulating immune responses and determining cell fate. In this study, we identified a novel gene signature related to sphingolipid metabolism, comprising ACER3, UGCG, and GBA, which are key enzymes involved in the synthesis and metabolism of ceramides. This signature, termed the "AUG model", demonstrated strong diagnostic performance and modest prognostic efficacy across both training (GSE65682) and validation (E-MTAB-1548 and E-MTAB-5273) datasets. A clinical cohort comprising 20 PIS patients, 31 pneumonia cases, and 11 healthy controls further validated the increased expression of AUG genes at both mRNA and protein levels in peripheral blood samples upon admission. Our comprehensive analysis of bulk and single-cell transcriptome datasets revealed that these genes are implicated in immune cell death pathways, including autophagy and apoptosis. Additionally, cell-communication analysis indicated that enhanced macrophage migration inhibitory factor (MIF) signaling may be associated with dysregulated sphingolipid metabolism, potentially driving the inflammatory cascade. This study identifies a novel predictive model for PIS, highlighting the role of sphingolipid metabolism-related genes in disease progression and suggesting potential therapeutic targets for sepsis management.

摘要

肺炎诱导的脓毒症(PIS)是一种威胁生命的疾病,死亡率很高,因此需要鉴定生物标志物和治疗靶点。鞘脂,尤其是神经酰胺,在调节免疫反应和决定细胞命运方面起着关键作用。在本研究中,我们鉴定了一种与鞘脂代谢相关的新型基因特征,包括ACER3、UGCG和GBA,它们是参与神经酰胺合成和代谢的关键酶。这种被称为“AUG模型”的特征在训练数据集(GSE65682)和验证数据集(E-MTAB-1548和E-MTAB-5273)中均表现出强大的诊断性能和适度的预后效果。一个由20名PIS患者、31例肺炎病例和11名健康对照组成的临床队列进一步验证了入院时外周血样本中AUG基因在mRNA和蛋白质水平上的表达均增加。我们对批量和单细胞转录组数据集的综合分析表明,这些基因与免疫细胞死亡途径有关,包括自噬和凋亡。此外,细胞通讯分析表明,增强的巨噬细胞迁移抑制因子(MIF)信号可能与鞘脂代谢失调有关,可能驱动炎症级联反应。本研究确定了一种新的PIS预测模型,突出了鞘脂代谢相关基因在疾病进展中的作用,并为脓毒症管理提出了潜在的治疗靶点。

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