Lin Wei, Chen Yongping, Lu Mingqin, Peng Cheng, Chen Xiang, Liu Xiaoqin, Wang Yunyun
Department of Orthopedics, The Third Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.
Department of Infectious Diseases, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.
Front Immunol. 2025 Feb 25;16:1477342. doi: 10.3389/fimmu.2025.1477342. eCollection 2025.
Dysfunction of peripheral blood neutrophils occurs in acute-on-chronic liver failure (ACLF). However, the molecular mechanisms of neutrophils involved in the pathophysiology of the ACLF remains poorly understood. Data downloaded from the GEO database (GSE142255) was used to identify both ACLF and neutrophil-related genes with the help of the limma package and Weighted Gene Co-Expression Network Analysis (WGCNA) algorithms. The analysis identified 288 ACLF-related differentially expressed genes (DEGs) in the circulating blood cells. Among these, three genes were found to be related to neutrophils and were identified as diagnostic genes, exhibiting high diagnostic efficacy as evidenced by an area under the curve (AUC) value of 1. Among these, matrix metallopeptidase-9 (MMP9) and S100 calcium binding protein A12 (S100A12) were upregulated, whereas C-C chemokine ligand 5 (CCL5) was downregulated in circulating immune cells from patients with ACLF compared to those from healthy controls. These findings were corroborated using an additional GEO dataset, GSE156382. The expression levels of the three key genes demonstrated a correlation with both ferroptosis and cuprotosis. Among the three diagnostic genes, only MMP9 was validated as differentially expressed through both quantitative real-time PCR (qRT-PCR) and western blot. Moreover, a significant elevation in plasma MMP9 levels was observed in patients with ACLF compared to those with chronic hepatitis B (CHB) and acute decompensated cirrhosis (AD). Notably, ACLF patients exhibiting elevated MMP9 levels (>175.8 ng/mL) experienced higher short-term mortality rates within both 30 and 90 days (p<0.001). In addition, a total of 21 drugs targeting the three diagnostic genes were identified from the Drug Bank database. Finally, the Kinase-TF-mRNA-miRNA network was constructed utilizing Cytoscape software. This study represents the initial application of WGCNA algorithms to identify novel biomarkers related to neutrophils in ACLF. Our findings offer new perspectives on the role of neutrophil in the pathogenesis of ACLF. However, additional research is required to substantiate the effects of these key genes and therapeutic agents on ACLF.
外周血中性粒细胞功能障碍发生在慢加急性肝衰竭(ACLF)中。然而,中性粒细胞参与ACLF病理生理过程的分子机制仍知之甚少。从基因表达综合数据库(GEO数据库,GSE142255)下载的数据,借助limma软件包和加权基因共表达网络分析(WGCNA)算法来识别ACLF相关基因和中性粒细胞相关基因。该分析在循环血细胞中鉴定出288个ACLF相关差异表达基因(DEGs)。其中,发现有三个基因与中性粒细胞相关,并被确定为诊断基因,曲线下面积(AUC)值为1,显示出高诊断效能。其中,基质金属肽酶-9(MMP9)和S100钙结合蛋白A12(S100A12)上调,而与健康对照者相比,ACLF患者循环免疫细胞中的C-C趋化因子配体5(CCL5)下调。使用另一个GEO数据集GSE156382证实了这些发现。这三个关键基因的表达水平与铁死亡和铜死亡均相关。在这三个诊断基因中,只有MMP9通过定量实时PCR(qRT-PCR)和蛋白质免疫印迹法验证为差异表达。此外,与慢性乙型肝炎(CHB)和急性失代偿性肝硬化(AD)患者相比,观察到ACLF患者血浆MMP9水平显著升高。值得注意的是,MMP9水平升高(>175.8 ng/mL)的ACLF患者在30天和90天内的短期死亡率更高(p<0.001)。此外,从药物银行数据库中鉴定出总共21种靶向这三个诊断基因的药物。最后,利用Cytoscape软件构建激酶-转录因子-mRNA-微小RNA网络。本研究首次应用WGCNA算法来识别ACLF中与中性粒细胞相关的新型生物标志物。我们的研究结果为中性粒细胞在ACLF发病机制中的作用提供了新的视角。然而,需要更多研究来证实这些关键基因和治疗药物对ACLF的影响。