Liu Hui, Bao Xin, Zeng Zhirui, Liu Wei, Li Meifang
Department of Neurosurgery, Affiliated Hospital of Qingdao University, Qingdao, China.
School of Clinical Medicine, Guizhou Medical University, Guiyang, China.
Heliyon. 2024 Apr 9;10(7):e29212. doi: 10.1016/j.heliyon.2024.e29212. eCollection 2024 Apr 15.
Grade 4 diffuse gliomas are highly malignant tumours with poor prognosis. Cuproptosis is a novel form of cell death. Cuproptosis genes are associated with various tumours and affect the prognosis of patients with these tumours. However, the relationship between cuproptosis and grade 4 diffuse gliomas remains unclear.
Differentially expressed genes associated with cuproptosis in grade 4 diffuse gliomas were identified. Second, the prognostic model was established by univariate and multivariate COX regression analyses, and the genes (p < 0.05) were selected for subsequent analysis. The endpoint of the study was death. Single-gene analysis was performed in accordance with the expression levels of SLC31A1. Third, based on the expression levels of SLC31A1, gene function enrichment, drug sensitivity, and immune cell infiltration analyses were performed. Finally, the expression and biological functions of SLC31A1 in grade 4 diffuse gliomas were identified using immunohistochemical staining, qRT-PCR, and related biological experiments.
We identified six coproptosis genes in the grade 4 diffuse gliomas dataset (SLC31A1, PDHA1, GLS, FDX1, LIPT1, and ATP7B). The six key cuproptosis genes of grade 4 diffuse gliomas were analysed using univariate COX analysis. Basic patient data, including age, race, year of diagnosis, sex, and treatment, were included in the univariate COX analysis. Then, multivariate COX analysis was performed for the factors with p < 0.2 in the univariate COX analysis. Age, year of diagnosis, and SLC31A1, PDHA1, and FDX1 levels were found to be independent prognostic factors. A nomogram was constructed using these 5 factors. Through experiments, we found that SLC31A1 had a higher expression level in cancer tissue than that near cancer among the three genes, SLC31A1, PDHA1, and FDX1; therefore, we focused on SLC31A1. According on the expression level of SLC31A1, we performed gene function enrichment, drug sensitivity, and immune cell infiltration analyses. Navitoclax was the most sensitive drug. Differential gene function enrichment was observed for metalloendopeptidase activity. SLC31A1 is expressed in dendritic cells, macrophages, neutrophils, and CD8+T cells. SLC31A1 is highly expressed in grade 4 diffuse gliomas, whereas SLC31A1 knockdown significantly reduces cell proliferation and mobility.
Age, year of diagnosis, and SLC31A1, PDHA1, and FDX1 expression were independent prognostic factors. A nomogram was constructed based on age, year of diagnosis, and SLC31A1, PDHA1, and FDX1 levels. Through analysis and experimental verification, SLC31A1 was found to affect the prognosis and progression of patients with grade 4 diffuse gliomas and was associated with immune cell infiltration.
4级弥漫性胶质瘤是预后较差的高度恶性肿瘤。铜死亡是一种新的细胞死亡形式。铜死亡基因与多种肿瘤相关,并影响这些肿瘤患者的预后。然而,铜死亡与4级弥漫性胶质瘤之间的关系仍不清楚。
鉴定4级弥漫性胶质瘤中与铜死亡相关的差异表达基因。其次,通过单因素和多因素COX回归分析建立预后模型,并选择p<0.05的基因进行后续分析。研究的终点是死亡。根据SLC31A1的表达水平进行单基因分析。第三,基于SLC31A1的表达水平,进行基因功能富集、药物敏感性和免疫细胞浸润分析。最后,使用免疫组织化学染色、qRT-PCR和相关生物学实验鉴定SLC31A1在4级弥漫性胶质瘤中的表达及生物学功能。
我们在4级弥漫性胶质瘤数据集中鉴定出6个铜死亡基因(SLC31A1、PDHA1、GLS、FDX1、LIPT1和ATP7B)。使用单因素COX分析对4级弥漫性胶质瘤的6个关键铜死亡基因进行分析。单因素COX分析纳入了包括年龄、种族、诊断年份、性别和治疗在内的基本患者数据。然后,对单因素COX分析中p<0.2的因素进行多因素COX分析。发现年龄、诊断年份以及SLC31A1、PDHA1和FDX1水平是独立的预后因素。使用这5个因素构建了列线图。通过实验,我们发现SLC31A1、PDHA1和FDX1这三个基因中,SLC31A1在癌组织中的表达水平高于癌旁组织;因此,我们将重点放在SLC31A1上。根据SLC31A1的表达水平,我们进行了基因功能富集、药物敏感性和免疫细胞浸润分析。纳维托克司是最敏感的药物。观察到金属内肽酶活性存在差异基因功能富集。SLC31A1在树突状细胞、巨噬细胞、中性粒细胞和CD8+T细胞中表达。SLC31A1在4级弥漫性胶质瘤中高表达,而敲低SLC31A1可显著降低细胞增殖和迁移能力。
年龄、诊断年份以及SLC31A1、PDHA1和FDX1的表达是独立的预后因素。基于年龄、诊断年份以及SLC31A1、PDHA1和FDX1水平构建了列线图。通过分析和实验验证,发现SLC31A1影响4级弥漫性胶质瘤患者的预后和进展,并与免疫细胞浸润相关。