Liang Gaofeng, He Jinxian, Chen Tian, Zhang Liang, Yu Kaizhong, Shen Weiyu
Department of Thoracic Surgery, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, Zhejiang, China.
Department of Radiation Oncology, The Affiliated LiHuiLi Hospital of Ningbo University, Ningbo, Zhejiang, China.
Ann Med. 2025 Dec;57(1):2442529. doi: 10.1080/07853890.2024.2442529. Epub 2024 Dec 23.
Deoxyribose nucleic acid (DNA) methylation is an important epigenetic modification that plays an important role in the occurrence and development of tumors. Identifying key methylation-driven genes that affect the prognosis of lung squamous cell carcinoma (LUSC) can provide direction for targeted therapy research.
Methylation and RNA-seq data were downloaded from The Cancer Genome Atlas (TCGA). The MethylMix package was used to integrate and analyze the methylation and gene expression data from TCGA, and the LUSC dataset (GSE37745) was downloaded from GEO for validation. Forty-five DNA-methylation-driven genes (MDGs) were obtained, and 3 genes (TRIM61, SMIM22, and ALDH7A1) were significantly associated with survival by using univariate and multivariate Cox regression. A risk model was constructed. KM analysis showed that patients with high-risk scores had poor survival. A nomination plot for prognosis prediction of LUSC patients was constructed, which showed a good predictive efficiency for tumor prognosis. The high expression of ALDH7A1 was an independent risk factor for poor prognosis in LUSC. The expression of ALDH7A1 in LUSC was negatively correlated with its methylation status (COR = -0.655). GSEA analysis showed that high expression of ALDH7A1 could activate multiple signaling pathways (JAK-STAT signaling pathway and mTOR signaling pathway). cell experiments confirmed that in LUSC, silencing ALDH7A1 could inhibit tumor progression, while overexpression of ALDH7A1 could promote tumor progression.
Our results indicated that ALDH7A1, a newly discovered MDG in LUSC, could act as an independent prognostic factor for OS in LUSC, with the potential to become a potential target for LUSC diagnosis and treatment. High expression of ALDH7A1 in LUSC could promote the occurrence and development of tumors. Signaling pathways, such as JAK-STAT and mTOR signaling pathways, might regulate the high expression of ALDH7A1.
脱氧核糖核酸(DNA)甲基化是一种重要的表观遗传修饰,在肿瘤的发生发展中起重要作用。识别影响肺鳞状细胞癌(LUSC)预后的关键甲基化驱动基因可为靶向治疗研究提供方向。
从癌症基因组图谱(TCGA)下载甲基化和RNA测序数据。使用MethylMix软件包整合和分析来自TCGA的甲基化和基因表达数据,并从基因表达综合数据库(GEO)下载LUSC数据集(GSE37745)进行验证。获得了45个DNA甲基化驱动基因(MDG),通过单因素和多因素Cox回归分析发现3个基因(TRIM61、SMIM22和ALDH7A1)与生存显著相关。构建了一个风险模型。Kaplan-Meier分析表明,高风险评分的患者生存较差。构建了LUSC患者预后预测的列线图,显示出对肿瘤预后良好的预测效率。ALDH7A1的高表达是LUSC患者预后不良的独立危险因素。LUSC中ALDH7A1的表达与其甲基化状态呈负相关(COR = -0.655)。基因集富集分析(GSEA)表明,ALDH7A1的高表达可激活多个信号通路(JAK-STAT信号通路和mTOR信号通路)。细胞实验证实,在LUSC中,沉默ALDH7A1可抑制肿瘤进展,而ALDH7A1的过表达可促进肿瘤进展。
我们的结果表明,ALDH7A1是LUSC中一个新发现的MDG,可作为LUSC总生存期的独立预后因素,有可能成为LUSC诊断和治疗的潜在靶点。LUSC中ALDH7A1的高表达可促进肿瘤的发生发展。JAK-STAT和mTOR信号通路等信号通路可能调节ALDH7A1的高表达。