Exploring a new signature for lung adenocarcinoma: analyzing cuproptosis-related genes through Integrated single-cell and bulk RNA sequencing

被引:2
作者
Liu, Jiangtao [1 ]
Xia, Wei [1 ]
Xue, Feng [1 ]
Xu, Chen [2 ]
机构
[1] Yangzhou Univ, Affiliated Hosp, Gen Surg, Yangzhou, Peoples R China
[2] Yangzhou Friendship Hosp, Dept Vasculocardiol, Yangzhou 225009, Peoples R China
关键词
Lung adenocarcinoma; Cuproptosis; scRNA-seq; Prognostic biomarkers; WGCNA; CANCER; TECHNOLOGIES; MIF;
D O I
10.1007/s12672-024-01389-z
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
ObjectivesLung adenocarcinoma (LUAD) continues to pose a significant global health challenge. This research investigates cuproptosis and its association with LUAD progression. Employing various bioinformatics techniques, the study explores the heterogeneity of LUAD cells, identifies prognostic cuproptosis-related genes (CRGs), examines cell-to-cell communication networks, and assesses their functional roles.MethodsWe downloaded single-cell RNA sequencing data from TISCH2 and bulk RNA sequencing data from TCGA for exploring LUAD cell heterogeneity. Subsequently, "CellChat" package was employed for intercellular communication network analysis, while weighted correlation network analysis was applied for identification of hub CRGs. Further, A cuproptosis related prognostic signature was constructed via LASSO regression, validated through survival analysis, nomogram development, and ROC curves. We assessed immune infiltration, gene mutations, and GSEA of prognostic CRGs. Finally, in vitro experiments were applied to validate CDC25C's role in LUAD.ResultsWe identified 15 clusters and nine cell type in LUAD. Malignant cells showed active communication and pathway enrichment in "oxidative phosphorylation" and "glycolysis". Meanwhile, prognostic hub CRGs including PFKP, CDC25C, F12, SIGLEC6, and NLRP7 were identified, with a robust prognostic signature. Immune infiltration, gene mutations, and functional enrichment correlated with prognostic CRGs. In vitro cell experiments have shown that CDC25C-deficient LUAD cell lines exhibited reduced activity.ConclusionThis research reveals the heterogeneity of LUAD cells, identifies key prognostic CRGs, and maps intercellular communication networks, providing insights into LUAD pathogenesis. These findings pave the way for developing targeted therapies and precision medicine approaches.
引用
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页数:18
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