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基于脂肪酸代谢相关基因构建肺腺癌亚型及预后模型。

Construction of lung adenocarcinoma subtype and prognosis model based on fatty acid metabolism-related genes.

作者信息

Chen Jing, Huang Jinyu, Shen Liangfang

机构信息

Department of Oncology, Xiangya Hospital, Central South University, Changsha, 410008, Hunan, China.

出版信息

Discov Oncol. 2025 May 22;16(1):866. doi: 10.1007/s12672-025-02613-0.

Abstract

OBJECTIVE

To explore the role of genes related to fatty acid metabolism in lung adenocarcinoma classification and prognosis.

METHODS

Transcriptome and clinical data from the TCGA database and GEO database were collected, the expression of prognostic fatty acid metabolism-related genes in LUAD patients was analyzed, and key genes related to both fatty acid metabolism and subtype were identified. These key genes were further filtered via the LASSO regression method, and the retained genes were used to construct a risk-scoring model. The biological function of RPS4Y1 was verified by cell viability, colony formation, migration, and flow cytometry assays. Finally, immune infiltration and drug sensitivity were analyzed in the high- and low-risk groups.

RESULTS

31 key FAMGs associated with prognosis were identified in LUAD patients. LUAD cases were divided into 3 subtypes on the basis of the expression of these genes. The DEGs between the different subtypes were associated mainly with amino acid metabolic pathways. In addition, among the 46 DEGs between subtypes, 5 key FAMGs (SCGB3 A2, PGC, ADH7, RPS4Y1, and KRT6 A) were identified as the best prognostic markers via LASSO regression to establish a risk scoring model. Patients with low risk scores had a better prognosis and a greater degree of immune cell infiltration than those with high risk scores. RPS4Y1 is highly expressed in LUAD, and its knockdown significantly inhibits the growth of tumor cells. Moreover, we also analyzed drugs likely to be effective for the high- and low-risk groups.

CONCLUSION

FAMGs play important roles in LUAD, and the key genes identified may be new targets for LUAD treatment.

摘要

目的

探讨脂肪酸代谢相关基因在肺腺癌分类及预后中的作用。

方法

收集来自TCGA数据库和GEO数据库的转录组及临床数据,分析LUAD患者中预后脂肪酸代谢相关基因的表达情况,并鉴定出与脂肪酸代谢及亚型均相关的关键基因。通过LASSO回归方法对这些关键基因进行进一步筛选,将保留的基因用于构建风险评分模型。通过细胞活力、集落形成、迁移及流式细胞术检测验证RPS4Y1的生物学功能。最后,分析高风险组和低风险组中的免疫浸润及药物敏感性。

结果

在LUAD患者中鉴定出31个与预后相关的关键脂肪酸代谢基因(FAMGs)。基于这些基因的表达情况将LUAD病例分为3个亚型。不同亚型之间的差异表达基因(DEGs)主要与氨基酸代谢途径相关。此外,在亚型间的46个DEGs中,通过LASSO回归鉴定出5个关键FAMGs(SCGB3A2、PGC、ADH7、RPS4Y1和KRT6A)作为最佳预后标志物以建立风险评分模型。低风险评分的患者比高风险评分的患者预后更好,免疫细胞浸润程度更高。RPS4Y1在LUAD中高表达,其敲低显著抑制肿瘤细胞生长。此外,我们还分析了可能对高风险组和低风险组有效的药物。

结论

FAMGs在LUAD中发挥重要作用,鉴定出的关键基因可能成为LUAD治疗的新靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f592/12098254/1b02e653780d/12672_2025_2613_Fig1_HTML.jpg

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