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肾透明细胞癌中免疫铁死亡基因的综合分析:预后及对肿瘤微环境的影响

Comprehensive analysis of immune ferroptosis gene in renal clear cell carcinoma: prognosis and influence of tumor microenvironment.

作者信息

Yang Lin-Hui, Xu Li-Zhen, Huang Zhi-Jian, Pan Hong-Hong, Wu Min, Wu Qiu-Yan, Lu Tao, Zhang Yan-Ping, Zhu Yao-Bin, Wu Jia-Bin, Luo Jie-Wei, Yang Guo-Kai, Ye Lie-Fu

机构信息

Fujian Provincial Hospital, Shengli Clinical Medical College of Fujian Medical University Fuzhou 350001, China.

Department of Breast Surgical Oncology, Fujian Medical University Cancer Hospital, Fujian Cancer Hospital Fuzhou 350001, China.

出版信息

Am J Transl Res. 2022 Sep 15;14(9):5982-6010. eCollection 2022.

Abstract

OBJECTIVE

We conducted an in-depth study of the immune system and ferroptosis to identify prognostic biomarkers and therapeutic targets for renal clear cell carcinoma.

METHODS

Immune ferroptosis-related differentially expressed genes (IFR-DEGs) were selected from The Cancer Genome Atlas (TCGA). A lasso-Cox risk scoring model was established; its prognostic value was determined using prognostic analysis and single multivariate Cox analysis. Model genes were subjected to subcellular fluorescence localization, mRNA and protein expression analyses, and single-cell RNA sequencing localization analysis. Risk score was analyzed using the immune score, immune infiltrating cell correlation, immune checkpoint, TIDE, and drug sensitivity.

RESULTS

A total of 103 IFR-DEGs were identified; a risk model comprising and was established. The survival curve, single multivariate Cox regression, and receiver operating characteristic (ROC) curve analysis showed that the model had good predictive ability (p < 0.05). It was also validated using the validation set and total cohort. Subcellular fluorescence localization revealed that ACADSB, CHAC1, and PLA2G6 were distributed in the cytoplasm and LURAP1L in the nucleus. The mRNA and protein expression trends were consistent. Single-cell RNA sequencing mapping revealed that ACADSB was enriched in distal tubule cell clusters. In the Kidney renal clear cell carcinoma (KIRC) mutation correlation analysis, 1.56% of the patients were found to have genetic alterations; The Spearman correlation analysis of model gene mutations showed that was positively correlated with , which may have a synergistic effect; it was negatively correlated with and , and was negatively correlated with , which may have an antagonistic effect. Model and immune correlation analyses found that high-risk patients had significantly higher levels of CD8+ T cells, regulatory T cells (Tregs), immune checkpoints, immune scores, and immune escape than those in low-risk patients. High-risk patients had a higher susceptibility to small-molecule drugs.

CONCLUSION

A novel prognostic model of immune ferroptosis-related genes ( and ), which plays an important role in immune infiltration, microenvironment, and immune escape, was constructed. It effectively predicts the survival of patients with KIRC.

摘要

目的

我们对免疫系统和铁死亡进行了深入研究,以确定肾透明细胞癌的预后生物标志物和治疗靶点。

方法

从癌症基因组图谱(TCGA)中筛选免疫铁死亡相关差异表达基因(IFR-DEGs)。建立套索-考克斯风险评分模型;通过预后分析和单变量多因素考克斯分析确定其预后价值。对模型基因进行亚细胞荧光定位、mRNA和蛋白质表达分析以及单细胞RNA测序定位分析。使用免疫评分、免疫浸润细胞相关性、免疫检查点、TIDE和药物敏感性分析风险评分。

结果

共鉴定出103个IFR-DEGs;建立了一个由[具体基因1]和[具体基因2]组成的风险模型。生存曲线、单变量多因素考克斯回归和受试者工作特征(ROC)曲线分析表明,该模型具有良好的预测能力(p<0.05)。它也在验证集和总队列中得到了验证。亚细胞荧光定位显示,ACADSB、CHAC1和PLA2G6分布在细胞质中,LURAP1L分布在细胞核中。mRNA和蛋白质表达趋势一致。单细胞RNA测序图谱显示,ACADSB在远端小管细胞簇中富集。在肾透明细胞癌(KIRC)突变相关性分析中,发现1.56%的患者存在基因改变;模型基因突变的斯皮尔曼相关性分析表明,[具体基因1]与[具体基因2]呈正相关可能具有协同作用;它与[具体基因3]和[具体基因4]呈负相关,[具体基因5]与[具体基因6]呈负相关,可能具有拮抗作用。模型与免疫相关性分析发现,高危患者的CD8+T细胞、调节性T细胞(Tregs)、免疫检查点、免疫评分和免疫逃逸水平显著高于低危患者。高危患者对小分子药物的敏感性更高。

结论

构建了一种新型的免疫铁死亡相关基因([具体基因1]和[具体基因2])预后模型,该模型在免疫浸润、微环境和免疫逃逸中起重要作用。它有效地预测了KIRC患者的生存情况。

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