首页|期刊导航|医学分子生物学杂志|基于铁死亡相关基因的非小细胞肺癌预后模型构建及亚型特征比较

基于铁死亡相关基因的非小细胞肺癌预后模型构建及亚型特征比较OA

Construction of Prognostic Model and Comparison of Subtype Char-acteristics of Non-Small Cell Lung Cancer Based on Ferroptosis-Relat-ed Genes

中文摘要英文摘要

目的 构建肺腺癌(lung adenocarcinoma,LUAD)与肺鳞癌(lung squamous cell carcinoma,LUSC)的铁死亡相关基因预后模型,比较二者分子通路、免疫及表观遗传特征差异,探索免疫检查点与m6A因子调控铁死亡的机制.方法 基于TCGA数据和FerrDb基因集,经差异表达分析、COX及LASSO回归建模;通过Kaplan-Meier法和 ROC曲线评估模型性能;结合 GSEA分析与文献筛选差异基因(P<0.001)并提出假说.结果 LUAD 预后模型(CYBB、GLS2、CAV1、DDIT4、SLC7A5、TRIB3、IL33、RRM2)1、3、5 年AUC分别为0.720、0.690、0.640(P<0.001),LUSC预后模型(ALOX5、MIOX、JUN、SLC7A5、ARRDC3)AUC分别为0.608、0.637、0.652(P=0.003),优于现有模型,风险得分为独立预后因子(P<0.05).LUAD富集蛋白酶体、TCA循环,LUSC富集白细胞迁移、黏着斑(P<0.05);LUAD的TNFSF18、METTL3 低表达,LUSC的NRP1、FTO高表达(P<0.001).由此提出以下机制假说:LUSC中CD28 影响铁死亡敏感性,FTO/YTHDF2 驱动抵抗;LUAD中TNFSF18 削弱GPX4 抑制,存在双向调控网络.结论 研究成功构建高效预后模型,多维度揭示两亚型本质差异,为铁死亡协同机制研究提供关键靶点与理论框架,为后续实验验证提供理论基础.

Objective To construct a prognostic model for iron death related genes in lung ade-nocarcinoma(LUAD)and lung squamous cell carcinoma(LUSC),compare the differences in molecular pathways,immunity and epigenetic characteristics between the two,and explore the mechanisms of immune checkpoints and m6A factors regulating iron death.Methods Based on the TCGA data and the FerrDb gene set,the models were constructed after differential expression analy-sis,COX regression,and LASSO regression.The model performance was evaluated using the Kap-lan-Meier method and ROC curves.The differentially expressed genes(P<0.001)were analyzed by GSEA and literature screening,and the hypotheses were proposed.Results The LUAD prognos-tic model(CYBB,GLS2,CAV1,DDIT4,SLC7A5,TRIB3,IL33,RRM2)had the AUC of 0.720,0.690,and 0.640 for 1,3,and 5 years respectively(P<0.001),while the LUSC prognostic model(ALOX5,MIOX,JUN,SLC7A5,ARRDC3)had the AUC of 0.608,0.637,and 0.652 respectively(P=0.003),which was superior to existing models.The risk score was an independent prognostic factor(P<0.05).LUAD enriched in the pathways of proteasome and TCA cycle,while LUSC enriched in pathways of leukocyte migration and focal adhesion(P<0.05).In addition,LUAD showed low expression of TNFSF18 and METTL3,while LUSC showed high ex-pression of NRP1 and FTO(P<0.001).Therefore,the mechanism hypothesis was proposed:In LUSC,CD28 affected iron death sensitivity,and FTO/YTHDF2 drived resistance;in LUAD,TN-FSF18 weakened the inhibition of GPX4,and there was a bidirectional regulatory net-work.Conclusion By construction of the highly efficient prognostic models and analysis of the es-sential differences between the two subtypes from multiple dimensions,the key targets and theoreti-cal frameworks for the study of the synergistic mechanism of iron death is therefore provided for the subsequent experimental verification.

黄启昌;何雨霖;钟金俞;周韶璋;谭莉萍

广西医科大学肿瘤医学院 南宁市,530021广西医科大学肿瘤医学院 南宁市,530021广西医科大学第二临床医学院 南宁市,530021广西医科大学附属肿瘤医院呼吸肿瘤内科 南宁市,530201广西医科大学附属肿瘤医院呼吸肿瘤内科 南宁市,530201

医药卫生

肺腺癌肺鳞癌铁死亡预后模型免疫检查点N6-甲基腺苷

lung adenocarcinomalung squamous cell carcinomaferroptosisprognostic modelimmune checkpointsN6-methyladenosine

《医学分子生物学杂志》 2026 (2)

194-203,10

广西自然科学基金面上项目(No.2024 GXNSFAA010404、No.SLB-2-20250317-89) This work was supported by grants from the General Project of Natural Science Foundation of Guangxi Province(No.2024 GXNSFAA010404,No.SLB-2-20250317-89)

10.3870/j.issn.1672-8009.2026.02.012

评论