Jiang Jianjun, Zhang Yingxin, Men Biying, He Yujing, Yun Liang, Li Fangfang, Rao Xuguang, Cai Kaican, Rao Shuan
Department of Thoracic Surgery, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong, People's Republic of China.
Cancer Manag Res. 2025 Aug 12;17:1625-1642. doi: 10.2147/CMAR.S533571. eCollection 2025.
R-loops, RNA-DNA hybrid structures, play essential roles in maintaining genomic stability and regulating transcription. This study aims to identify key R-loop regulatory genes as prognostic markers for LUAD and explore their associations with immunotherapy response and drug sensitivity, supporting personalized treatment strategies.
We integrated 1771 R-loops genes with differentially expressed genes in LUAD. Through univariate Cox, LASSO, and multivariate Cox analyses, we constructed an R-loops prognostic risk score (R-loops Score) and validated it in three independent GEO cohorts. Correlations with clinical variables, immune features, and drug response were examined. Key genes were further evaluated by qPCR and Western blot in LUAD cell lines and tumor tissues.
Patients with high R-loops Scores had significantly poorer overall survival compared with low-score patients. A nomogram combining the R-loops Score and clinical factors achieved AUCs of 0.732, 0.713, and 0.719 for predicting 1-, 2-, and 5-year OS, respectively. Pathway enrichment indicated that high-score tumors were enriched in cell cycle regulation, phase separation, and epithelial-mesenchymal transition. High R-loops Scores were associated with male sex, advanced stages, immune evasion and immunotherapy resistance, but increased chemotherapy and targeted therapy sensitivity. EIF3B was further validated as a key gene through analysis of a local patient cohort.
The R-loops Score represents a promising prognostic tool for LUAD, offering valuable insights into survival outcomes, immune characteristics and drug responsiveness. Notably, qPCR and Western blot validation consistently confirmed EIF3B as a key gene, further supporting their potential as biomarkers. These results support future research and serve as a reference for the personalized precision treatment of LUAD.
R环,即RNA-DNA杂交结构,在维持基因组稳定性和调节转录中发挥着重要作用。本研究旨在鉴定关键的R环调控基因作为肺腺癌(LUAD)的预后标志物,并探索它们与免疫治疗反应和药物敏感性的关联,以支持个性化治疗策略。
我们将1771个R环基因与LUAD中的差异表达基因进行整合。通过单变量Cox分析、LASSO分析和多变量Cox分析,构建了一个R环预后风险评分(R环评分),并在三个独立的GEO队列中进行了验证。研究了其与临床变量、免疫特征和药物反应的相关性。通过qPCR和蛋白质免疫印迹法在LUAD细胞系和肿瘤组织中进一步评估关键基因。
与低分患者相比,R环评分高的患者总生存期显著更差。结合R环评分和临床因素的列线图预测1年、2年和5年总生存期的AUC分别为0.732、0.713和0.719。通路富集分析表明,高分肿瘤在细胞周期调控、相分离和上皮-间质转化方面富集。高R环评分与男性、晚期、免疫逃逸和免疫治疗耐药相关,但化疗和靶向治疗敏感性增加。通过对本地患者队列的分析,进一步验证EIF3B为关键基因。
R环评分是一种很有前景的LUAD预后工具,为生存结果、免疫特征和药物反应性提供了有价值的见解。值得注意的是,qPCR和蛋白质免疫印迹法验证一致证实EIF3B为关键基因,进一步支持了它们作为生物标志物的潜力。这些结果为未来的研究提供了支持,并为LUAD的个性化精准治疗提供了参考。