Department of Lung Cancer, Tianjin Lung Cancer Center, National Clinical Research Center for Cancer, Key Laboratory of Cancer Prevention and Therapy, Tianjin's Clinical Research Center for Cancer, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China.
Department of Cardiothoracic Surgery, The Second People's Hospital of Yibin, Yibin, Sichuan, China.
Clin Exp Med. 2024 Jul 25;24(1):169. doi: 10.1007/s10238-024-01439-4.
Endoplasmic reticulum stress (ERS) is a critical factor influencing lung adenocarcinoma (LUAD) progression and patient outcomes. In this study, we analyzed gene expression data from LUAD samples sourced from The Cancer Genomic Atlas and Gene Expression Omnibus databases. Utilizing advanced statistical methods including LASSO and Cox regression, we developed a ERS-associated signature (ERAS) based on ten ERS-related genes. This model stratified patients into high- and low-risk groups, with the high-risk group exhibiting decreased survival rates, elevated tumor mutational burden, and heightened chemotherapy sensitivity. Additionally, we observed lower immune and ESTIMATE scores in the high-ERAS group, indicating a potentially compromised immune response. Experimental validation through quantitative real-time polymerase chain reaction confirmed the utility of our model. Furthermore, we constructed a nomogram to predict 1-, 3-, and 5-year survival rates, providing clinicians with a valuable tool for personalized patient management. In conclusion, our study demonstrates the efficacy of the ERAS in identifying high-ERAS LUAD patients, offering promising implications for improved prognostication and treatment strategies.
内质网应激(ERS)是影响肺腺癌(LUAD)进展和患者预后的关键因素。在这项研究中,我们分析了来自癌症基因组图谱和基因表达综合数据库的 LUAD 样本的基因表达数据。利用包括 LASSO 和 Cox 回归在内的先进统计方法,我们基于十个与 ERS 相关的基因开发了一个 ERS 相关的特征(ERAS)。该模型将患者分为高风险和低风险组,高风险组的生存率降低,肿瘤突变负担增加,化疗敏感性提高。此外,我们在高 ERAS 组中观察到较低的免疫和 ESTIMATE 评分,表明免疫反应可能受损。通过实时定量聚合酶链反应的实验验证证实了我们模型的实用性。此外,我们构建了一个列线图来预测 1、3 和 5 年的生存率,为临床医生提供了一种个性化患者管理的有价值的工具。总之,我们的研究表明 ERAS 在识别高 ERAS LUAD 患者方面的有效性,为改善预后和治疗策略提供了有希望的前景。