预测肺腺癌预后和免疫治疗反应的铜增生相关lncRNA特征。

IF 2.7 3区 生物学
Sheng Yu, Lingxue Tang, Qianqian Zhang, Wen Li, Senbang Yao, Yinlian Cai, Huaidong Cheng
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引用次数: 0

摘要

背景:铜诱导细胞死亡(cuprotosis)是一种新的细胞死亡调控机制。长链非编码rna (lncRNAs)与肿瘤免疫和转移有关。然而,肺腺癌(LUAD)患者的免疫治疗反应和预后与肺腺癌相关lncrna的相关性尚不清楚。方法:从TCGA-LUAD数据集(包含539例LUAD和59例癌旁组织)中获取临床特征和转录组数据。通过使用lasso惩罚的Cox回归分析,我们确定了由铜质增生相关lncrna组成的预后特征。然后利用该特征根据各自的风险评分将患者分为两种不同的风险类别。利用基因本体(Gene Ontology, GO)和京都基因与基因组百科全书(Kyoto Encyclopedia of genes and Genomes, KEGG)富集分析,鉴定高、低风险人群之间的差异表达基因(differential expression genes, DEGs)。我们通过分析肿瘤突变负荷(TMB)、免疫细胞浸润和肿瘤免疫功能障碍和排斥(TIDE)网络应用来评估免疫治疗效果。利用“prorophetic”R包对潜在治疗药物的敏感性进行进一步筛选。结果:我们最终确定了一个预后风险特征,包括6个铜肾病相关的lncrna (AP003778.1、AC011611.2、CRNDE、AL162632.3、LY86-AS1和AC090948.1)。与临床特征相比,在控制混杂变量后,该特征与预后显著相关(HR = 2.287, 95% CI = 1.648-3.174, p小于0.001),并正确预测LUAD患者1年、2年和3年总生存率(AUC值分别为0.725、0.715和0.662)。在预后方面,与高风险组相比,低风险组的患者表现出更多的积极结果。富集分析表明两组具有不同的免疫信号通路。对于TMB较高、TIDE评分较低的高危患者,免疫疗法可能是一种更合适的治疗选择。较高的风险评分可能表明对贝沙罗汀、顺铂、艾替洛酮B和长春瑞滨的敏感性增加。结论:基于铜肾病相关的lncrna,我们构建并验证了一种新的风险标记,可用于预测LUAD患者的免疫治疗疗效和预后。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A cuproptosis-related lncRNA signature for predicting prognosis and immunotherapy response of lung adenocarcinoma.

A cuproptosis-related lncRNA signature for predicting prognosis and immunotherapy response of lung adenocarcinoma.

A cuproptosis-related lncRNA signature for predicting prognosis and immunotherapy response of lung adenocarcinoma.

A cuproptosis-related lncRNA signature for predicting prognosis and immunotherapy response of lung adenocarcinoma.

Background: Copper-induced cell death (cuproptosis) is a new regulatory cell death mechanism. Long noncoding RNAs (lncRNAs) are related to tumor immunity and metastasis. However, the correlation of cuproptosis-related lncRNAs with the immunotherapy response and prognosis of lung adenocarcinoma (LUAD) patients is not clear.

Methods: We obtained the clinical characteristics and transcriptome data from TCGA-LUAD dataset (containing 539 LUAD and 59 paracancerous tissues). By utilizing LASSO-penalized Cox regression analysis, we identified a prognostic signature composed of cuproptosis-related lncRNAs. This signature was then utilized to segregate patients into two different risk categories based on their respective risk scores. The identification of differentially expressed genes (DEGs) between high- and low-risk groups was carried out using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analyses. We evaluated the immunotherapy response by analyzing tumor mutational burden (TMB), immunocyte infiltration and Tumor Immune Dysfunction and Exclusion (TIDE) web application. The "pRRophetic" R package was utilized to conduct further screening of potential therapeutic drugs for their sensitivity.

Results: We ultimately identified a prognostic risk signature that includes six cuproptosis-related lncRNAs (AP003778.1, AC011611.2, CRNDE, AL162632.3, LY86-AS1, and AC090948.1). Compared with clinical characteristics, the signature was significantly correlated with prognosis following the control of confounding variables (HR = 2.287, 95% CI = 1.648-3.174, p ˂ 0.001), and correctly predicted 1-, 2-, and 3-year overall survival (OS) rates (AUC value = 0.725, 0.715, and 0.662, respectively) in LUAD patients. In terms of prognosis, patients categorized as low risk exhibited more positive results in comparison to those in the high-risk group. The enrichment analysis showed that the two groups had different immune signaling pathways. Immunotherapy may offer a more appropriate treatment option for high-risk patients due to their higher TMB and lower TIDE scores. The higher risk score may demonstrate increased sensitivity to bexarotene, cisplatin, epothilone B, and vinorelbine.

Conclusions: Based on cuproptosis-related lncRNAs, we constructed and validated a novel risk signature that may be used to predict immunotherapy efficacy and prognosis in LUAD patients.

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来源期刊
Hereditas
Hereditas Biochemistry, Genetics and Molecular Biology-Genetics
CiteScore
3.80
自引率
3.70%
发文量
0
期刊介绍: For almost a century, Hereditas has published original cutting-edge research and reviews. As the Official journal of the Mendelian Society of Lund, the journal welcomes research from across all areas of genetics and genomics. Topics of interest include human and medical genetics, animal and plant genetics, microbial genetics, agriculture and bioinformatics.
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