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Systematic construction and validation of an epithelial–mesenchymal transition risk model to predict prognosis of lung adenocarcinoma

机译:上皮 - 间充质过渡风险模型预测肺腺癌预后的系统构建及验证

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摘要

Epithelial–mesenchymal transition (EMT) has been shown to be linked to a poor prognosis, particularly in patients with non-small-cell lung cancer. Nevertheless, little is known regarding the existence of EMT-related gene signatures and their prognostic values in lung adenocarcinoma (LUAD). In the current study, we systematically profiled the mRNA expression data of patients with LUAD in The Cancer Genome Atlas and Gene Expression Omnibus databases using a total of 1,184 EMT-related genes. The prognostic values of the EMT-related genes used to develop risk score models for overall survival were determined using LASSO and Cox regression analyses. A prognostic signature that consisted of nine unique EMT-related genes was generated using a training set. A nomogram, incorporating this EMT-related gene signature and clinical features of patients with LUAD, was constructed for potential clinical use. Calibration plots, decision-making curves, and receiver operating characteristic curve analysis showed that this model had a good ability to predict the survival of patients with LUAD. The EMT-associated gene signature and prognostic nomogram established in this study were reliable in predicting the survival of patients with LUAD. Thus, we first identified a novel EMT-related gene signature and developed a nomogram for predicting the prognosis of patients with LUAD.
机译:上皮 - 间充质转换(EMT)已被证明与不小的预后,特别是在非小细胞肺癌患者中。然而,关于存在EMT相关基因签名的存在及其在肺腺癌(LUAD)中的预后值几乎熟知。在目前的研究中,我们使用总共1,184个EMT相关基因系统地分析了癌症基因组Atlas和基因表达综合数据库中的患者的mRNA表达数据。使用套索和Cox回归分析确定用于开发风险分数模型的EMT相关基因的预后值。使用训练集产生由九个独特的EMT相关基因组成的预后签名。纳米图形,将该EMT相关的基因签名和患者患者的临床特征构成,用于潜在的临床用途。校准图,决策曲线和接收器操作特征曲线分析表明,该模型具有预测拉德患者的存活能力。在本研究中建立的EMT相关基因签名和预后ROM图是可靠的,以预测拉德患者的存活率。因此,我们首先鉴定了一种新的EMT相关基因签名,并开发了一种预测拉德患者预后的罗维图。

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