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肾母细胞瘤患者枢纽基因的鉴定及预后列线图的构建

Identification of hub genes and construction of prognostic nomogram for patients with Wilms tumors.

作者信息

Lou Lie, Chen Luping, Wu Yaohao, Zhang Gang, Qiu Ronglin, Su Jianhang, Zhao Zhuangjie, Lu Zijie, Liao Minyi, Deng Xiaogeng

机构信息

Department of Pediatric Surgery, Sun Yat-Sen Memorial Hospital, Sun Yat-Sen University, Guangzhou, China.

Department of Pediatric Surgery, The Third Affiliated Hospital of Guangzhou Medical University, Guangzhou Medical University, Guangzhou, China.

出版信息

Front Oncol. 2022 Oct 21;12:982110. doi: 10.3389/fonc.2022.982110. eCollection 2022.

Abstract

BACKGROUND

In children, Wilms' tumors are the most common urological cancer with unsatisfactory prognosis, but few molecular prognostic markers have been discovered for it. With the rapid development of high-throughput quantitative proteomic and transcriptomic approaches, the molecular mechanisms of various cancers have been comprehensively explored. This study aimed to uncover the molecular mechanisms underlying Wilms tumor and build predictive models by use of microarray and RNA-seq data.

METHODS

Gene expression datasets were downloaded from Therapeutically Applicable Research to Generate Effective Treatments (TARGET) and Gene Expression Omnibus (GEO) databases. Bioinformatics methods wereutilized to identified hub genes, and these hub genes were validated by experiment. Nomogram predicting OS was developed using genetic risk score model and clinicopathological variables.

RESULTS

CDC20, BUB1 and CCNB2 were highly expressed in tumor tissues and able to affect cell proliferation and the cell cycle of SK-NEP-1 cells. This may reveal molecular biology features and a new therapeutic target of Wilms tumour.7 genes were selected as prognostic genes after univariate, Lasso, and multivariate Cox regression analyses and had good accuracy, a prognostic nomogram combined gene model with clinical factors was completed with high accuracy.

CONCLUSIONS

The current study discovered CDC20,BUB1 and CCNB2 as hub-genes associated with Wilms tumor, providing references to understand the pathogenesis and be considered a novel candidate to target therapy and construct novel nomogram, incorporating both clinical risk factors and gene model, could be appropriately applied in preoperative individualized prediction of malignancy in patients with Wilms tumor.

摘要

背景

在儿童中,肾母细胞瘤是最常见的泌尿系统癌症,预后不理想,但针对它的分子预后标志物却鲜有发现。随着高通量定量蛋白质组学和转录组学方法的迅速发展,各种癌症的分子机制已得到全面探索。本研究旨在揭示肾母细胞瘤的分子机制,并利用微阵列和RNA测序数据建立预测模型。

方法

从治疗应用研究以生成有效治疗方法(TARGET)和基因表达综合数据库(GEO)下载基因表达数据集。利用生物信息学方法鉴定枢纽基因,并通过实验对这些枢纽基因进行验证。使用遗传风险评分模型和临床病理变量开发预测总生存期的列线图。

结果

CDC20、BUB1和CCNB2在肿瘤组织中高表达,能够影响SK-NEP-1细胞的增殖和细胞周期。这可能揭示了肾母细胞瘤的分子生物学特征和新的治疗靶点。经过单变量、Lasso和多变量Cox回归分析后,选择了7个基因作为预后基因,其具有良好的准确性,完成了一个将基因模型与临床因素相结合的预后列线图,准确性较高。

结论

本研究发现CDC20、BUB1和CCNB2是与肾母细胞瘤相关的枢纽基因,为理解其发病机制提供了参考,可被视为靶向治疗的新候选基因,构建包含临床风险因素和基因模型的新型列线图可适用于肾母细胞瘤患者术前恶性程度的个体化预测。

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