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Weighted correlation network analysis of triple-negative breast cancer progression: Identifying specific modules and hub genes based on the GEO and TCGA database

机译:三阴性乳腺癌进展的加权相关网络分析:基于GEO和TCGA数据库识别特定模块和中心基因

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摘要

Triple-negative breast cancer (TNBC) represents an aggressive malignancy of frequent high histologic grade with no effective specific targeted therapies. The present study aimed to identify specific modules and hub genes that may influence the progression of TNBC. The key words ‘breast cancer’ were used to search microarray datasets in the Gene Expression Omnibus and The Cancer Genome Atlas databases that included 5 datasets. A total of 11 co-expression modules were constructed based on the expression levels of 5,782 genes obtained from 456 patients with TNBC using the weighted correlation network analysis (WGCNA). The results demonstrated that the red module was significantly associated with relapse-free survival (RFS) in patients with TNBC [hazard ratio (HR)=0.381, 95% confidence interval (CI), 0.183–0.793; P=0.010]. The functional enrichment analysis revealed that the biological processes corresponding to the red module were ‘mRNA processing’, ‘histone lysine methylation’ and ‘regulation of TOR signaling’. In addition, Hedgehog signaling pathways were considered to serve a critical role in the development of this disease (P<0.001). A total of 12 hub genes were identified, of which α-thalassemia/mental retardation syndrome X-linked (ATRX) was significantly associated with RFS in patients with TNBC (HR=0.601; 95%CI, 0.376–0.960; P=0.033). The receiver operating characteristic curve indicated that ATRX could distinguish relapse from non-relapse in patients with TNBC (area under the curve=0.570; P=0.023). In conclusion, the present study demonstrated that ATRX was associated with TNBC progression, which suggested that ATRX may be involved in a recombination-mediated telomere maintenance mechanism.
机译:三阴性乳腺癌(TNBC)表现为侵袭性恶性肿瘤,具有频繁的高组织学分级,没有有效的特异性靶向疗法。本研究旨在确定可能影响TNBC进程的特定模块和中心基因。关键字“乳腺癌”被用于在“基因表达综合”和“癌症基因组图谱”数据库中搜索包括5个数据集的微阵列数据集。使用加权相关网络分析(WGCNA),基于从456例TNBC患者中获得的5,782个基因的表达水平,构建了总共11个共表达模块。结果表明,红色模块与TNBC患者的无复发生存率(RFS)显着相关[危险比(HR)= 0.381,95%置信区间(CI),0.183–0.793; P = 0.010]。功能富集分析表明,与红色模块相对应的生物学过程是“ mRNA加工”,“组蛋白赖氨酸甲基化”和“ TOR信号调节”。此外,刺猬信号通路被认为在这种疾病的发展中起关键作用(P <0.001)。总共鉴定出12个中枢基因,其中α-地中海贫血/智力低下综合征X连锁(ATRX)与TNBC患者的RFS显着相关(HR = 0.601; 95%CI,0.376–0.960; P = 0.033) 。接收器工作特性曲线表明,ATRX可以区分TNBC患者的复发与非复发(曲线下面积= 0.570; P = 0.023)。总之,本研究表明ATRX与TNBC的进展有关,这表明ATRX可能参与了重组介导的端粒维持机制。

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