Prognostic Alternative mRNA Splicing Signature and a Novel Biomarker in Triple-Negative Breast Cancer

三阴性乳腺癌 生物 乳腺癌 选择性拼接 生物标志物 孕酮受体 雌激素受体 RNA剪接 比例危险模型 肿瘤科 基因表达谱 生存分析 癌症 基因表达 基因签名 接收机工作特性 基因 计算生物学 内科学 核糖核酸 遗传学 信使核糖核酸 医学
作者
Qiang Liu,Xiangyu Wang,Xiangyi Kong,Yang Xue,Ran Cheng,Wenxiang Zhang,Peng Gao,Li Chen,Zhongzhao Wang,Yi Fang,Jing Wang
出处
期刊:DNA and Cell Biology [Mary Ann Liebert, Inc.]
卷期号:39 (6): 1051-1063 被引量:8
标识
DOI:10.1089/dna.2020.5460
摘要

Triple-negative breast cancer (TNBC) is a high-risk subtype of breast cancer defined by negative expression of estrogen receptor, progesterone receptor, and human epidermal growth factor receptor 2. Accumulating evidence indicates that alternative splicing (AS) events are correlated with the prognosis of cancer. RNA sequencing data and AS event data were manually curated from The Cancer Genome Atlas (TCGA) dataset and TCGA Splice Seq, respectively. Univariate and multivariate Cox regression analyses were applied to screen AS events associated with TNBC survival and to establish a prognostic model. A receiver operating characteristic (ROC) curve was used to evaluate the performance of the prognostic model. Differentially expressed gene analysis and functional enrichment analysis were harnessed to reveal the functional role of gene sets and to screen novel biomarkers. By integrated bioinformatics analysis of AS events and gene expression in TNBC, our study is the first to generate specific AS event profiles, prognostic AS event interaction networks, and splice factor-AS interaction networks for TNBC. Surprisingly, we found that the performance of the AS-based prognostic model was encouraging with a mean area under the ROC curve of 0.957 at 2-10 years. We also found that chemokine (C-C motif) ligand 16 (CCL16) expression was correlated with TNBC grade and could be a potential novel biomarker. In conclusion, this study provided a systematic analysis of prognostic AS event profiles and gene expression in TNBC. A novel prognostic model based on AS events may establish a foundation for future research investigating the diagnosis and treatment of TNBC.

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