Duan Yi, Zhang Dong
Department of Clinical Medicine, Clinical Medical College, Shandong University, Jinan, China.
Department of Breast Surgery, Qilu Hospital, Shandong University, Jinan, China.
J Cell Biochem. 2020 Jan;121(1):672-689. doi: 10.1002/jcb.29314. Epub 2019 Aug 12.
Papillary renal cell carcinoma (pRCC) is a heterogeneous disease containing multifocal or solitary tumors with an aggressive phenotype. Increasing evidence has indicated the involvement of aberrant splicing variants in renal cell cancer, while systematic profiling of aberrant alternative splicing (AS) in pRCC was lacking and largely unknown. In the current study, comprehensive profiling of AS events were performed based on the integration of pRCC cohort from the Cancer Genome Atlas database and SpliceSeq software. With rigorous screening and univariate Cox analysis, a total of 2077 prognoses AS events from 1642 parent genes were identified. Then, stepwise least absolute shrinkage and selection operator method-penalized Cox regression analyses with 10-fold cross-validation followed by multivariate Cox regression were used to construct the prognostic AS signatures within each AS type. And a final 21 AS event-based signature was proposed which showed potent prognostic capability in stratifying patients into low- and high-risk subgroups (P < .0001). Furthermore, time-dependent receiver operating characteristics curves confirmed that the final AS signature was effective and robust in predicting overall survival for pRCC patients with the area under the curve above 0.9 from 1 to 5 years. In addition, splicing correlation network was built to uncover the potential regulatory pattern among prognostic splicing factors and candidate AS events. Besides, gene set enrichment analysis revealed the involvement of these candidates AS events in tumor-related pathways including extracellular matrix organization, oxidative phosphorylation, and P53 signaling pathways. Taken together, our results could contribute to elucidating the underlying mechanism of AS in the oncogenesis process and broaden the novel field of prognostic and clinical application of molecule-targeted approaches in pRCC.
乳头状肾细胞癌(pRCC)是一种异质性疾病,包含具有侵袭性表型的多灶性或孤立性肿瘤。越来越多的证据表明异常剪接变体与肾细胞癌有关,而pRCC中异常可变剪接(AS)的系统分析尚缺乏且很大程度上未知。在本研究中,基于癌症基因组图谱数据库的pRCC队列和SpliceSeq软件的整合,对AS事件进行了全面分析。通过严格筛选和单变量Cox分析,从1642个亲本基因中鉴定出总共2077个预后AS事件。然后,采用逐步最小绝对收缩和选择算子法惩罚Cox回归分析及10倍交叉验证,随后进行多变量Cox回归,以构建每种AS类型内的预后AS特征。并提出了一个基于21个AS事件的最终特征,该特征在将患者分为低风险和高风险亚组方面显示出强大的预后能力(P < .0001)。此外,时间依赖性受试者工作特征曲线证实,最终的AS特征在预测pRCC患者的总生存期方面有效且稳健,曲线下面积在1至5年期间均高于0.9。此外,构建了剪接相关网络以揭示预后剪接因子和候选AS事件之间的潜在调控模式。此外,基因集富集分析揭示了这些候选AS事件参与肿瘤相关途径,包括细胞外基质组织、氧化磷酸化和P53信号通路。综上所述,我们的结果有助于阐明AS在肿瘤发生过程中的潜在机制,并拓宽分子靶向方法在pRCC预后和临床应用的新领域。