Department of General Surgery, First Affiliated Hospital of Dalian Medical University, Dalian, China.
Clinical Laboratory of Integrative Medicine, First Affiliated Hospital of Dalian Medical University, Dalian, China.
Bioengineered. 2021 Dec;12(1):2432-2448. doi: 10.1080/21655979.2021.1933868.
Accumulating evidence has unveiled the pivotal roles of N6-methyladenosine (m6A) in pancreatic adenocarcinoma (PAAD). However, there are not many researches to predict the prognosis of PAAD using m6A-related long non-coding RNAs (lncRNAs). Raw data from The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC), and the Genotype-Tissue Expression project (GTEx) were utilized to comprehensively analyze the expression and prognostic performances of 145 m6A-related lncRNAs in PAAD and to develop and validate a novel m6A-related multi-lncRNA prognostic signature (m6A-LPS) for PAAD patients. In total, 57 differentially expressed m6A-related lncRNAs with prognostic values were identified. Based on LASSO-Cox regression analysis, m6A-LPS was constructed and verified by using five-lncRNA expression profiles for TCGA and ICGC cohorts. PAAD patients were then divided into high- and low-risKBIE_A_1933868k subgroups with different clinical outcomes according to the median risk score; this was further verified by time-dependent receiver operating characteristic curves. Risk scores were significantly associated with clinical parameters such as histological grade and cancer status among PAAD patients. A nomogram consisting of risk score, grade, and cancer status was generated to predict the survival probability of PAAD patients, as also demonstrated by calibration curves. Discrepancies in cellular processes, signaling pathways, and immune status between the high- and low-risk subgroups were investigated by functional and single-sample gene set enrichment analyses. In conclusion, the novel m6A-LPS for PAAD patients was developed and validated, which might provide new insight into clinical decision-making and precision medicine.
越来越多的证据揭示了 N6-甲基腺苷(m6A)在胰腺导管腺癌(PAAD)中的关键作用。然而,利用 m6A 相关长非编码 RNA(lncRNA)预测 PAAD 预后的研究还不多。本研究从癌症基因组图谱(TCGA)、国际癌症基因组联盟(ICGC)和基因-组织表达项目(GTEx)中获取原始数据,全面分析了 145 个 m6A 相关 lncRNA 在 PAAD 中的表达和预后表现,并构建和验证了一个新的 m6A 相关多 lncRNA 预后signature(m6A-LPS)用于预测 PAAD 患者的预后。共筛选出 57 个具有预后价值的差异表达 m6A 相关 lncRNA。基于 LASSO-Cox 回归分析,利用 TCGA 和 ICGC 队列中的 5 个 lncRNA 表达谱构建并验证了 m6A-LPS。然后根据中位风险评分将 PAAD 患者分为高低风险亚组,两组患者具有不同的临床结局,这一结果在 TCGA 和 ICGC 队列中得到了进一步验证;时间依赖性接收者操作特征曲线也进一步验证了这一结果。风险评分与 PAAD 患者的临床参数(如组织学分级和癌症状态)显著相关。生成了一个包含风险评分、分级和癌症状态的列线图,用于预测 PAAD 患者的生存概率,校准曲线也证明了这一点。通过功能和单样本基因集富集分析研究了高低风险亚组之间细胞过程、信号通路和免疫状态的差异。总之,本研究构建并验证了用于预测 PAAD 患者预后的新型 m6A-LPS,为临床决策和精准医学提供了新的思路。