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葡萄膜黑色素瘤中预后性可变剪接特征的鉴定。

Identification of prognostic alternative splicing signatures in uveal melanoma.

机构信息

Department of Ophthalmology, Wuxi People's Hospital Affiliated to Nanjing Medical University, Qing Yang Road 299, Wuxi, Jiangsu, 214023, China.

出版信息

Int Ophthalmol. 2021 Apr;41(4):1347-1362. doi: 10.1007/s10792-021-01699-z. Epub 2021 Jan 21.

Abstract

PURPOSE

Alternative splicing (AS) events were reportedly associated with the development of multiple cancers. The study was designed to provide a comprehensive analysis of AS events and explore their potential prognostic value in uveal melanoma (UM).

METHODS

The prognostic AS events, identified based on the data of 80 UM patients obtained from The Cancer Genome Atlas, were further screened and analyzed for construction of prognostic signatures by using LASSO regression and multivariate Cox model. Kaplan-Meier survival analysis was used to evaluate the prognostic value. The AS events-related functional pathways were explored by gene set enrichment analysis (GSEA). The difference between two subgroups in terms of treatment options was investigated. The regulatory network between prognostic AS events and splicing factors (SFs) was then constructed.

RESULTS

A total of 1014 AS events were identified as prognostic AS events. Five prognostic AS events were involved in the construction of prognostic signatures, including AKAP2/87175/AP, RGMA/32575/ES, DNASE1L1/90581/ES, BIN1/55198/ES and ERCC2/50430/AT. UM patients were then divided into two subgroups. Prognostic AS signatures had an excellent performance in predicting the survival of UM patients, with an area under curve (AUC) of 0.962. GSEA results suggested several splicing-associated mechanisms, including cellular metabolic process and apoptosis. Low-risk subgroup could be more sensitive to drugs. A higher expression of immune checkpoint genes was observed in high-risk group than in low-risk group. SFs-AS regulatory network also revealed significant association between AS events and SFs.

CONCLUSIONS

Aberrant AS events in UM patients might serve as prognostic predictors.

摘要

目的

据报道,选择性剪接(AS)事件与多种癌症的发生有关。本研究旨在对 AS 事件进行全面分析,并探讨其在葡萄膜黑色素瘤(UM)中的潜在预后价值。

方法

根据从癌症基因组图谱(TCGA)获得的 80 名 UM 患者的数据,确定了预后 AS 事件,然后使用 LASSO 回归和多变量 Cox 模型对其进行筛选和分析,以构建预后标志。Kaplan-Meier 生存分析用于评估预后价值。通过基因集富集分析(GSEA)探索 AS 事件相关的功能途径。还研究了两个亚组在治疗方案方面的差异。然后构建了预后 AS 事件和剪接因子(SFs)之间的调控网络。

结果

共确定了 1014 个 AS 事件为预后 AS 事件。有 5 个预后 AS 事件参与了预后标志的构建,包括 AKAP2/87175/AP、RGMA/32575/ES、DNASE1L1/90581/ES、BIN1/55198/ES 和 ERCC2/50430/AT。然后将 UM 患者分为两个亚组。预后 AS 标志在预测 UM 患者的生存方面表现出色,曲线下面积(AUC)为 0.962。GSEA 结果表明了几种与剪接相关的机制,包括细胞代谢过程和细胞凋亡。低风险亚组对药物更敏感。高风险组中免疫检查点基因的表达高于低风险组。SFs-AS 调控网络也显示了 AS 事件与 SFs 之间的显著关联。

结论

UM 患者的异常 AS 事件可能作为预后预测指标。

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