多组学特征与结直肠腺癌分型和生存相关的铁死亡。

Multi-Omics Characteristics of Ferroptosis Associated with Colon Adenocarcinoma Typing and Survival.

机构信息

Colorectal Surgery, Third Affiliated Hospital of Kunming Medical University, Yunnan Cancer Hospital, 650000 Kunming, Yunnan, China.

State Key Laboratory of Genetic Resources and Evolution, Kunming Institute of Zoology, Chinese Academy of Sciences, 650000 Kunming, Yunnan, China.

出版信息

Front Biosci (Landmark Ed). 2024 Jan 17;29(1):13. doi: 10.31083/j.fbl2901013.

Abstract

BACKGROUND

Ferroptosis, an iron-dependent form of cell death, plays a crucial role in the progression of various cancers, including colon adenocarcinoma (COAD). However, the multi-omics signatures relevant to ferroptosis regulation in COAD diagnosis remain to be elucidated.

METHODS

The transcriptomic, miRNAomic, and methylomic profiles of COAD patients were acquired from the Cancer Genome Atlas (TCGA). Ferroptosis activity in these patients was determined, represented by a ferroptosis score (FS), using single-sample gene set enrichment analysis (ssGSEA) based on the expression of ferroptosis-related genes.

RESULTS

Results showed that the COAD patients with high-FS displayed favorable survival outcomes and heightened drug sensitivity. They also exhibited an up-regulation of genes involved in immune-related pathways (e.g., tumor necrosis factor signaling pathway), suggesting a correlation between immunity and ferroptosis in COAD progression. Furthermore, three survival prediction models were established based on 10 CpGs, 12 long non-coding RNAs (lncRNAs), and 14 microRNAs (miRNAs), respectively. These models demonstrated high accuracy in predicting COAD survival, achieving areas under the curve (AUC) >0.7. The variables used in the three models also showed strong correlations at different omics levels and were effective at discriminating between high-FS and low-FS COAD patients (AUC >0.7).

CONCLUSIONS

This study identified different DNA methylation (DNAm), lncRNA, and miRNA characteristics between COAD patients with high and low ferroptosis activity. Furthermore, ferroptosis-related multi-omics signatures were established for COAD prognosis and classification. These insights present new opportunities for improving the efficacy of COAD therapy.

摘要

背景

铁死亡是一种依赖铁的细胞死亡形式,在多种癌症的进展中起着关键作用,包括结肠腺癌(COAD)。然而,与 COAD 诊断中铁死亡调节相关的多组学特征仍有待阐明。

方法

从癌症基因组图谱(TCGA)中获取 COAD 患者的转录组、miRNA 组和甲基化组谱。使用基于铁死亡相关基因表达的单样本基因集富集分析(ssGSEA),确定这些患者的铁死亡活性,用铁死亡评分(FS)表示。

结果

结果表明,FS 高的 COAD 患者具有良好的生存结局和更高的药物敏感性。他们还表现出与免疫相关途径(如肿瘤坏死因子信号通路)相关基因的上调,表明在 COAD 进展中,免疫与铁死亡之间存在相关性。此外,基于 10 个 CpG、12 个长非编码 RNA(lncRNA)和 14 个 microRNA(miRNA),分别建立了三个生存预测模型。这些模型在预测 COAD 生存方面具有较高的准确性,曲线下面积(AUC)>0.7。三个模型中使用的变量在不同的组学水平上也显示出强烈的相关性,并能有效区分 FS 高和 FS 低的 COAD 患者(AUC>0.7)。

结论

本研究鉴定了 COAD 患者中具有不同铁死亡活性的不同 DNA 甲基化(DNAm)、lncRNA 和 miRNA 特征。此外,建立了与铁死亡相关的多组学特征,用于 COAD 的预后和分类。这些发现为改善 COAD 治疗的疗效提供了新的机会。

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