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鉴定与褪黑素相关的长链非编码 RNA 标志物以预测乳腺癌肿瘤免疫微环境和耐药性。

Identification of prognostic melatonin-related lncRNA signature in tumor immune microenvironment and drug resistance for breast cancer.

机构信息

Department of Pathology, Xuzhou Medical University, Xuzhou, 221004, China.

Department of Urology, Huashan Hospital Fudan University, Shanghai, 200040, China.

出版信息

Asian J Surg. 2023 Sep;46(9):3529-3541. doi: 10.1016/j.asjsur.2023.05.174. Epub 2023 Jun 15.

Abstract

BACKGROUND

Melatonin is a neurohormone involved in diverse physiological processes, including regulation of circadian rhythm, oncogenesis and immune function. More attention are focused on the molecular events surrounding the occurrence of abnormally expressed lncRNAs leading to breast cancer. The purpose of this study was to evaluate the role of melatonin-related lncRNAs in the clinical management of BRCA patients and their immune responses.

METHODS

The transcriptome data and clinical data of BRCA patients were acquired from TCGA database. A total of 1103 patients were randomly assigned to either training set or validation set. A melatonin-related lncRNA signature was constructed in the training set and verified in the validation set. Functional analysis, immune microenvironment and drug resistance analysis associated to melatonin-related lncRNAs were performed by utilizing GO&KEGG, ESTIMATE and TIDE analysis. A nomogram based on the signature score and clinical characteristics was established, which was calibrated to increase prediction probability of 1-year, 3-year and 5-year survival for BRCA patients.

RESULTS

BRCA patients were divided into two signature groups based on a 17-melatonin-related lncRNA signature. High-signature patients had worse prognosis than low-signature patients (p < 0.001). Univariate and multivariate Cox regression analysis proved that the signature score was an independent prognostic factor for BRCA patients. Functional analysis indicated that high-signature BRCA involved in regulation of processing and maturation of mRNA and misfolded protein response. Remarkably, immune microenvironment analysis showed that the proportion of tumor-infiltrating M2 macrophage and the expression of CTLA4 were significantly higher in high-signature BRCA. The calibration curves for the probability of invasive BRCA showed optimal agreement between the probability as predicted by the nomogram and the actual probability.

CONCLUSIONS

A novel melatonin-related lncRNA signature was considered as an independent prognostic indicator for BRCA patients. Melatonin-related lncRNAs were potentially associated with tumor immune microenvironment and might be therapeutic targets for BRCA patients.

摘要

背景

褪黑素是一种参与多种生理过程的神经激素,包括调节昼夜节律、肿瘤发生和免疫功能。人们越来越关注围绕异常表达的长非编码 RNA 导致乳腺癌的分子事件。本研究旨在评估褪黑素相关 lncRNA 在 BRCA 患者的临床管理及其免疫反应中的作用。

方法

从 TCGA 数据库中获取 BRCA 患者的转录组数据和临床数据。总共 1103 名患者被随机分配到训练集或验证集。在训练集中构建褪黑素相关 lncRNA 特征,并在验证集中进行验证。通过 GO&KEGG、ESTIMATE 和 TIDE 分析进行与褪黑素相关 lncRNA 相关的功能分析、免疫微环境和耐药性分析。基于特征评分和临床特征建立了列线图,以提高 BRCA 患者 1 年、3 年和 5 年生存率的预测概率。

结果

根据 17 个褪黑素相关 lncRNA 特征将 BRCA 患者分为两个特征组。高特征组患者的预后明显差于低特征组患者(p<0.001)。单因素和多因素 Cox 回归分析证明特征评分是 BRCA 患者的独立预后因素。功能分析表明,高特征组 BRCA 涉及 mRNA 的加工和成熟以及错误折叠蛋白反应的调节。值得注意的是,免疫微环境分析表明,高特征组 BRCA 中肿瘤浸润性 M2 巨噬细胞的比例和 CTLA4 的表达明显更高。列线图预测的浸润性 BRCA 概率的校准曲线显示了概率预测与实际概率之间的最佳一致性。

结论

一种新的褪黑素相关 lncRNA 特征被认为是 BRCA 患者的独立预后指标。褪黑素相关 lncRNA 可能与肿瘤免疫微环境有关,可能成为 BRCA 患者的治疗靶点。

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