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转化生长因子-β衍生的miRNA特征的计算识别与临床验证及其对肝内胆管癌预后和免疫治疗的潜在意义

Computational Recognition and Clinical Verification of TGF-β-Derived miRNA Signature With Potential Implications in Prognosis and Immunotherapy of Intrahepatic Cholangiocarcinoma.

作者信息

Liu Zaoqu, Weng Siyuan, Xu Hui, Wang Libo, Liu Long, Zhang Yuyuan, Guo ChunGuang, Dang Qin, Xing Zhe, Lu Taoyuan, Han Xinwei

机构信息

Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.

Interventional Institute of Zhengzhou University, Zhengzhou, China.

出版信息

Front Oncol. 2021 Oct 25;11:757919. doi: 10.3389/fonc.2021.757919. eCollection 2021.

Abstract

MicroRNAs (miRNAs) were recently implicated in modifying the transforming growth factor β (TGF-β) signaling in multiple cancers. However, TGF-β-derived miRNAs and their potential clinical significance remain largely unexplored in intrahepatic cholangiocarcinoma (ICC). In this study, we proposed an integrated framework that enables the identification of TGF-β-derived miRNAs in ICC (termed "TGFmitor"). A total of 36 TGF-β-derived miRNAs were identified, of which nine significantly correlated with overall survival (OS) and aberrantly expressed in ICC. According to these miRNAs, we discovered and validated a TGF-β associated miRNA signature (TAMIS) in GSE53870 (n =63) and TCGA-CHOL (n =32). To further confirm the clinical interpretation of TAMIS, another validation based on qRT-PCR results from 181 ICC tissues was performed. TAMIS was proven to be an independent risk indicator for both OS and relapse-free survival (RFS). TAMIS also displayed robust performance in three cohorts, with satisfactory AUCs and C-index. Besides, patients with low TAMIS were characterized by superior levels of CD8+ T cells infiltration and PD-L1 expression, while patients with high TAMIS possessed enhanced CMTM6 expression. Kaplan-Meier analysis suggested CMTM6 could further stratify TAMIS. The TAMISCMTM6 subtype had the worst prognosis and lowest levels of CD8A and PD-L1 expression relative to the other subtypes, indicating this subtype might behave as "super-cold" tumors. Notably, the improved discrimination was observed when CMTM6 was combined with TAMIS. Overall, our signature could serve as a powerful tool to help improve prognostic management and immunotherapies of ICC patients.

摘要

微小RNA(miRNA)最近被认为在多种癌症中可调节转化生长因子β(TGF-β)信号通路。然而,在肝内胆管癌(ICC)中,源自TGF-β的miRNA及其潜在的临床意义在很大程度上仍未得到探索。在本研究中,我们提出了一个综合框架,能够识别ICC中源自TGF-β的miRNA(称为“TGFmitor”)。共鉴定出36种源自TGF-β的miRNA,其中9种与总生存期(OS)显著相关且在ICC中异常表达。根据这些miRNA,我们在GSE53870(n = 63)和TCGA-CHOL(n = 32)中发现并验证了一种TGF-β相关的miRNA特征(TAMIS)。为了进一步证实TAMIS的临床意义,我们基于181例ICC组织的qRT-PCR结果进行了另一项验证。结果证明,TAMIS是OS和无复发生存期(RFS)的独立风险指标。TAMIS在三个队列中也表现出强大的性能,具有令人满意的曲线下面积(AUC)和一致性指数(C-index)。此外,TAMIS低的患者以较高水平的CD8 + T细胞浸润和PD-L1表达为特征,而TAMIS高的患者则具有增强的CMTM6表达。Kaplan-Meier分析表明,CMTM6可以进一步对TAMIS进行分层。相对于其他亚型,TAMIS-CMTM6亚型的预后最差,CD8A和PD-L1表达水平最低,表明该亚型可能表现为“超冷”肿瘤。值得注意的是,当CMTM6与TAMIS联合使用时,鉴别能力得到了提高。总体而言,我们的特征可作为一种强大的工具,有助于改善ICC患者的预后管理和免疫治疗。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/12c3/8573406/6d1254634b35/fonc-11-757919-g001.jpg

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