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基于 TRP 家族的分子分型及胰腺腺癌中 TRP 相关 lncRNAs 的预后评估

英文原题:Molecular subtyping based on TRP family and prognostic assessment for TRP-associated lncRNAs in pancreatic adenocarcinoma.

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Molecular subtyping based on TRP family and prognostic assessment for TRP-associated lncRNAs in pancreatic adenocarcinoma.

PubMed 2022/11/12(内容时间) BMC Gastroenterol Q2 · IF 3.2(JCR 2025)

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研究概要

TRP 家族基因可能代表 PAAD 发生和进展的一类新的候选分子标志物。基于 TRP 相关 lncRNA 的风险模型可为胰腺腺癌的免疫靶向治疗提供重要的新参考。

研究思路结论见上方概要

瞬时受体电位(TRP)通道由于是非选择性离子通道,对Ca2+离子具有高通透性。近年来,TRP通道已被认为与肿瘤的发生、进展、增殖和迁移有关。然而,与TRP相关的基因在胰腺腺癌(PAAD)中的预后价值及其具体机制尚待了解。

采用TCGA和GEO等公共数据库检索胰腺腺癌患者的基因表达和临床信息数据用于我们的研究。使用ConsensusClusterPlus包进行无监督聚类分析。采用微环境细胞群体(MCP)-counter方法检测免疫细胞浸润状态。采用Pearson相关性分析鉴定TRP相关lncRNAs。

最初,我们根据TRP相关基因将PAAD患者分为三个簇,在这三个簇中,簇B显示出最少的免疫细胞浸润,这与不良预后相关。此外,GSVA富集分析进一步揭示,簇A在致癌信号通路中显著富集,而簇C在免疫相关通路中富集。然后,以TRP相关lncRNAs为起点,我们构建了一个能够有效预测PAAD患者预后的预后风险模型。进一步,GSEA揭示,癌症相关通路,例如细胞周期、p53信号通路等,在高风险组中显著富集。此外,我们探讨了预后模型与免疫微环境之间的联系。使用MCP-counter算法发现,较低的细胞毒性淋巴细胞、NK细胞、CD8 T细胞和内皮细胞浸润与高风险相关。CD274、POLE2、MCM6和LOXL2的表达在高风险组中也被发现更高。TMB在高风险个体中也显著更高,表明免疫检查点抑制剂(ICIs)治疗可能使他们获益更多。最后,qRT-PCR进一步证实了这些预后TRP相关lncRNAs的差异表达,表明这些lncRNAs在PAAD肿瘤发生中发挥重要作用。

展开英文摘要原文

Transient receptor potential (TRP) channels have high permeability to Ca2 + ions because they are non-selective ion channels. TRP channels have been implicated in tumor onset and progression, proliferation, and migration in recent years. However, the prognostic value of genes related to TRP and their specific mechanism in pancreatic adenocarcinoma (PAAD) are yet to be understood.

Public databases such as TCGA and GEO were used to retrieve data on gene expression and clinical information of patients with pancreatic adenocarcinoma for our study. ConsensusClusterPlus package was used for unsupervised clustering analysis. The microenvironment cell population (MCP)-counter approach was employed to measure the immune cells infiltration status. The Pearson correlation was performed to identify TRP-associated lncRNAs.

Initially, we separated PAAD patients into three clusters depending on TRP-related genes, and of the three clusters, cluster B showed the least immune cell infiltration, which was correlated with poor prognosis. Moreover, GSVA enrichment analysis further revealed that cluster A was subjected to a considerable enrichment in carcinogenic signaling pathways, whereas cluster C was enriched in immune-related pathways. Then, using TRP-associated lncRNAs as a starting point, we constructed a prognostic risk model for PAAD patients that could efficiently predict their prognosis. Further, GSEA revealed that cancer-related pathways, for instance, the cell cycle, p53 signaling pathway, etc. were considerably enriched in the high-risk group. In addition, we looked into the link between the prognostic model and the immunological microenvironment. Lower cytotoxic lymphocytes, NK cells, CD8 T cells, and endothelial cells infiltration were found to be associated with high risk using the MCP-counter algorithm. The expression of CD274, POLE2, MCM6, and LOXL2 was also found to be higher in the high-risk group. TMB was also considerably greater in high-risk individuals, indicating that immune checkpoint inhibitors (ICIs) therapy may benefit them more. Lastly, qRT-PCR further confirmed the differential expression of these prognostic TRP-associated lncRNAs, indicating that these lncRNAs play an imperative role in PAAD tumorigenesis.

TRP family genes may represent a new class of candidate molecular markers of the occurrence and progression of PAAD. Risk models based on TRP-associated lncRNAs could provide important new references for immunotargeted therapy of pancreatic adenocarcinoma.

论文信息

作者
Li L、Xiao Z、He P、Zou W、Deng Z、Zhang G、Liu R
第一作者单位
Medical School of Chinese PLA, Beijing, China.China
通讯作者单位
Faculty of Hepato-Pancreato-Biliary Surgery, the First Medical Center, Chinese PLA General Hospital, Beijing, China. liurong301@126.com.China
期刊
BMC gastroenterology2022 Nov 12
原文标识
PubMed 36371178 · DOI 10.1186/s12876-022-02552-y