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NK 细胞相关 lncRNA 对胰腺导管腺癌免疫微环境和分子分型的影响

英文原题:Effects of NK cell-related lncRNA on the immune microenvironment and molecular subtyping for pancreatic ductal adenocarcinoma.

查看英文原题

Effects of NK cell-related lncRNA on the immune microenvironment and molecular subtyping for pancreatic ductal adenocarcinoma.

PubMed 2025/01/13(内容时间) Front Immunol Q1 · IF 7(JCR 2025)

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研究概要

本研究揭示了 PDAC 中 NK 细胞的活性,提出了 NK 细胞相关 lncRNA 模型,并描绘了新的分子亚型,从而为个体化治疗提供了靶点。

研究思路结论见上方概要

胰腺导管腺癌(PDAC)患者面临极差的预后,对标准治疗反应不佳。免疫治疗,尤其是基于自然杀伤(NK)细胞的治疗,为PDAC的治疗提供了有前景的途径。

本研究旨在构建一个基于NK细胞相关lncRNA的PDAC预测工具,揭示PDAC新的分子亚型,以促进个性化和精准治疗。

利用Tumor Immune Single-cell Hub 2平台,我们发现了PDAC中与NK细胞相关的基因。我们采用TCGA-PAAD数据集来确定这些NK细胞相关基因的表达谱,并筛选与NK细胞相关的lncRNAs。随后,我们利用Cox回归分析计算风险比,并使用LASSO回归分析识别出三个NK细胞相关lncRNAs,用于构建预后评估模型。该模型的预测准确性通过ROC曲线进行评估,并使用测试集和完整数据集进行验证。

成功构建了包含三个 lncRNA 的预后模型,在训练集、验证数据集和整个数据集中均展现出良好的预测效能。NK 细胞在 PDAC 肿瘤微环境中与恶性细胞、CD8 T 细胞和成纤维细胞表现出强烈的相互作用,并参与多种信号分子的转运以及 PDAC 中随后的免疫反应。根据 NK 细胞相关 lncRNA 的表达模式,我们将 PDAC 患者标记为四种分子亚型,这些亚型在免疫细胞浸润、药物敏感性及其他方面表现出显著差异。

展开英文摘要原文

Patients with pancreatic ductal adenocarcinoma (PDAC) face a highly unfavorable outcome and have a poor response to standard treatments. Immunotherapy, especially therapy based on natural killer (NK) cells, presents a promising avenue for the treatment of PDAC. AIMS: This research endeavor seeks to formulate a predictive tool specifically designed for PDAC based on NK cell-related long non-coding RNA (lncRNA), revealing new molecular subtypes of PDAC to promote personalized and precision treatment.

Utilizing the Tumor Immune Single-cell Hub 2 platform, we discovered genes associated with NK cells in PDAC. We employed the TCGA-PAAD dataset to ascertain the expression profiles of these NK cell-related genes and to screen for lncRNAs correlated with NK cells. Subsequently, we utilized Cox regression analysis for hazard ratios and LASSO regression analysis to identify three NK cell-related lncRNAs that were used to develop a prognostic assessment model. The forecasting accuracy of this model was appraised using the ROC curve and validated using a test set and the complete dataset.

Successful construction of a prognostic model comprising three lncRNAs was achieved, demonstrating good predictive efficiency in the training set, validation dataset, and the entire dataset. NK cells display robust interactions with malignant cells, CD8 T cells, and fibroblasts in the PDAC tumor microenvironment and participate in the transport of various signaling molecules and following immune responses in PDAC. According to the expression patterns of NK cell-related lncRNA, we labeled PDAC patients as four molecular subtypes, exhibiting significant differences in immune cell infiltration, drug sensitivity, and other aspects.

This study Uncovered the activity of NK cells within PDAC, proposed an NK cell-related lncRNA model, and delineated new molecular subtypes, thereby providing targets for personalized therapy.

论文信息

作者
Li J、Xia C、Li Y、Liu H、Gong C、Liang D
单位
Department of Gastrointestinal Surgery, The Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.China
文献类型
非美国政府资助研究
期刊
Frontiers in immunology2024
原文标识
PubMed 39872533 · DOI 10.3389/fimmu.2024.1514259