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

被引:0
作者
Li, Jinze [1 ]
Xia, Chuqi [1 ]
Li, Yuxuan [1 ]
Liu, Hanhan [2 ]
Gong, Cheng [3 ]
Liang, Daoming [1 ]
机构
[1] Kunming Med Univ, Affiliated Hosp 2, Dept Gastrointestinal Surg, Kunming, Yunnan, Peoples R China
[2] Huazhong Univ Sci & Technol, Maternal & Child Hlth Hosp Hubei Prov, Tongji Med Coll, Dept Pathol, Wuhan, Peoples R China
[3] Wuhan Univ, Zhongnan Hosp, Dept Hepatobiliary & Pancreat Surg, Wuhan, Peoples R China
基金
中国国家自然科学基金;
关键词
tumor immune single-cell hub 2; pancreatic ductal adenocarcinoma; NK cell-related lncRNAs; tumor immune microenvironment; molecular subtyping;
D O I
10.3389/fimmu.2024.1514259
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background 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.Methods 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.Results 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.Conclusion 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.
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页数:20
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