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
来源
FRONTIERS IN IMMUNOLOGY | 2025年 / 15卷
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.
引用
收藏
页数:20
相关论文
共 50 条
  • [41] The coagulation-related genes for prognosis and tumor microenvironment in pancreatic ductal adenocarcinoma
    Wang, Di
    Cui, Song-ping
    Chen, Qing
    Ren, Zhang-yong
    Lyu, Shao-cheng
    Zhao, Xin
    Lang, Ren
    BMC CANCER, 2023, 23 (01)
  • [42] The Effects of Treatment on Peripheral Blood Immune Cell Profile in Pancreatic Ductal Adenocarcinoma (PDAC)
    Tulyte, Skaiste
    Characiejus, Dainius
    Matuzeviciene, Reda
    Janiulioniene, Ausra
    Radzevicius, Mantas
    Zvirblis, Tadas
    Sileikis, Audrius
    ANTICANCER RESEARCH, 2022, 42 (06) : 3067 - 3073
  • [43] Aging influences the pancreatic ductal adenocarcinoma tumor immune microenvironment to promote features of immunosuppression
    Kartalia, Emma
    Leatherman, James M.
    Lee, Jae W.
    Jaffee, Elizabeth M.
    Weeraratna, Ashani T.
    Zabransky, Daniel J.
    CANCER RESEARCH, 2024, 84 (06)
  • [44] Perineural Invasion Reprograms the Immune Microenvironment through Cholinergic Signaling in Pancreatic Ductal Adenocarcinoma
    Yang, Min-Wei
    Tao, Ling-Ye
    Jiang, Yong-Sheng
    Yang, Jian-Yu
    Huo, Yan-Miao
    Liu, De-Jun
    Li, Jiao
    Fu, Xue-Liang
    He, Ruizhe
    Lin, Chaoyi
    Liu, Wei
    Zhang, Jun-Feng
    Hua, Rong
    Li, Qing
    Jiang, Shu-Heng
    Hu, Li-Peng
    Tian, Guang-Ang
    Zhang, Xiao-Xin
    Niu, Ningning
    Lu, Ping
    Shi, Juanjuan
    Xiao, Gary G.
    Wang, Li-Wei
    Xue, Jing
    Zhang, Zhi-Gang
    Sun, Yong-Wei
    CANCER RESEARCH, 2020, 80 (10) : 1991 - 2003
  • [45] The Tumor Immune Microenvironment in Pancreatic Ductal Adenocarcinoma: Neither Hot nor Cold Comment
    Rubin, Samuel J. S.
    Sojwal, Raoul S.
    Gubatan, John
    Rogalla, Stephan
    CANCERS, 2022, 14 (17)
  • [46] The tumor–stroma ratio and the immune microenvironment improve the prognostic prediction of pancreatic ductal adenocarcinoma
    Mei Lu
    Yi Zou
    Peiling Fu
    Yuyang Li
    Pengcheng Wang
    Guoping Li
    Sheng Luo
    Yupeng Chen
    Guoping Guan
    Sheng Zhang
    Linying Chen
    Discover Oncology, 14
  • [47] Tumor Microenvironment Immune Response in Pancreatic Ductal Adenocarcinoma Patients Treated With Neoadjuvant Therapy
    Michelakos, Theodoros
    Cai, Lei
    Villani, Vincenzo
    Sabbatino, Francesco
    Kontos, Filippos
    Fernandez-del Castillo, Carlos
    Yamada, Teppei
    Neyaz, Azfar
    Taylor, Martin S.
    Deshpande, Vikram
    Kurokawa, Tomohiro
    Ting, David T.
    Qadan, Motaz
    Weekes, Colin D.
    Allen, Jill N.
    Clark, Jeffrey W.
    Hong, Theodore S.
    Ryan, David P.
    Wo, Jennifer Y.
    Warshaw, Andrew L.
    Lillemoe, Keith D.
    Ferrone, Soldano
    Ferrone, Cristina R.
    JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 2021, 113 (02): : 182 - 191
  • [48] Reshaping the Immune Microenvironment by Oncolytic Herpes Simplex Virus in Murine Pancreatic Ductal Adenocarcinoma
    Zhang, Liming
    Wang, Wei
    Wang, Ruikun
    Zhang, Nianchao
    Shang, Hang
    Bi, Yang
    Chen, Da
    Zhang, Cuizhu
    Li, Long
    Yin, Jie
    Zhang, Hongkai
    Cao, Youjia
    MOLECULAR THERAPY, 2021, 29 (02) : 744 - 761
  • [49] ROLE OF TUMORAL AND PERITUMORAL IMMUNE MICROENVIRONMENT IN PANCREATIC DUCTAL ADENOCARCINOMA: A POTENTIAL PREDICTOR OF PROGNOSIS
    De Simoni, Ottavia
    Scarpa, Marco
    Dal Santo, Luca
    Scapinello, Antonio
    Fantin, Alberto
    Pilati, Pierluigi
    Munari, Giada
    Spolverato, Ylenia
    Tolin, Francesca
    Gruppo, Mario
    Fassan, Matteo
    GASTROENTEROLOGY, 2022, 162 (07) : S1361 - S1362
  • [50] N6-methylandenosine-related lncRNAs play an important role in the prognosis and immune microenvironment of pancreatic ductal adenocarcinoma
    YuHai Hu
    YiPing Chen
    Scientific Reports, 11