The cuproptosis-related signature associated with the tumor environment and prognosis of patients with glioma

被引:56
|
作者
Wang, Weichen [1 ]
Lu, Zhichao [1 ]
Wang, Maoyu [1 ]
Liu, Zongheng [1 ]
Wu, Bing [1 ]
Yang, Chengkai [1 ]
Huan, He [1 ]
Gong, Peipei [1 ]
机构
[1] Nantong Univ, Affiliated Hosp, Med Sch, Dept Neurosurg, Nantong, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2022年 / 13卷
关键词
glioma; cuproptosis; signature; clusters; bioinformatics; COMPREHENSIVE ANALYSIS; CANCER; EXPRESSION; SUBTYPES; OVEREXPRESSION; BIOMARKER; BIOINFORMATICS; PROLIFERATION; SENSITIVITY; MUTATIONS;
D O I
10.3389/fimmu.2022.998236
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundCopper ions are essential for cellular physiology. Cuproptosis is a novel method of copper-dependent cell death, and the cuproptosis-based signature for glioma remains less studied. MethodsSeveral glioma datasets with clinicopathological information were collected from TCGA, GEO and CGGA. Robust Multichip Average (RMA) algorithm was used for background correction and normalization, cuproptosis-related genes (CRGs) were then collected. The TCGA-glioma cohort was clustered using ConsensusClusterPlus. Univariate Cox regression analysis and the Random Survival Forest model were performed on the differentially expressed genes to identify prognostic genes. The cuproptosis-signature was constructed by calculating CuproptosisScore using Multivariate Cox regression analysis. Differences in terms of genomic mutation, tumor microenvironment, and enrichment pathways were evaluated between high- or low-CuproptosisScore. Furthermore, drug response prediction was carried out utilizing pRRophetic. ResultsTwo subclusters based on CRGs were identified. Patients in cluster2 had better clinical outcomes. The cuproptosis-signature was constructed based on CuproptosisScore. Patients with higher CuproptosisScore had higher WHO grades and worse prognosis, while patients with lower grades were more likely to develop IDH mutations or MGMT methylation. Univariate and Multivariate Cox regression analysis demonstrated CuproptosisScore was an independent prognostic factor. The accuracy of the signature in prognostic prediction was further confirmed in 11 external validation datasets. In groups with high-CuproptosisScore, PIK3CA, MUC16, NF1, TTN, TP53, PTEN, and EGFR showed high mutation frequency. IDH1, TP53, ATRX, CIC, and FUBP1 demonstrated high mutation frequency in low-CuproptosisScore group. The level of immune infiltration increased as CuproptosisScore increased. SubMap analysis revealed patients with high-CuproptosisScore may respond to anti-PD-1 therapy. The IC50 values of Bexarotene, Bicalutamide, Bortezomib, and Cytarabine were lower in the high-CuproptosisScore group than those in the low-CuproptosisScore group. Finally, the importance of IGFBP2 in TCGA-glioma cohort was confirmed. ConclusionThe current study revealed the novel cuproptosis-based signature might help predict the prognosis, biological features, and appropriate treatment for patients with glioma.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Identification of the cuproptosis-related gene signature associated with the tumor environment and prognosis of patients with glioblastoma multiforme (GBM)
    Ahmed, Yaman B.
    Al-Bzour, Ayah N.
    Al-Majali, Ghayda'a N.
    Khalefa, Zaid M.
    Alzghoul, Saja M.
    [J]. CANCER RESEARCH, 2023, 83 (07)
  • [2] Identification of the cuproptosis-related gene signature associated with the tumor environment and prognosis of patients with glioblastoma multiforme (GBM)
    Al-Majali, Ghayda'a
    Ahmed, Yaman
    Ababneh, Obada
    Khalefa, Zaid
    Alzghoul, Saja
    Al-Bzour, Ayah
    [J]. NEUROLOGY, 2023, 100 (17)
  • [3] A novel cuproptosis-related gene signature to predict prognosis in Glioma
    Mengyang Zhang
    Xiaobai Liu
    Di Wang
    Xuelei Ruan
    Ping Wang
    Libo Liu
    Yixue Xue
    [J]. BMC Cancer, 23
  • [4] A novel cuproptosis-related gene signature to predict prognosis in Glioma
    Zhang, Mengyang
    Liu, Xiaobai
    Wang, Di
    Ruan, Xuelei
    Wang, Ping
    Liu, Libo
    Xue, Yixue
    [J]. BMC CANCER, 2023, 23 (01)
  • [5] Prognosis and immune response of a cuproptosis-related lncRNA signature in low grade glioma
    Xu, Yifan
    Wang, Chao
    Li, Shifang
    Zhou, Han
    Feng, Yugong
    [J]. FRONTIERS IN GENETICS, 2022, 13
  • [6] Identification of cuproptosis-related lncRNAs for prognosis and immunotherapy in glioma
    Wang, Lin
    Li, Yunqian
    Wang, Yubo
    Li, Jia
    Sun, Yajuan
    Chen, Jiajun
    Wang, Ziqian
    [J]. JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2022, 26 (23) : 5820 - 5831
  • [7] A cuproptosis-related genes signature associated with prognosis and immune cell infiltration in osteosarcoma
    Yang, Weiguang
    Wu, Haiyang
    Tong, Linjian
    Wang, Yulin
    Guo, Qiang
    Xu, Lixia
    Yan, Hua
    Yin, Chengliang
    Sun, Zhiming
    [J]. FRONTIERS IN ONCOLOGY, 2022, 12
  • [8] Cuproptosis-Related Signature Predicts the Prognosis, Tumor Microenvironment, and Drug Sensitivity of Hepatocellular Carcinoma
    Qi, Xiangjun
    Guo, Jiayun
    Chen, Guoming
    Fang, Caishan
    Hu, Leihao
    Li, Jing
    Zhang, Chi
    [J]. JOURNAL OF IMMUNOLOGY RESEARCH, 2022, 2022
  • [9] The signature of cuproptosis-related immune genes predicts the tumor microenvironment and prognosis of prostate adenocarcinoma
    Yao, Kai
    Zhang, Rumeng
    Li, Liang
    Liu, Mingdong
    Feng, Shiyao
    Yan, Haixin
    Zhang, Zhihui
    Xie, Dongdong
    [J]. FRONTIERS IN IMMUNOLOGY, 2023, 14
  • [10] A cuproptosis-related signature for predicting the prognosis of gastric cancer br
    He, Chunmei
    Zhang, Hao
    Guo, Zehao
    Mo, Zhijing
    [J]. JOURNAL OF GASTROINTESTINAL ONCOLOGY, 2023, 14 (01) : 146 - +