Construction and Verification of an RNA-Binding Protein-Associated Prognostic Model for Gliomas

被引:1
|
作者
Peng, Peng [1 ,2 ]
Chen, Zi-rong [2 ]
Zhang, Xiao-lin [2 ]
Guo, Dong-sheng [2 ]
Zhang, Bin [3 ]
He, Xi-miao [3 ]
Wan, Feng [2 ,4 ]
机构
[1] Hubei Univ Arts & Sci, Xiangyang Cent Hosp, Affiliated Hosp, Dept Neurosurg, Xiangyang 441021, Peoples R China
[2] Huazhong Univ Sci & Technol, Tongji Hosp, Tongji Med Coll, Dept Neurosurg, Wuhan 430030, Peoples R China
[3] Huazhong Univ Sci & Technol, Tongji Med Coll, Sch Basic Med, Dept Physiol, Wuhan 430030, Peoples R China
[4] Guangdong Prov Peoples Hosp, Guangdong Acad Med Sci, Dept Neurosurg, Guangzhou 510080, Peoples R China
基金
中国国家自然科学基金;
关键词
bioinformatics analysis; glioma; prognostic model; RNA-binding protein; CLASSIFICATION; PROLIFERATION; EXPRESSION; MIGRATION; CANCER; WORLD;
D O I
10.1007/s11596-022-2694-1
中图分类号
R-3 [医学研究方法]; R3 [基础医学];
学科分类号
1001 ;
摘要
ObjectiveTo construct and verificate an RNA-binding protein (RBP)-associated prognostic model for gliomas using integrated bioinformatics analysis.MethodsRNA-sequencing and clinic pathological data of glioma patients from The Cancer Genome Atlas (TCGA) database and the Chinese Glioma Genome Atlas database (CGGA) were downloaded. The aberrantly expressed RBPs were investigated between gliomas and normal samples in TCGA database. We then identified prognosis related hub genes and constructed a prognostic model. This model was further validated in the CGGA-693 and CGGA-325 cohorts.ResultsTotally 174 differently expressed genes-encoded RBPs were identified, containing 85 down-regulated and 89 up-regulated genes. We identified five genes-encoded RBPs (ERI1, RPS2, BRCA1, NXT1, and TRIM21) as prognosis related key genes and constructed a prognostic model. Overall survival (OS) analysis revealed that the patients in the high-risk subgroup based on the model were worse than those in the low-risk subgroup. The area under the receiver operator characteristic curve (AUC) of the prognostic model was 0.836 in the TCGA dataset and 0.708 in the CGGA-693 dataset, demonstrating a favorable prognostic model. Survival analyses of the five RBPs in the CGGA-325 cohort validated the findings. A nomogram was constructed based on the five genes and validated in the TCGA cohort, confirming a promising discriminating ability for gliomas.ConclusionThe prognostic model of the five RBPs might serve as an independent prognostic algorithm for gliomas.
引用
收藏
页码:156 / 165
页数:10
相关论文
共 50 条
  • [41] A novel and independent survival prognostic model for OSCC: the functions and prognostic values of RNA-binding proteins
    Shanshan Wang
    Shuang Liu
    Yaomin Zhu
    Baorong Zhang
    Yongtao Yang
    Limei Li
    Yingying Sun
    Long Zhang
    Lina Fan
    Xuegang Hu
    Chunyu Huang
    European Archives of Oto-Rhino-Laryngology, 2024, 281 : 397 - 409
  • [42] THE MULTIPLE RNA-BINDING DOMAINS OF THE MESSENGER-RNA POLY(A)-BINDING PROTEIN HAVE DIFFERENT RNA-BINDING ACTIVITIES
    BURD, CG
    MATUNIS, EL
    DREYFUSS, G
    MOLECULAR AND CELLULAR BIOLOGY, 1991, 11 (07) : 3419 - 3424
  • [43] Mechanism of RNA recognition by a Musashi RNA-binding protein
    Wang, Jinan
    Lan, Lan
    Wu, Xiaoqing
    Xu, Liang
    Miao, Yinglong
    CURRENT RESEARCH IN STRUCTURAL BIOLOGY, 2022, 4 : 10 - 20
  • [44] Beyond RNA-binding domains: determinants of protein-RNA binding
    Zigdon, Inbal
    Carmi, Miri
    Brodsky, Sagie
    Rosenwaser, Zohar
    Barkai, Naama
    Jonas, Felix
    RNA, 2024, 30 (12) : 1620 - 1633
  • [45] Improved modeling of RNA-binding protein motifs in an interpretable neural model of RNA splicing
    Gupta, Kavi
    Yang, Chenxi
    Mccue, Kayla
    Bastani, Osbert
    Sharp, Phillip A.
    Burge, Christopher B.
    Solar-Lezama, Armando
    GENOME BIOLOGY, 2024, 25 (01)
  • [46] Improved modeling of RNA-binding protein motifs in an interpretable neural model of RNA splicing
    Kavi Gupta
    Chenxi Yang
    Kayla McCue
    Osbert Bastani
    Phillip A. Sharp
    Christopher B. Burge
    Armando Solar-Lezama
    Genome Biology, 25
  • [47] Binding of the polypyrimidine tract-binding protein-associated splicing factor (PSF) to the hepatitis delta virus RNA
    Greco-Stewart, Valerie S.
    Thibault, Catherine St-Laurent
    Pelchat, Martin
    VIROLOGY, 2006, 356 (1-2) : 35 - 44
  • [48] Polypyrimidine-tract-binding protein: a multifunctional RNA-binding protein
    Sawicka, Kirsty
    Bushell, Martin
    Spriggs, Keith A.
    Willis, Anne E.
    BIOCHEMICAL SOCIETY TRANSACTIONS, 2008, 36 : 641 - 647
  • [49] A Novel Prognostic Model for Oral Squamous Cell Carcinoma: The Functions and Prognostic Values of RNA-Binding Proteins
    Lu, Yingjuan
    Yan, Yongcong
    Li, Bowen
    Liu, Mo
    Liang, Yancan
    Ye, Yushan
    Cheng, Weiqi
    Li, Jinsong
    Jiao, Jiuyang
    Chang, Shaohai
    FRONTIERS IN ONCOLOGY, 2021, 11
  • [50] Identification and Validation of a Novel RNA-Binding Protein-Related Gene-Based Prognostic Model for Multiple Myeloma
    Wang, Wei
    Xu, Shi-wen
    Zhu, Xia-yin
    Guo, Qun-yi
    Zhu, Min
    Mao, Xin-li
    Chen, Ya-Hong
    Li, Shao-wei
    Luo, Wen-da
    FRONTIERS IN GENETICS, 2021, 12