Identification of co-expression modules and hub genes of retinoblastoma via co-expression analysis and protein-protein interaction networks

被引:8
|
作者
Mao, Yukun [1 ]
Nie, Qingbin [2 ]
Yang, Yang [2 ]
Mao, Gengsheng [2 ]
机构
[1] Wuhan Univ, Dept Orthoped, Zhongnan Hosp, Wuhan 430071, Hubei, Peoples R China
[2] Chinese PLA Peoples Liberat Army Gen Hosp, Med Ctr 3, Dept Neurovasc Surg, 69 Yongding Rd, Beijing 100039, Peoples R China
关键词
retinoblastoma; coexpression modules; hub genes; weighted gene coexpression network analysis; protein-protein interaction networks; CELL-CYCLE; HEREDITARY RETINOBLASTOMA; NEUROBLASTOMA; RISK; CHEMOTHERAPY; SURVIVORS; CANCER; DIFFERENTIATION; POLYMORPHISMS; ASSOCIATION;
D O I
10.3892/mmr.2020.11189
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Retinoblastoma is a common intraocular malignant tumor in children. However, the molecular and genetic mechanisms of retinoblastoma remain unclear. The gene expression dataset GSE110811 was retrieved from Gene Expression Omnibus. After preprocessing, coexpression modules were constructed by weighted gene coexpression network analysis (WGCNA), and modules associated with clinical traits were identified. In addition, functional enrichment analysis was performed for genes in the indicated modules, and protein-protein interaction (PPI) networks and subnetworks were constructed based on these genes. Eight coexpression modules were constructed through WGCNA. Of these, the yellow module had the highest association with severity and age (r=0.82 and P=3e-07; r=0.72 and P=3e-05). The turquoise module had the highest association with months (r=-0.63 and P=5e-04). The genes in the two modules participate in multiple pathways of retinoblastoma, and by combining the PPI network and subnetworks; 10 hub genes were identified in the two modules. The present study identified coexpression modules and hub genes associated with clinical traits of retinoblastoma, providing novel insight into retinoblastoma progression.
引用
收藏
页码:1155 / 1168
页数:14
相关论文
共 50 条
  • [31] Identification of Key Gene Modules in Human Osteosarcoma by Co-Expression Analysis Weighted Gene Co-Expression Network Analysis (WGCNA)
    Liu, Xiangsheng
    Hu, Ai-Xin
    Zhao, Jia-Li
    Chen, Feng-Li
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2017, 118 (11) : 3953 - 3959
  • [32] Identification of key genes in colorectal cancer diagnosis by co-expression analysis weighted gene co-expression network analysis
    Mortezapour, Mahdie
    Tapak, Leili
    Bahreini, Fatemeh
    Najafi, Rezvan
    Afshar, Saeid
    COMPUTERS IN BIOLOGY AND MEDICINE, 2023, 157
  • [33] Detection of gene orthology from gene co-expression and protein interaction networks
    Fadi Towfic
    Susan VanderPIas
    Casey A OIiver
    OIiver Couture
    Christopher K TuggIe
    M Heather West GreenIee
    Vasant Honavar
    BMC Bioinformatics, 11
  • [34] Detection of gene orthology from gene co-expression and protein interaction networks
    Towfic, Fadi
    VanderPlas, Susan
    Oliver, Casey A.
    Couture, Oliver
    Tuggle, Christopher K.
    Greenlee, M. Heather West
    Honavar, Vasant
    BMC BIOINFORMATICS, 2010, 11
  • [35] Co-expression and co-localization of hub proteins and their partners are encoded in protein sequence
    Feiglin, Ariel
    Ashkenazi, Shaul
    Schlessinger, Avner
    Rost, Burkhard
    Ofran, Yanay
    MOLECULAR BIOSYSTEMS, 2014, 10 (04) : 787 - 794
  • [36] Identification of Hub Genes and Potential ceRNA Networks of Diabetic Nephropathy by Weighted Gene Co-Expression Network Analysis
    Li, Guoqing
    Zhang, Jun
    Liu, Dechen
    Qiong Wei
    Wang, Hui
    Lv, Yingqi
    Ye, Zheng
    Liu, Gaifang
    Li, Ling
    FRONTIERS IN GENETICS, 2021, 12
  • [37] Co-expression analysis to identify key modules and hub genes associated with COVID-19 in platelets
    Ahmed B. Alarabi
    Attayeb Mohsen
    Kenji Mizuguchi
    Fatima Z. Alshbool
    Fadi T. Khasawneh
    BMC Medical Genomics, 15
  • [38] Weighted gene co-expression network analysis to identify key modules and hub genes related to hyperlipidaemia
    Liao, Fu-Jun
    Zheng, Peng-Fei
    Guan, Yao-Zong
    Pan, Hong-Wei
    Li, Wei
    NUTRITION & METABOLISM, 2021, 18 (01)
  • [39] Weighted gene co-expression network analysis to identify key modules and hub genes related to hyperlipidaemia
    Fu-Jun Liao
    Peng-Fei Zheng
    Yao-Zong Guan
    Hong-Wei Pan
    Wei Li
    Nutrition & Metabolism, 18
  • [40] Co-expression analysis to identify key modules and hub genes associated with COVID-19 in platelets
    Alarabi, Ahmed B.
    Mohsen, Attayeb
    Mizuguchi, Kenji
    Alshbool, Fatima Z.
    Khasawneh, Fadi T.
    BMC MEDICAL GENOMICS, 2022, 15 (01)