Construction of a Diagnostic Model and a lncRNA-Associated ceRNA Network Based on Apoptosis-Related Genes for Schizophrenia

被引:3
|
作者
Ma, Zi-long [1 ]
Wang, Run-lan [1 ]
Meng, Lili [1 ,2 ]
机构
[1] Wuhan Mental Hlth Ctr, Dept Psychiat, Wuhan 430012, Hubei, Peoples R China
[2] Wuhan Hosp Psychotherapy, Dept Sleep, Wuhan, Hubei, Peoples R China
关键词
SUPPRESSES; MECHANISMS; INVASION;
D O I
10.1155/2023/7017106
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Background and Aim. Schizophrenia is a complex psychiatric disorder with an unknown etiology. Previous studies suggest that apoptosis is potentially involved in the pathophysiology of schizophrenia, but whether apoptotic markers can help diagnosis of schizophrenia has not been reported. This study aimed to establish a potential diagnostic model based on apoptosis-related gene expression in blood samples and to construct a competing endogenous RNA (ceRNA) network that could provide mechanistic insight of schizophrenia. Methods. Gene expression profiles and apoptosis-related data were downloaded from the Gene Expression Omnibus and Molecular Signature databases, respectively. Apoptosis-related differentially expressed mRNAs (DEGs) and miRNAs (DEMs) from blood samples between the schizophrenia and healthy control individuals were screened. A diagnostic model was developed using the data from univariate and least absolute shrinkage and selection operator (LASSO) regression analyses, followed by validation using the GSE38485 dataset. Cases were divided into low-risk (LR) and high-risk (HR) groups based on the risk score of the model, and differences in immune gene sets and pathways between these two groups were compared. Finally, a ceRNA network was constructed by integrating long non-coding RNAs (lncRNAs), DEMs, and DEGs. Results. A diagnostic model containing 15 apoptosis-related genes was developed and its diagnostic efficiency was found to be robust. The HR group was correlated with higher immune scores of chemokines, cytokines, and interleukins; it was also significantly involved in pathways such as pancreatic beta cells and early estrogen response. A ceRNA network composed of 2 lncRNAs, 14 miRNAs, and 5 mRNAs was established. Conclusions. The established model is a potential tool to improve the diagnostic efficiency of patients with schizophrenia, and the nodes included in the ceRNA network might serve as biomarkers and therapeutic targets for schizophrenia.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Construction and Investigation of a lncRNA-Associated ceRNA Regulatory Network in Cholangiocarcinoma
    Long, Junyu
    Xiong, Jianping
    Bai, Yi
    Mao, Jinzhu
    Lin, Jianzhen
    Xu, Weiyu
    Zhang, Hui
    Chen, Shuguang
    Zhao, Haitao
    FRONTIERS IN ONCOLOGY, 2019, 9
  • [2] Construction and Analysis of lncRNA-Associated ceRNA Network in Atherosclerotic Plaque Formation
    Li, Danyu
    Ma, Yunci
    Deng, Weiqian
    Feng, Jianhua
    BIOMED RESEARCH INTERNATIONAL, 2022, 2022
  • [3] Identification and construction of lncRNA-associated ceRNA network in diabetic kidney disease
    Wang, Ya
    Tan, Jie
    Xu, Cheng
    Wu, Hongyan
    Zhang, Youshan
    Xiong, Ying
    Yi, Cunjian
    MEDICINE, 2021, 100 (22) : E26062
  • [4] Construction and analysis of dysregulated lncRNA-associated ceRNA network in colorectal cancer
    Zhu, Yiping
    Bian, Yinzhu
    Zhang, Qun
    Hu, Jing
    Li, Li
    Yang, Mi
    Qian, Hanqing
    Yu, Lixia
    Liu, Baorui
    Qian, Xiaoping
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2019, 120 (06) : 9250 - 9263
  • [5] Construction and analysis of a dysregulated lncRNA-associated ceRNA network in a rat model of temporal lobe epilepsy
    Luo, Zhao Hui
    Walid, Alsharafi A.
    Xie, Yuanyuan
    Long, Hongyu
    Xiao, Wenbiao
    Xu, Liqun
    Fu, Yujiao
    Feng, Li
    Xiao, Bo
    SEIZURE-EUROPEAN JOURNAL OF EPILEPSY, 2019, 69 : 105 - 114
  • [6] Construction and investigation of lncRNA-associated ceRNA regulatory network in papillary thyroid cancer
    Zhao, Yangjing
    Wang, Hui
    Wu, Chengjiang
    Yan, Meina
    Wu, Haojie
    Wang, Jingzhe
    Yang, Xinxin
    Shao, Qixiang
    ONCOLOGY REPORTS, 2018, 39 (03) : 1197 - 1206
  • [7] Bioinformatics analysis of lncRNA-associated ceRNA network in melanoma
    Ding, Yi
    Li, Min
    Tayier, Tuersong
    Zhang, MeiLin
    Chen, Long
    Feng, ShuMei
    JOURNAL OF CANCER, 2021, 12 (10): : 2921 - 2932
  • [8] Construction of lncRNA-associated ceRNA networks to identify prognostic lncRNA biomarkers for glioblastoma
    Liu, Zhendong
    Wang, Xiaoxiong
    Yang, Guang
    Zhong, Chen
    Zhang, Ruotian
    Ye, Junyi
    Zhong, Yingqiang
    Hu, Junlong
    Ozal, Beylerli
    Zhao, Shiguang
    JOURNAL OF CELLULAR BIOCHEMISTRY, 2020, 121 (07) : 3502 - 3515
  • [9] Comprehensive analysis of lncRNA-associated ceRNA network in colorectal cancer
    Yuan, Wenliang
    Li, Xiaobo
    Liu, Li
    Wei, Cai
    Sun, Dan
    Peng, Sihua
    Jiang, Linhua
    BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2019, 508 (02) : 374 - 379
  • [10] Identifying Dysregulated lncRNA-Associated ceRNA Network Biomarkers in CML Based on Dynamical Network Biomarkers
    Xu, Junhua
    Wu, Min
    Sun, Yichen
    Zhao, Hongqian
    Wang, Yujie
    Gao, Jie
    BIOMED RESEARCH INTERNATIONAL, 2020, 2020