Identification of novel immune-related biomarker and therapeutic drugs in Parkinson disease via integrated bioinformatics analysis

被引:0
|
作者
Yang, Xiaoxia [1 ]
Wang, Zhiyun [1 ]
机构
[1] Tianjin First Cent Hosp, Dept Neurol, 24 Fukang Rd, Tianjin 300192, Peoples R China
关键词
candidate drugs; diagnostic model; immune-related genes; Parkinson disease; WGCNA; MATRIX METALLOPROTEINASES; MOUSE MODEL; MATRIX-METALLOPROTEINASE-9;
D O I
10.1097/MD.0000000000034456
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background:The present study was designed to identify immune-related biomarker and candidate drugs for Parkinson disease (PD) by weighted gene co-expression network analysis. Methods:Differentially expressed genes were identified in PD and healthy samples in the Gene Expression Omnibus (GEO) database. Besides, immune-related genes were obtained from the immunology database. Then, a co-expression network was constructed by the weighted gene co-expression network analysis package. Diagnostic model for PD was constructed by Lasso and multivariate Cox regression. Furthermore, differentially expressed genes (DEGs) were used to establish PPI and competing endogenous RNA (ceRNA) networks. Functional enrichment and pathway analysis were performed. Drug-hub gene interaction analysis was performed via DGIdb database. Results:PD samples and normal samples were found to have 220 upregulated genes and 216 downregulated genes in the GSE6613 dataset. The differentially expressed genes contained 50 immune-related genes, with 40 upregulated genes and 10 downregulated genes. We obtained 7 hub genes by intersecting the DEGs and candidate hub genes. As potential diagnostic markers, 2 immune-related DEGs were identified among the 7 hub genes. According to functional enrichment analysis, these DEGs were mainly enriched in immune response, inflammatory response, and cytokine-cytokine receptor interactions. Totally, we obtained 182 drug-gene interaction pairs in Drug-Gene Interaction database (DGIdb). Conclusion:Our results revealed crucial genes and candidate drugs for PD patients and deepen our understanding of the molecular mechanisms involved in PD.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Identification of hub biomarkers and immune-related pathways participating in the progression of Kawasaki disease by integrated bioinformatics analysis
    Gao, Yang
    Tang, Xuan
    Qian, Guanghui
    Huang, Hongbiao
    Wang, Nana
    Wang, Yan
    Zhuo, Wenyu
    Jiang, Jiaqi
    Zheng, Yiming
    Li, Wenjie
    Liu, Zhiheng
    Li, Xuan
    Xu, Lei
    Zhang, Jiaying
    Huang, Li
    Liu, Ying
    Lv, Haitao
    IMMUNOBIOLOGY, 2023, 228 (06)
  • [2] Identification of immune-related hub genes and potential molecular mechanisms involved in COVID-19 via integrated bioinformatics analysis
    Zhu, Rui
    Zhao, Yaping
    Yin, Hui
    Shu, Linfeng
    Ma, Yuhang
    Tao, Yingli
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [3] Bioinformatics analysis reveals the landscape of immune cell infiltration and novel immune-related biomarkers in moyamoya disease
    Cao, Lei
    Ai, Yunzheng
    Dong, Yang
    Li, Dongpeng
    Wang, Hao
    Sun, Kaiwen
    Wang, Chenchao
    Zhang, Manxia
    Yan, Dongming
    Li, Hongwei
    Liang, Guobiao
    Yang, Bo
    FRONTIERS IN GENETICS, 2023, 14
  • [4] Novel diagnostic biomarkers related to immune infiltration in Parkinson's disease by bioinformatics analysis
    Zhang, Pengfei
    Zhao, Liwen
    Li, Hongbin
    Shen, Jie
    Li, Hui
    Xing, Yongguo
    FRONTIERS IN NEUROSCIENCE, 2023, 17
  • [5] Identification of key immune-related genes and immune infiltration in atrial fibrillation with valvular heart disease based on bioinformatics analysis
    Li, Shuo
    Jiang, Zhiyuan
    Chao, Xiaoying
    Jiang, Chenyang
    Zhong, Guoqiang
    JOURNAL OF THORACIC DISEASE, 2021, 13 (03) : 1785 - 1798
  • [6] Immune-related biomarkers for Parkinson's disease
    Abdi, Ilham Y.
    Ghanem, Simona S.
    El-Agnaf, Omar M.
    NEUROBIOLOGY OF DISEASE, 2022, 170
  • [7] Identification of Immune-Related Risk Genes in Osteoarthritis Based on Bioinformatics Analysis and Machine Learning
    Xu, Jintao
    Chen, Kai
    Yu, Yaohui
    Wang, Yishu
    Zhu, Yi
    Zou, Xiangjie
    Jiang, Yiqiu
    JOURNAL OF PERSONALIZED MEDICINE, 2023, 13 (02):
  • [8] Identification of an Immune-Related Gene Diagnostic Model and Potential Drugs in Sepsis Using Bioinformatics and Pharmacogenomics Approaches
    Chen, Peng
    Chen, Juan
    Ye, Jinghe
    Yang, Limin
    INFECTION AND DRUG RESISTANCE, 2023, 16 : 5665 - 5680
  • [9] Immune-Related Genes' Prognostic, Therapeutic and Diagnostic Value in Ovarian Cancer Immune-Related Gene Biomarker in Ovarian Cancer
    Ding, Bo
    Yan, Wenjing
    Shen, Siyuan
    Meng, Dan
    Chen, Xue
    Wang, Shizhi
    Shen, Yang
    CANCER CONTROL, 2023, 30
  • [10] A novel immune-related genes prognosis biomarker for hepatocellular carcinoma
    Wang, Kunpeng
    Chen, Xinyi
    Jin, Chong
    Mo, Jinggang
    Jiang, Hao
    Yi, Bin
    Chen, Xiang
    AGING-US, 2021, 13 (01): : 675 - 693