Identification of Potential Biomarkers for Psoriasis by DNA Methylation and Gene Expression Datasets

被引:19
|
作者
Liu, Yong [1 ,2 ]
Cui, Shengnan [3 ]
Sun, Jiayi [1 ]
Yan, Xiaoning [2 ]
Han, Dongran [1 ]
机构
[1] Beijing Univ Chinese Med, Sch Life Sci, Beijing, Peoples R China
[2] Shaanxi Hosp Chinese Med, Dept Dermatol, Xian, Peoples R China
[3] China Acad Chinese Med Sci, Xiyuan Hosp, Beijing, Peoples R China
基金
国家重点研发计划;
关键词
psoriasis; DNA methylation; gene expression; AMPK signaling pathway; IRS1; ARHGEF10; RAI14; ACTIVATED PROTEIN-KINASE; INSULIN-RESISTANCE; METABOLIC SYNDROME; DOWN-REGULATION; TNF-ALPHA; R PACKAGE; HLA-E; SKIN; AMPK; ASSOCIATION;
D O I
10.3389/fgene.2021.722803
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
DNA methylation (DNAm) plays an important role in the pathogenesis of psoriasis through regulating mRNA expressions. This study aimed to identify hub genes regulated by DNAm as biomarkers of psoriasis. Psoriatic skin tissues gene expression and methylation datasets were downloaded from Gene Expression Omnibus (GEO) database. Subsequently, multiple computational approaches, including immune infiltration analysis, enrichment analysis, protein-protein interaction (PPI) network establishment, and machine learning algorithm analysis (lasso, random forest, and SVM-RFE), were performed to analyze the regulatory networks, to recognize hub genes, and to clarify the pathogenesis of psoriasis. Finally, the hypermethylated genes were used to immune cell infiltration analysis, which revealed that psoriasis skin tissues were mainly composed of activated dendritic cells, resting mast cells, T follicular helper cells (cTfh), etc. Differentially expressed-methylated genes (DEMGs) were identified and partitioned into four subgroups and the 97 significantly hypermethylated and downregulated (hyper-down) genes accounted for the highest proportion (47%). Hyper-down genes were mainly enriched in glucose homeostasis, AMP-activated protein kinase (AMPK) signaling pathway, lipid storage disease, partial lipodystrophy, and insulin resistance. Furthermore, insulin receptor substrate 1 (IRS1), Rho guanine nucleotide exchange factor 10 (ARHGEF10) and retinoic acid induced 14 (RAI14) were identified as potential targets. These findings provided new ideas for future studies of psoriasis on the occurrence and the molecular mechanisms.
引用
收藏
页数:14
相关论文
共 50 条
  • [41] Epigenetics in psoriasis: perspective of DNA methylation
    Luo, Ying
    Qu, Keshen
    Kuai, Le
    Ru, Yi
    Huang, Keke
    Yan, Xiaoning
    Xing, Meng
    MOLECULAR GENETICS AND GENOMICS, 2021, 296 (05) : 1027 - 1040
  • [42] DNA methylation is correlated with gene expression during early pregnancy in Bos taurus
    Walker, Caroline G.
    Littlejohn, Mathew D.
    Meier, Susanne
    Roche, John R.
    Mitchell, Murray D.
    PHYSIOLOGICAL GENOMICS, 2013, 45 (07) : 276 - 286
  • [43] PiiL: visualization of DNA methylation and gene expression data in gene pathways
    Behrooz Torabi Moghadam
    Neda Zamani
    Jan Komorowski
    Manfred Grabherr
    BMC Genomics, 18
  • [44] DNA methylation and gene expression in IVF
    Menezo, Yves
    Elder, Kay
    Benkhalifa, Moncef
    Dale, Brian
    REPRODUCTIVE BIOMEDICINE ONLINE, 2010, 20 (06) : 709 - 710
  • [45] Integrated analysis of genome-wide DNA methylation and gene expression profiles identifies potential novel biomarkers of rectal cancer
    Wei, Jiufeng
    Li, Guodong
    Zhang, Jinning
    Zhou, Yuhui
    Dang, Shuwei
    Chen, Hongsheng
    Wu, Qiong
    Liu, Ming
    ONCOTARGET, 2016, 7 (38) : 62547 - 62558
  • [46] Integrative Analysis of DNA Methylation and Gene Expression to Determine Specific Diagnostic Biomarkers and Prognostic Biomarkers of Breast Cancer
    Zhang, Ming
    Wang, Yilin
    Wang, Yan
    Jiang, Longyang
    Li, Xueping
    Gao, Hua
    Wei, Minjie
    Zhao, Lin
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2020, 8
  • [47] Genetic and Epigenetic Alterations Induced by Pesticide Exposure: Integrated Analysis of Gene Expression, microRNA Expression, and DNA Methylation Datasets
    Giambo, Federica
    Leone, Gian Marco
    Gattuso, Giuseppe
    Rizzo, Roberta
    Cosentino, Alessia
    Cina, Diana
    Teodoro, Michele
    Costa, Chiara
    Tsatsakis, Aristides
    Fenga, Concettina
    Falzone, Luca
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2021, 18 (16)
  • [48] Identification of regulatory role of DNA methylation in colon cancer gene expression via systematic bioinformatics analysis
    Yang, Yong
    Chu, Fu-Hao
    Xu, Wei-Ru
    Sun, Jia-Qi
    Sun, Xu
    Ma, Xue-Man
    Yu, Ming-Wei
    Yang, Guo-Wang
    Wang, Xiao-Min
    MEDICINE, 2017, 96 (47)
  • [49] Identification of epigenetic interactions between miRNA and DNA methylation associated with gene expression as potential prognostic markers in bladder cancer
    Shivakumar, Manu
    Lee, Younghee
    Bang, Lisa
    Garg, Tullika
    Sohn, Kyung-Ah
    Kim, Dokyoon
    BMC MEDICAL GENOMICS, 2017, 10
  • [50] DNA Methylation and Gene Expression of Matrix Metalloproteinase 9 Gene in Deficit and Non-deficit Schizophrenia
    Gao, Ju
    Yi, Hongwei
    Tang, Xiaowei
    Feng, Xiaotang
    Yu, Miao
    Sha, Weiwei
    Wang, Xiang
    Zhang, Xiaobin
    Zhang, Xiangrong
    FRONTIERS IN GENETICS, 2018, 9