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 82 条
[71]   Role of Neutrophils in Psoriasis [J].
Wang, Wen-Ming ;
Jin, Hong-Zhong .
JOURNAL OF IMMUNOLOGY RESEARCH, 2020, 2020
[72]   Activated Circulating T Follicular Helper Cells Are Associated with Disease Severity in Patients with Psoriasis [J].
Wang, Ying ;
Wang, Lili ;
Yang, Haoyu ;
Yuan, Weichang ;
Ren, Jingyi ;
Bai, Yanping .
JOURNAL OF IMMUNOLOGY RESEARCH, 2016, 2016
[73]  
World Health Organization (WHO), 2014, RES WHA67 9 PSOR 60
[74]   Structural basis of AMPK regulation by small molecule activators [J].
Xiao, Bing ;
Sanders, Matthew J. ;
Carmena, David ;
Bright, Nicola J. ;
Haire, Lesley F. ;
Underwood, Elizabeth ;
Patel, Bhakti R. ;
Heath, Richard B. ;
Walker, Philip A. ;
Hallen, Stefan ;
Giordanetto, Fabrizio ;
Martin, Stephen R. ;
Carling, David ;
Gamblin, Steven J. .
NATURE COMMUNICATIONS, 2013, 4
[75]   Methotrexate restores the function of peripheral blood regulatory T cells in psoriasis vulgaris via the CD73/AMPK/mTOR pathway [J].
Yan, K. ;
Xu, W. ;
Huang, Y. ;
Zhang, Z. ;
Huang, Q. ;
Xin, K. Z. ;
Ma, Y. ;
Han, L. .
BRITISH JOURNAL OF DERMATOLOGY, 2018, 179 (04) :896-905
[76]   GLP-1 receptor agonist impairs keratinocytes inflammatory signals by activating AMPK [J].
Yang, Jing ;
Wang, Zongming ;
Zhang, Xilin .
EXPERIMENTAL AND MOLECULAR PATHOLOGY, 2019, 107 :124-128
[77]   DOSE: an R/Bioconductor package for disease ontology semantic and enrichment analysis [J].
Yu, Guangchuang ;
Wang, Li-Gen ;
Yan, Guang-Rong ;
He, Qing-Yu .
BIOINFORMATICS, 2015, 31 (04) :608-609
[78]   clusterProfiler: an R Package for Comparing Biological Themes Among Gene Clusters [J].
Yu, Guangchuang ;
Wang, Li-Gen ;
Han, Yanyan ;
He, Qing-Yu .
OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY, 2012, 16 (05) :284-287
[79]   Deletion of the activating NKG2C receptor and a functional polymorphism in its ligand HLA-E in psoriasis susceptibility [J].
Zeng, Xue ;
Chen, Haoyan ;
Gupta, Rashmi ;
Paz-Altschul, Oscar ;
Bowcock, Anne M. ;
Liao, Wilson .
EXPERIMENTAL DERMATOLOGY, 2013, 22 (10) :679-681
[80]   Whole-genome DNA methylation in skin lesions from patients with psoriasis vulgaris [J].
Zhang, Peng ;
Zhao, Ming ;
Liang, Gongping ;
Yin, Guangliang ;
Huang, Dan ;
Su, Fengxia ;
Zhai, Hanyue ;
Wang, Litao ;
Su, Yuwen ;
Lu, Qianjin .
JOURNAL OF AUTOIMMUNITY, 2013, 41 :17-24