Identification of Potential Biomarkers of Type 2 Diabetes Mellitus-Related Immune Infiltration Using Weighted Gene Coexpression Network Analysis

被引:10
作者
Zhou, Ji [1 ]
Zhang, Xiaoyi [1 ]
Ji, Lixia [1 ]
Jiang, Guohui [1 ]
机构
[1] Qingdao Univ, Sch Pharm, Dept Pharmacol, Qingdao 266021, Peoples R China
关键词
ADIPOSE-TISSUE; INSULIN-RESISTANCE; T-CELLS; OBESITY; INFLAMMATION; MICE; RECRUITMENT; POPULATION; ACTIVATION; MICROGLIA;
D O I
10.1155/2022/9920744
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background. Type 2 diabetes mellitus (T2DM) is characterized by chronic low-grade inflammation, showing an increasing trend. The infiltration of immune cells into adipose tissue has been shown to be an important pathogenic cause of T2DM. The purpose of this study is to use the relevant database to identify some abnormally expressed or dysfunctional genes related to diabetes from the perspective of immune infiltration. Methods. Weighted gene coexpression network analysis (WGCNA) was employed to systematically identify the coexpressed gene modules and hub genes associated with T2DM development based on a microarray dataset (GSE23561) from the Gene Expression Omnibus (GEO) database. The key genes in modules highly related to clinical features were calculated and screened by using R software, and their participation in T2DM was determined by gene enrichment analysis. The mRNA levels of CSF1R, H2AFV, LCK, and TLR9 in pre-T2DM mice and normal wild-type mice were detected by WGCNA screening and real-time quantitative reverse transcriptase polymerase chain reaction (qRT-PCR). Results. We constructed 14 coexpressed gene modules, and the brown module was shown to be significantly related to T2DM. Through verification of the protein-protein interaction (PPI) network, four upregulated hub genes, CSF1R, H2AFV, LCK, and TLR9, were screened from the brown module and successfully distinguishedT2DM patients from healthy people. These hub genes may be used as biomarkers and important indicators for patient diagnosis. Enrichment analysis showed that these hub genes were highly associated with IL-6-related inflammatory metabolism, immune regulation, and immune cell infiltration. Finally, we verified the hub genes CSF1R, LCK, and TLR9 in a T2DM animal model and found that their mRNA levels were significantly higher in animals with T2DM than in control group mice (NC). Conclusions. In summary, our results suggest that these hub genes (CSF1R, LCK, and TLR9) can serve as biomarkers and immunotherapeutic targets for T2DM.
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页数:14
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共 53 条
  • [21] WGCNA: an R package for weighted correlation network analysis
    Langfelder, Peter
    Horvath, Steve
    [J]. BMC BIOINFORMATICS, 2008, 9 (1)
  • [22] An Integrated View of Immunometabolism
    Lee, Yun Sok
    Wollam, Joshua
    Olefsky, Jerrold M.
    [J]. CELL, 2018, 172 (1-2) : 22 - 40
  • [23] A DOMINANT-NEGATIVE TRANSGENE DEFINES A ROLE FOR P56LCK IN THYMOPOIESIS
    LEVIN, SD
    ANDERSON, SJ
    FORBUSH, KA
    PERLMUTTER, RM
    [J]. EMBO JOURNAL, 1993, 12 (04) : 1671 - 1680
  • [24] Diabetes Mellitus and Inflammation
    Lontchi-Yimagou, Eric
    Sobngwi, Eugene
    Matsha, Tandi E.
    Kengne, Andre Pascal
    [J]. CURRENT DIABETES REPORTS, 2013, 13 (03) : 435 - 444
  • [25] Identifying key genes in rheumatoid arthritis by weighted gene co-expression network analysis
    Ma, Chunhui
    Lv, Qi
    Teng, Songsong
    Yu, Yinxian
    Niu, Kerun
    Yi, Chengqin
    [J]. INTERNATIONAL JOURNAL OF RHEUMATIC DISEASES, 2017, 20 (08) : 971 - 979
  • [26] Visceral Adipose Tissue Immune Homeostasis Is Regulated by the Crosstalk between Adipocytes and Dendritic Cell Subsets
    Macdougall, Claire E.
    Wood, Elizabeth G.
    Loschko, Jakob
    Scagliotti, Valeria
    Cassidy, Fearon C.
    Robinson, Mark E.
    Feldhahn, Niklas
    Castellano, Leandro
    Voisin, Mathieu-Benoit
    Marelli-Berg, Federica
    Gaston-Massuet, Carles
    Charalambous, Marika
    Longhi, M. Paula
    [J]. CELL METABOLISM, 2018, 27 (03) : 588 - +
  • [27] PROFOUND BLOCK IN THYMOCYTE DEVELOPMENT IN MICE LACKING P56(LCK)
    MOLINA, TJ
    KISHIHARA, K
    SIDEROVSKI, DP
    VANEWIJK, W
    NARENDRAN, A
    TIMMS, E
    WAKEHAM, A
    PAIGE, CJ
    HARTMANN, KU
    VEILLETTE, A
    DAVIDSON, D
    MAK, TW
    [J]. NATURE, 1992, 357 (6374) : 161 - 164
  • [28] The outliers become a stampede as immunometabolism reaches a tipping point
    Nikolajczyk, Barbara S.
    Jagannathan-Bogdan, Madhumita
    Denis, Gerald V.
    [J]. IMMUNOLOGICAL REVIEWS, 2012, 249 : 253 - 275
  • [29] Obesity-induced DNA released from adipocytes stimulates chronic adipose tissue inflammation and insulin resistance
    Nishimoto, Sachiko
    Fukuda, Daiju
    Higashikuni, Yasutomi
    Tanaka, Kimie
    Hirata, Yoichiro
    Murata, Chie
    Kim-Kaneyama, Joo-ri
    Sato, Fukiko
    Bando, Masahiro
    Yagi, Shusuke
    Soeki, Takeshi
    Hayashi, Tetsuya
    Imoto, Issei
    Sakaue, Hiroshi
    Shimabukuro, Michio
    Sata, Masataka
    [J]. SCIENCE ADVANCES, 2016, 2 (03):
  • [30] CD8+ effector T cells contribute to macrophage recruitment and adipose tissue inflammation in obesity
    Nishimura, Satoshi
    Manabe, Ichiro
    Nagasaki, Mika
    Eto, Koji
    Yamashita, Hiroshi
    Ohsugi, Mitsuru
    Otsu, Makoto
    Hara, Kazuo
    Ueki, Kohjiro
    Sugiura, Seiryo
    Yoshimura, Kotaro
    Kadowaki, Takashi
    Nagai, Ryozo
    [J]. NATURE MEDICINE, 2009, 15 (08) : 914 - U116