Identification and Exploration of Novel Macrophage M2-Related Biomarkers and Potential Therapeutic Agents in Endometriosis

被引:20
作者
Cui, Zhongqi [1 ]
Bhandari, Ramesh [1 ,3 ]
Lei, Qin [1 ]
Lu, Mingzhi [1 ,4 ]
Zhang, Lei [1 ]
Zhang, Mengmei [1 ,4 ]
Sun, Fenyong [1 ]
Feng, Lijin [2 ]
Zhao, Shasha [1 ]
机构
[1] Tongji Univ, Shanghai Peoples Hosp 10, Dept Clin Lab, Shanghai, Peoples R China
[2] Tongji Univ, Shanghai Peoples Hosp 10, Dept Pathol, Shanghai, Peoples R China
[3] Universal Coll Med Sci, Dept Pathol, Bhairahawa, Nepal
[4] Anhui Med Univ, Shanghai Clin Coll, Hefei, Peoples R China
基金
中国国家自然科学基金;
关键词
endometriosis; CIBERSORT; weighted gene co-expression network analysis; M2; macrophages; diagnostic biomarker genes; therapeutic agents; CELASTROL; GENES; CELLS; PROGRESSION; ACTIVATION; SIGNATURES; VARIANTS; PROMOTES; ADAM12; WOMEN;
D O I
10.3389/fmolb.2021.656145
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Endometriosis (EM) is a chronic neuroinflammatory disorder that is associated with pain and infertility that affects similar to 10% of reproductive-age women. The pathophysiology and etiology of EM remain poorly understood, and diagnostic delays are common. Exploration of the underlying molecular mechanism, as well as novel diagnostic biomarkers and therapeutic targets, is urgently needed. Inflammation is known to play a key role in the development of lesions, which are a defining feature of the disorder. In our research, the CIBERSORT and WGCNA algorithms were used to establish a weighted gene co-expression network and to identify macrophage-related hub genes using data downloaded from the GEO database (GSE11691, 7305). The analysis identified 1,157 differentially expressed genes (DEGs) in EM lesions, of which five were identified as being related to M2 macrophages and were validated as differentially expressed by qRT-PCR and immunohistochemistry (IHC). Of these putative novel biomarker genes, bridging integrator 2 (BIN2), chemokine receptor 5 (CCR5), and macrophage mannose receptor 1 (MRC1) were upregulated, while spleen tyrosine kinase (SYK) and metalloproteinase 12 (ADAM12) were downregulated in ectopic endometria vs. normal endometria. Meanwhile, 23 potentially therapeutic small molecules for EM were obtained from the cMAP database, among which topiramate, isoflupredone, adiphenine, dexverapamil, MS-275, and celastrol were the top six molecules with the highest absolute enrichment values. This is our first attempt to use the CIBERSORT and WGCNA algorithms for the identification of novel M phi 2 macrophage-related biomarkers of EM. Our findings provide novel insights into the impact of immune cells on the etiology of EM; nevertheless, further investigation of these key genes and therapeutic drugs is needed to validate their effects on EM.
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页数:14
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共 48 条
[1]   Analysis of the involvement of CCR5-Δ32 and CCR2-V64I variants in the development of endometriosis [J].
Antiñolo, G ;
Fernández, RM ;
Noval, JA ;
Moliní, JL ;
Borrego, S .
MOLECULAR HUMAN REPRODUCTION, 2004, 10 (03) :155-157
[2]   Weighted Gene Co-expression Network Analysis of Endometriosis and Identification of Functional Modules Associated With Its Main Hallmarks [J].
Bakhtiarizadeh, Mohammad Reza ;
Hosseinpour, Batool ;
Shahhoseini, Maryam ;
Korte, Arthur ;
Gifani, Peyman .
FRONTIERS IN GENETICS, 2018, 9
[3]   Molecular Network Analysis of Endometriosis Reveals a Role for c-Jun-Regulated Macrophage Activation [J].
Beste, Michael T. ;
Pfaeffle-Doyle, Nicole ;
Prentice, Emily A. ;
Morris, Stephanie N. ;
Lauffenburger, Douglas A. ;
Isaacson, Keith B. ;
Griffith, Linda G. .
SCIENCE TRANSLATIONAL MEDICINE, 2014, 6 (222) :222ra16
[4]   Gene expression analysis of endometrium reveals progesterone resistance and candidate susceptibility genes in women with endometriosis [J].
Burney, Richard O. ;
Talbi, Said ;
Hamilton, Amy E. ;
Vo, Kim Chi ;
Nyegaard, Mette ;
Nezhat, Camran R. ;
Lessey, Bruce A. ;
Giudice, Linda C. .
ENDOCRINOLOGY, 2007, 148 (08) :3814-3826
[5]   Bioinformatic analysis reveals the importance of epithelial-mesenchymal transition in the development of endometriosis [J].
Chen, Meihong ;
Zhou, Yilu ;
Xu, Hong ;
Hill, Charlotte ;
Ewing, Rob M. ;
He, Deming ;
Zhang, Xiaoling ;
Wang, Yihua .
SCIENTIFIC REPORTS, 2020, 10 (01)
[6]   Fine-mapping of 150 breast cancer risk regions identifies 191 likely target genes [J].
Fachal, Laura ;
Aschard, Hugues ;
Beesley, Jonathan ;
Barnes, Daniel R. ;
Allen, Jamie ;
Kar, Siddhartha ;
Pooley, Karen A. ;
Dennis, Joe ;
Michailidou, Kyriaki ;
Turman, Constance ;
Soucy, Penny ;
Lemacon, Audrey ;
Lush, Michael ;
Tyrer, Jonathan P. ;
Ghoussaini, Maya ;
Marjaneh, Mahdi Moradi ;
Jiang, Xia ;
Agata, Simona ;
Aittomaki, Kristiina ;
Rosario Alonso, M. ;
Andrulis, Irene L. ;
Anton-Culver, Hoda ;
Antonenkova, Natalia N. ;
Arason, Adalgeir ;
Arndt, Volker ;
Aronson, Kristan J. ;
Arun, Banu K. ;
Auber, Bernd ;
Auer, Paul L. ;
Azzollini, Jacopo ;
Balmana, Judith ;
Barkardottir, Rosa B. ;
Barrowdale, Daniel ;
Beeghly-Fadiel, Alicia ;
Benitez, Javier ;
Bermisheva, Marina ;
Bialkowska, Katarzyna ;
Blanco, Amie M. ;
Blomqvist, Carl ;
Blot, William ;
Bogdanova, Natalia, V ;
Bojesen, Stig E. ;
Bolla, Manjeet K. ;
Bonanni, Bernardo ;
Borg, Ake ;
Bosse, Kristin ;
Brauch, Hiltrud ;
Brenner, Hermann ;
Briceno, Ignacio ;
Brock, Ian W. .
NATURE GENETICS, 2020, 52 (01) :56-73
[7]   Clinical Management of Endometriosis [J].
Falcone, Tommaso ;
Flyckt, Rebecca .
OBSTETRICS AND GYNECOLOGY, 2018, 131 (03) :557-571
[8]   Update on Biomarkers for the Detection of Endometriosis [J].
Fassbender, Amelie ;
Burney, Richard O. ;
Dorien, F. O. ;
D'Hooghe, Thomas ;
Giudice, Linda .
BIOMED RESEARCH INTERNATIONAL, 2015, 2015
[9]   Human endometriosis is associated with plasma cells and overexpression of B lymphocyte stimulator [J].
Hever, Aniko ;
Roth, Richard B. ;
Hevezi, Peter ;
Marin, Maria E. ;
Acosta, Jose A. ;
Acosta, Hector ;
Rojas, Jose ;
Herrerat, Rosa ;
Grigoriadis, Dirnitri ;
White, Evan ;
Conlon, Paul J. ;
Maki, Richard A. ;
Ziotnik, Albert .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2007, 104 (30) :12451-12456
[10]   Endometriosis [J].
Hickey, Martha ;
Ballard, Karen ;
Farquhar, Cindy .
BMJ-BRITISH MEDICAL JOURNAL, 2014, 348