Identification of novel biomarkers in Hunner's interstitial cystitis using the CIBERSORT, an algorithm based on machine learning

被引:18
作者
Lu, Kaining [1 ,2 ]
Wei, Shan [3 ,4 ]
Wang, Zhengyi [1 ,2 ]
Wu, Kerong [1 ,2 ]
Jiang, Junhui [1 ,2 ]
Yan, Zejun [1 ,2 ]
Cheng, Yue [1 ,2 ]
机构
[1] Ningbo First Hosp, Dept Urol, 59 Liuting St, Ningbo 315010, Zhejiang, Peoples R China
[2] Zhejiang Univ, Ningbo Hosp 1, Ningbo Hosp, Dept Urol & Nephrol, 59 Liuting St, Ningbo 315010, Zhejiang, Peoples R China
[3] Ningbo Univ, Yinzhou Peoples Hosp, Peoples Hosp, Dept Resp & Crit Care Med, Ningbo, Peoples R China
[4] Ningbo Univ, Yinzhou Peoples Hosp, Peoples Hosp, Dept Cent Lab, Ningbo, Peoples R China
关键词
Bioinformatic; Immune system diseases; Mast cells; Interstitial cystitis; Hunner-type interstitial cystitis; CELLS; ACTIVATION; EXPRESSION; LESION; TISSUE; GENES;
D O I
10.1186/s12894-021-00875-8
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Background Hunner's interstitial cystitis (HIC) is a complex disorder characterized by pelvic pain, disrupted urine storage, and Hunner lesions seen on cystoscopy. There are few effective diagnostic biomarkers. In the present study, we used the novel machine learning tool CIBERSORT to measure immune cell subset infiltration and potential novel diagnostic biomarkers for HIC. Methods The GSE11783 and GSE57560 datasets were downloaded from the Gene Expression Omnibus for analysis. Ten HIC and six healthy samples from GSE11783 were analyzed using the CIBERSORT algorithm. Gene Set Enrichment Analysis (GSEA) was performed to identify biological processes that occur during HIC pathogenesis. Finally, expression levels of 11 T cell follicular helper cell (Tfh) markers were compared between three healthy individuals and four patients from GSE57560. Results Six types of immune cells in HIC from GSE11783 showed significant differences, including resting mast cells, CD4(+) memory-activated T cells (CD3(+) CD4(+) HLA-DR+ cells), M0 and M2 macrophages, Tfh cells, and activated natural killer cells. Except for plasma cells, there were no significant differences between Hunner's lesion and non-Hunner's lesion areas in HIC. The GSEA revealed significantly altered biological processes, including antigen-antibody reactions, autoimmune diseases, and infections of viruses, bacteria, and parasites. There were 11 Tfh cell markers with elevated expression in patients from GSE57560. Conclusion This was the first demonstration of Tfh cells and CD3(+) CD4(+) HLA-DR+ cells with elevated expression in HIC. These cells might serve as novel diagnostic biomarkers.
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页数:12
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