Single-Cell RNA-Sequencing Analysis of Colonic Lamina Propria Immune Cells Reveals the Key Immune Cell-Related Genes of Ulcerative Colitis

被引:1
|
作者
Hua, Run [1 ]
Qiao, Gangjie [2 ]
Chen, Guoshan [1 ]
Sun, Zhaonan [3 ]
Jia, Haowen [3 ]
Li, Peiyuan [1 ]
Zhang, Baotong [1 ]
Qi, Feng [1 ]
机构
[1] Tianjin Med Univ Gen Hosp, Dept Gen Surg, Tianjin, Peoples R China
[2] Shanxi Prov Peoples Hosp, Dept Colorectal Surg, Taiyuan, Shanxi, Peoples R China
[3] Tianjin Med Univ Gen Hosp, Gen Surg Dept, Airport Hosp, Tianjin, Peoples R China
基金
中国国家自然科学基金;
关键词
ulcerative colitis; ANXA5; diagnostic genes; single-cell analysis; macrophages; INFLAMMATORY-BOWEL-DISEASE; NUCLEAR RECEPTOR FXR; EPIDEMIOLOGY; PATHOGENESIS; EXPRESSION;
D O I
10.2147/JIR.S440076
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: Ulcerative colitis (UC) is a severe threat to humans worldwide. Single-cell RNA sequencing (scRNA-seq) can be used to screen gene expression patterns of each cell in the intestine, provide new insights into the potential mechanism of UC, and analyze the development of immune cell changes. These findings can provide new ideas for the diagnosis and treatment of intestinal diseases. In this study, bioinformatics analysis combined with experiments applied in dextran sulfate sodium (DSS)-induced colitis mice was used to explore new diagnostic genes for UC and their potential relationship with immune cells. Methods: We downloaded microarray datasets (GSE75214, GSE87473, GSE92415) from the Gene Expression Omnibus and used these datasets to screen differentially expressed genes (DEGs) and conduct Weighted Gene Co-expression Network Analysis (WGCNA) after quality control. The hub genes were screened, and ROC curves were drawn to verify the reliability of the results in both training set (GSE75214, GSE87473, GSE92415) and validation cohort (GSE87466). Also, we explored the relation of diagnostic genes and immune cells by CIBERSORT algorithm and single-cell analysis. Finally, the expression of hub genes and their relation with immune cells were verified in DSS-induced colitis mice. Results: Diagnostic genes (ANXA5, MMP7, NR1H4, CYP3A4, ABCG2) were identified. In addition, we found these five genes firmly related to immune infiltration. The DSS-induced colitis mice confirm that the expression of ANXA5 mainly increased in the intestinal macrophages and had a strong negative correlation with M2 macrophages, which indicated its possible influence on the polarization of macrophages in UC patients. Conclusion: We identified ANXA5, MMP7, NR1H4, CYP3A4, and ABCG2 as diagnostic genes of UC that are closely related to immune infiltration and ANXA5 maintains a negative correlation with M2 macrophages which indicated its possible influence on the polarization of macrophage in UC patients.
引用
收藏
页码:5171 / 5188
页数:18
相关论文
共 50 条
  • [1] Single-cell RNA-sequencing combined with bulk RNA-sequencing analysis of peripheral blood reveals the characteristics and key immune cell genes of ulcerative colitis
    Dai, Yan-Cheng
    Qiao, Dan
    Fang, Chen-Ye
    Chen, Qiu-Qin
    Que, Ren-Ye
    Xiao, Tie-Gang
    Zheng, Lie
    Wang, Li-Juan
    Zhang, Ya-Li
    WORLD JOURNAL OF CLINICAL CASES, 2022, 10 (33) : 12116 - 12135
  • [2] Single-cell RNA-sequencing combined with bulk RNA-sequencing analysis of peripheral blood reveals the characteristics and key immune cell genes of ulcerative colitis
    Yan-Cheng Dai
    Dan Qiao
    Chen-Ye Fang
    Qiu-Qin Chen
    Ren-Ye Que
    Tie-Gang Xiao
    Lie Zheng
    Li-Juan Wang
    Ya-Li Zhang
    World Journal of Clinical Cases, 2022, 10 (33) : 12116 - 12135
  • [3] JingleBells: A Repository of Immune-Related Single-Cell RNA-Sequencing Datasets
    Ner-Gaon, Hadas
    Melchior, Ariel
    Golan, Nili
    Ben-Haim, Yael
    Shay, Tal
    JOURNAL OF IMMUNOLOGY, 2017, 198 (09): : 3375 - 3379
  • [4] Single-cell RNA-sequencing analysis of immune and mesenchymal cell crosstalk in the developing enthesis
    Leifer, Valia P.
    Fang, Fei
    Song, Lee
    Kim, Jieon
    Papanikolaou, John F.
    Smeeton, Joanna
    Thomopoulos, Stavros
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [5] Single-cell RNA-sequencing reveals profound changes in circulating immune cells in patients with heart failure
    Abplanalp, Wesley T.
    John, David
    Cremer, Sebastian
    Assmus, Birgit
    Dorsheimer, Lena
    Hoffmann, Jedrzej
    Becker-Pergola, Graziella
    Rieger, Michael A.
    Zeiher, Andreas M.
    Vasa-Nicotera, Mariuca
    Dimmeler, Stefanie
    CARDIOVASCULAR RESEARCH, 2021, 117 (02) : 484 - 494
  • [6] Single-cell RNA-sequencing reveals distinct immune cell subsets and signaling pathways in IgA nephropathy
    Zeng, Honghui
    Wang, Le
    Li, Jiajia
    Luo, Siweier
    Han, Qianqian
    Su, Fang
    Wei, Jing
    Wei, Xiaona
    Wu, Jianping
    Li, Bin
    Huang, Jingang
    Tang, Patrick
    Cao, Chunwei
    Zhou, Yiming
    Yang, Qiongqiong
    CELL AND BIOSCIENCE, 2021, 11 (01):
  • [7] Single-cell RNA-sequencing reveals distinct immune cell subsets and signaling pathways in IgA nephropathy
    Honghui Zeng
    Le Wang
    Jiajia Li
    Siweier Luo
    Qianqian Han
    Fang Su
    Jing Wei
    Xiaona Wei
    Jianping Wu
    Bin Li
    Jingang Huang
    Patrick Tang
    Chunwei Cao
    Yiming Zhou
    Qiongqiong Yang
    Cell & Bioscience, 11
  • [8] Analysis of ferroptosis-related genes in cerebral ischemic stroke via immune infiltration and single-cell RNA-sequencing
    Fan, Wei
    Zheng, Jinhua
    Jiang, Fangchao
    BMC MEDICAL GENOMICS, 2025, 18 (01)
  • [9] Dissecting immune cell heterogeneity in human cancer by single-cell RNA-sequencing
    Yofe, Ido
    Li, Hanjie
    van der Leun, Anne
    Yaniv, Lubling
    Weiner, Assaf
    van Akkooi, Alexander
    Tanay, Amos
    Schumacher, Ton
    Amit, Ido
    CANCER IMMUNOLOGY RESEARCH, 2018, 6 (09)
  • [10] Integrated Single-Cell and RNA Sequencing Analysis Identifies Key Immune Cell and Dendritic Cells Associated Genes Participated in Myocarditis
    Gong, Qiang
    Huang, Jianfeng
    Wu, Qicai
    JOURNAL OF IMMUNOLOGY RESEARCH, 2022, 2022