Decoding the Intercellular Cross-Talking Between Immune Cells and Renal Innate Cells in Diabetic Kidney Disease by Bioinformatics

被引:9
作者
Zhou, Meng [1 ]
Lu, Fang [1 ]
Jiang, Ling [1 ]
Chen, Chen [1 ]
Chen, Si [1 ]
Geng, Luhan [1 ]
Sun, Rui [1 ]
Li, Qing [1 ]
Duan, Suyan [1 ]
Zhang, Bo [1 ]
Mao, Huijuan [1 ]
Yuan, Yanggang [1 ,2 ]
Xing, Changying [1 ,2 ]
机构
[1] Nanjing Med Univ, Affiliated Hosp 1, Dept Nephrol, Nanjing, Peoples R China
[2] Nanjing Med Univ, Affiliated Hosp 1, Jiangsu Prov Hosp, Dept Nephrol, 300 Guangzhou Rd, Nanjing 210029, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
diabetic kidney disease; immune cells; renal innate cells; bioinformatics; INFLAMMATION; GENE;
D O I
10.2147/JIR.S409017
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Aim: Diabetic kidney disease (DKD) continues to be devastating complication of diabetes mellitus. Immune response and inflammatory reaction play essential roles in the progression of DKD. But the specific mechanism of immune cells, and their act on renal innate cells remains unclear. This article focused on immune cells and their communication with renal innate cells to provide bioinformatic evidence for further understanding the immune mechanism in DKD. Methods: Data were analyzed to evaluate the differentially expressed genes (DEGs) and their pathways in DKD patients and mice. Gene set enrichment analysis (GSEA) was used to explore the immune inflammation-related pathways. CIBERSORT was applied to evaluate the distribution of inflammatory cells in different states. Cell-type DEGs and their enrichment pathways were further explored in podocytes, proximal tubule cells and injured tubule cells. Cellchat was used to reveal the cellular communication between immune cells and renal innate cells in DKD. Results: GO and KEGG analysis showed that DEGs were mainly enriched in immune inflammation-related pathways. Monocytes, M2 macrophages and T cells were significantly increased in DKD samples, especially in renal tubule. ScRNA datasets showed that the immune cells number in DKD were significantly increased. Cell-type DEGs were involved in kidney growth and development. In DKD, the interaction numbers and strength between immune cells and innate cells were significantly increased. VISTANT, SPP1 and IGF signal flow were increased in DKD. SPP1-CD44, NRG1-ERBB4, NAMPT-INSR, and Igf1-Igf1r receptor ligand pairs were enhanced in DKD, which mediated the communication between immune-inflammatory cells and innate cells. Conclusion: Our study explored the pathogenesis of renal injury promoted by immunoinflammatory in DKD. VISTANT, SPP1, and IGF signaling pathways and SPP1-CD44, NRG1-ERBB4, NAMPT-INSR, and Igf1- Igf1r receptor ligand pairs might occupy essential place in the occurrence and progress of DKD.
引用
收藏
页码:3049 / 3062
页数:14
相关论文
共 33 条
  • [1] Diabetic Kidney Disease Challenges, Progress, and Possibilities
    Alicic, Radica Z.
    Rooney, Michele T.
    Tuttle, Katherine R.
    [J]. CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 12 (12): : 2032 - 2045
  • [2] Gene Ontology: tool for the unification of biology
    Ashburner, M
    Ball, CA
    Blake, JA
    Botstein, D
    Butler, H
    Cherry, JM
    Davis, AP
    Dolinski, K
    Dwight, SS
    Eppig, JT
    Harris, MA
    Hill, DP
    Issel-Tarver, L
    Kasarskis, A
    Lewis, S
    Matese, JC
    Richardson, JE
    Ringwald, M
    Rubin, GM
    Sherlock, G
    [J]. NATURE GENETICS, 2000, 25 (01) : 25 - 29
  • [3] Calcium oxalate crystal adherence to hyaluronan-, osteopontin-, and CD44-expressing injured/regenerating tubular epithelial cells in rat kidneys
    Asselman, M
    Verhulst, A
    De Broe, ME
    Verkoelen, CF
    [J]. JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2003, 14 (12): : 3155 - 3166
  • [4] The kidney regulates regeneration, but don't upset the balance
    Brandt, Sabine
    Mertens, P. R.
    [J]. INTERNATIONAL UROLOGY AND NEPHROLOGY, 2016, 48 (08) : 1371 - 1376
  • [5] Integrating single-cell transcriptomic data across different conditions, technologies, and species
    Butler, Andrew
    Hoffman, Paul
    Smibert, Peter
    Papalexi, Efthymia
    Satija, Rahul
    [J]. NATURE BIOTECHNOLOGY, 2018, 36 (05) : 411 - +
  • [6] β-catenin-controlled tubular cell-derived exosomes play a key role in fibroblast activation via the OPN-CD44 axis
    Chen, Shuangqin
    Zhang, Meijia
    Li, Jiemei
    Huang, Jiewu
    Zhou, Shan
    Hou, Xiaotao
    Ye, Huiyun
    Liu, Xi
    Xiang, Shaowei
    Shen, Weiwei
    Miao, Jinhua
    Hou, Fan Fan
    Liu, Youhua
    Zhou, Lili
    [J]. JOURNAL OF EXTRACELLULAR VESICLES, 2022, 11 (03)
  • [7] Burden, Access, and Disparities in Kidney Disease
    Crews, Deidra C.
    Bello, Aminu K.
    Saadi, Gamal
    Li, Philip Kam Tao
    Garcia-Garcia, Guillermo
    Andreoli, Sharon
    Crews, Deidra
    Kalantar-Zadeh, Kamyar
    Kernahan, Charles
    Kumaraswami, Latha
    Saadi, Gamal
    Strani, Luisa
    [J]. BLOOD PURIFICATION, 2019, 48 (01) : 32 - 39
  • [8] IGF-1/IGF-1R blockade ameliorates diabetic kidney disease through normalizing Snail 1 expression in a mouse model
    Dong, Rong
    Yu, Jiali
    Yu, Funxun
    Yang, Song
    Qian, Qi
    Zha, Yan
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-ENDOCRINOLOGY AND METABOLISM, 2019, 317 (04): : E686 - E698
  • [9] Diagnosis and Management of Type 2 Diabetic Kidney Disease
    Doshi, Simit M.
    Friedman, Allon N.
    [J]. CLINICAL JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2017, 12 (08): : 1366 - 1373
  • [10] The single-cell landscape of kidney immune cells reveals transcriptional heterogeneity in early diabetic kidney disease
    Fu, Jia
    Sun, Zeguo
    Wang, Xuan
    Zhang, Tuo
    Yuan, Weijie
    Salem, Fadi
    Yu, Samuel Mon-Wei
    Zhang, Weijia
    Lee, Kyung
    He, John Cijiang
    [J]. KIDNEY INTERNATIONAL, 2022, 102 (06) : 1291 - 1304