Multi-omics insights of immune cells in the risk and prognosis of idiopathic membranous nephropathy.

Journal: Communications biology
Published Date:

Abstract

Idiopathic membranous nephropathy (IMN) is the major cause of autoimmune-related nephrotic syndrome. The role immune cells play in the risk and prognosis of IMN remains elusive. We employ multi-omics data and a variety of approaches to evaluate the causal link between 731 immune-cell phenotypes and IMN. In light of the findings emanating from Mendelian randomization analyses, only the regulatory T cell (Treg) subtype (CD39 Tregs) survived from Bonferroni correction and is causally related to IMN. These cells are significantly enriched in the IMN microenvironment and are negatively correlated with treatment response and prognosis. We validate our findings through multiple immunofluorescence staining and explore the characteristics of CD39 Tregs using Single-cell transcriptome analysis and flow cytometry. Based on the signature genes of CD39 Tregs, we construct 107 composited machine-learning models to identify MN. We show the substantial contribution of CD39 Tregs in both the risk factor determination and prognosis of IMN.

Authors

  • Xiaoyi Song
    Guangdong Provincial Engineering Research Center of Molecular Imaging, the Fifth Affiliated Hospital, Sun Yat-Sen University, Zhuhai, 519000, Guangdong Province, China.
  • Wen Zhu
  • Yang Li
    Occupation of Chinese Center for Disease Control and Prevention, Beijing, China.
  • Zhanyu Li
    Department of Pathology, the Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, 519000, China.
  • Wanwei Cao
    Department of Pathology, the Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, 519000, China.
  • Jieyu Lu
    Department of Chemistry, New York University, New York, New York 10003, United States.
  • Wanping Pan
    Guangdong Provincial Engineering Research Center of Molecular Imaging, the Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, 519000, China.
  • Jingyue Wei
    Department of Obstetrics and Gynecology at the First Affiliated Hospital, Sun Yat-sen University.
  • Man Li
    Department of Psychogeriatrics, Kangci Hospital of Jiaxing, Tongxiang, Zhejiang, China.