PUBLICATION

Multi-Omics Integration Identifies TNFRSF1A as a Causal Mediator of Immune Microenvironment Reprogramming in Diabetic Kidney Disease

Authors
Xie, W., Zhao, D., Franz, H., Schmitt, A., Walz, G., Yakulov, T.A.
ID
ZDB-PUB-260110-25
Date
2025
Source
International Journal of Molecular Sciences   27: (Journal)
Registered Authors
Keywords
Mendelian randomization, NF-κB signaling, TNFRSF1A, diabetic kidney disease, immune microenvironment, inflammation, single-cell transcriptomics, zebrafish model
MeSH Terms
  • Animals
  • Cell Communication
  • Diabetic Nephropathies*/genetics
  • Diabetic Nephropathies*/immunology
  • Diabetic Nephropathies*/metabolism
  • Diabetic Nephropathies*/pathology
  • Gene Expression Profiling
  • Humans
  • Multiomics
  • Receptors, Tumor Necrosis Factor, Type I*/genetics
  • Receptors, Tumor Necrosis Factor, Type I*/metabolism
  • Signal Transduction
  • Single-Cell Analysis
  • Transcriptome
  • Zebrafish/genetics
  • Zebrafish Proteins/genetics
  • Zebrafish Proteins/metabolism
PubMed
41516155 Full text @ Int. J. Mol. Sci.
Abstract
Diabetic kidney disease (DKD) is a leading cause of end-stage renal disease worldwide. However, the inflammatory mediators that causally drive disease progression remain incompletely defined. In this study, we used a multi-omics approach that combined single-cell RNA sequencing, spatial transcriptomics, pseudotime trajectory analysis, cell-to-cell communication analysis, and Mendelian randomization (MR) to investigate the role of tumor necrosis factor receptor superfamily member 1A (TNFRSF1A) in DKD development. Findings were further validated in zebrafish embryos depleted of pdx1, an established model of DKD. Spatial transcriptomic analysis showed that TNFRSF1A is enriched in cortical kidney regions. Pseudotime analysis revealed progressive immune reprogramming, with an early predominance of T and NK cells and gradual shift to myeloid infiltration and B-cell expansion. Cell-to-cell communication analysis highlighted IL-1β and related signaling pathways that increase NF-κB activity. Mendelian Randomization analysis, complemented by PPI network mapping, identified TNFRSF1A (OR = 1.78, 95% CI: 1.17-2.71, p = 0.007) as a gene with genetic evidence supporting a causal association. Consistent with the human data, experiments in zebrafish showed that TNFRSF1A expression increases significantly following pdx1 knockdown (p = 0.0025). Together, these findings support a role for TNFRSF1A in immune microenvironment reprogramming in DKD, while not excluding the involvement of additional regulatory pathways.
Genes / Markers
Figures
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Expression
Phenotype
Mutations / Transgenics
Human Disease / Model
Sequence Targeting Reagents
Fish
Antibodies
Orthology
Engineered Foreign Genes
Mapping