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

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 (<i>TNFRSF1A</i>) in DKD development. Findings were further validated in zebrafish embryos depleted of <i>pdx1</i>, an established model of DKD. Spatial transcriptomic analysis showed that <i>TNFRSF1A</i> 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 <i>TNFRSF1A</i> (OR = 1.78, 95% CI: 1.17-2.71, <i>p</i> = 0.007) as a gene with genetic evidence supporting a causal association. Consistent with the human data, experiments in zebrafish showed that <i>TNFRSF1A</i> expression increases significantly following <i>pdx1</i> knockdown (<i>p</i> = 0.0025). Together, these findings support a role for <i>TNFRSF1A</i> in immune microenvironment reprogramming in DKD, while not excluding the involvement of additional regulatory pathways.

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Journal
International Journal of Molecular Sciences
Published
2025-12-26
DOI
https://doi.org/10.3390/ijms27010279
Primary Topic
Single-cell and spatial transcriptomics
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article
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article

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

Henriette Franz, Toma A. Yakulov, Dongfang Zhao, Annette Schmitt et al.
International Journal of Molecular Sciences
Single-cell and spatial transcriptomics
article

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

Henriette Franz, Toma A. Yakulov, Dongfang Zhao, Annette Schmitt, Gerd Walz, Wanqiu Xie
article en

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 (<i>TNFRSF1A</i>) in DKD development. Findings were further validated in zebrafish embryos depleted of <i>pdx1</i>, an established model of DKD. Spatial transcriptomic analysis showed that <i>TNFRSF1A</i> 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 <i>TNFRSF1A</i> (OR = 1.78, 95% CI: 1.17-2.71, <i>p</i> = 0.007) as a gene with genetic evidence supporting a causal association. Consistent with the human data, experiments in zebrafish showed that <i>TNFRSF1A</i> expression increases significantly following <i>pdx1</i> knockdown (<i>p</i> = 0.0025). Together, these findings support a role for <i>TNFRSF1A</i> in immune microenvironment reprogramming in DKD, while not excluding the involvement of additional regulatory pathways.

International Journal of Molecular SciencesVol. 27(1)
University of Freiburg (DE), University of Basel (CH), University Medical Center Freiburg (DE)
Good health and well-being
Openalex Percentile: Top 35%
Single-cell and spatial transcriptomics
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Multi-Omics Integration Identifies TNFRSF1A as a Causal Mediator of Immune Microenvironment Reprogramming in Diabetic Kidney Disease — Henriette Franz, Toma A. Yakulov, et al. · International Journal of Molecular Sciences (2025) | TGRS Research Map | TGRS