CD8+ T cells decline progressively from young individuals to elderly subjects to DKD patients, and CAMK1D exhibited the strongest causal relationship with DKD, potentially serving as a shared molecular risk factor linking aging and diabetic renal injury.
Key Findings
Results
CD8+ T cells were the predominant T cell subtype but their proportion gradually declined from young individuals to elderly subjects and DKD patients.
Single-cell RNA sequencing (scRNA-seq) analysis was used to characterize immune cell dynamics between young, elderly, and DKD patients.
The CD8+ T cell cluster was identified as the predominant T cell subtype across all groups.
A progressive reduction in CD8+ T cell proportion was observed across the aging-to-DKD continuum.
The analysis characterized immune cell dynamics across three distinct groups: young individuals, elderly subjects, and DKD patients.
Results
Mendelian randomization analysis identified CAMK1D as having the strongest causal relationship with DKD among differentially expressed genes in CD8+ T cells.
MR analysis was conducted on differentially expressed genes (DEGs) in CD8+ T cells to explore causal relationships with DKD.
CAMK1D (calcium/calmodulin dependent protein kinase 1D) showed the strongest causal relationship with DKD among all DEGs analyzed.
The MR approach was used to infer causality rather than mere association between CD8+ T cell gene expression and DKD.
Results
CAMK1D was upregulated in DKD kidney tissues and its expression was localized to CD8+ T cells.
CAMK1D upregulation in DKD kidney tissues was identified through analysis of kidney tissue data.
Immunofluorescence staining confirmed that CAMK1D expression was localized to CD8+ T cells in kidney tissue.
The co-localization of CAMK1D with CD8+ T cells was validated as a confirmatory step following the computational findings.
Results
CAMK1D+ CD8+ T cells engaged in pro-inflammatory and pro-fibrotic signaling with various renal cell types.
Functional analysis of CAMK1D+ CD8+ T cells revealed engagement in pro-inflammatory signaling pathways.
CAMK1D+ CD8+ T cells also showed pro-fibrotic signaling interactions with various renal cell types.
CAMK1D+ CD8+ T cells showed enrichment in metabolic pathways related to DKD.
These findings suggest CAMK1D+ CD8+ T cells actively shape the renal immune microenvironment in DKD.
Conclusions
CD8+ T cells play an important role in shaping the renal immune microenvironment in both DKD and aging.
The study characterized immune cell dynamics using scRNA-seq across young, elderly, and DKD patient groups.
The results highlighted that CD8+ T cell alterations are relevant to both aging-related and DKD-related renal changes.
CAMK1D was proposed as a shared molecular risk factor linking aging and diabetic renal injury.
Immune dysregulation, particularly involving CD8+ T cells, was identified as playing a pivotal role in DKD progression.
Zhu P, Tang R, Zhou Y, He Y, Zhao J, Liu Z, et al.. (2026). Aging-related CD8+ T cell alterations and calcium/calmodulin dependent protein kinase 1D activation in the pathogenesis of diabetic kidney disease.. PeerJ. https://doi.org/10.7717/peerj.20762