To address these knowledge gaps, we used an integrated approach that combined single-cell and spatial transcriptomics, cell–cell communication analysis, pseudotime trajectory inference, and causal genetics to map immune reprogramming patterns and identify areas of high TNFRSF1A expression in DKD. The gene discussed is TNFRSF1A; the disease is diabetic kidney disease.