However, in DKD, communication strength and the proportion of participating cells were altered across multiple tubular, endothelial, stromal, and immune populations (Figure 6A,B), indicating a potential contribution of the TNF–TNFRSF1A axis to DKD despite statistical limitations. Here, TNF is linked to diabetic kidney disease.