Using TNF expression as a proxy for ligand availability and TNFRSF1A/1B abundance as receiver capacity, we observed directional communication trends in both control and DKD groups, with Ascending_Thin_LOH emerging as a major putative sender. The gene discussed is TNF; the disease is diabetic kidney disease.