Our analysis identified distinct podocyte injury mechanisms across diseases: HSPG2-mediated signaling from mesangial cells in IgAN, upregulation of extracellular matrix-related genes in IMN, and increased SPP1 signaling within glomeruli in AKI. The gene discussed is HSPG2; the disease is acute kidney injury.