Rapidly progressive glomerulonephritis refers to a group of severe autoimmune kidney diseases. Using high-resolution spatial transcriptomics, we identified a common pathway of disease progression and uncovered sequential PDGF and TGFβ activation of parietal epithelial cells as critical drivers of glomerulonephritis. Our study provides valuable insights that could result in disease stage-specific treatment options.