Our comprehensive gene set enrichment analysis, integrating protein and transcript level data, also highlighted several common biological pathways that were dysregulated across all insulin-resistant kidney cell types studied and were similarly regulated in kidney biopsies from individuals with DKD. The gene discussed is INS; the disease is diabetic kidney disease.