Ligands and receptors belonging to cytokine, immune checkpoint and chemokine families were more broadly expressed by almost all immune cell populations at similar levels, and at higher levels than fibroblasts, cancer cells (RCC cluster), proximal tubules (PT_GPX3 and PT_MT1G) and epithelial cells (Epith). Here, GPX3 is linked to cancer.