VHL and kidney cancer: For KIRC, we assessed whether metastasis, nodal status, stage and presence of Von Hippel-Lindau (VHL) mutation —a common mutation in kidney cancer— were significantly different across the three distinct tumour clusters (Fig. 6e) using multivariate analysis of variance.