Obesity and other behavioral factors may also affect tumor microenvironment [31, 32], and G6PD and PLPP2 were also overexpressed in normal tissues form patients with advanced stage ccRCC in the TCGA dataset. This evidence concerns the gene PLPP2 and obesity disorder.