Higher the gradient more important the feature is, therefore, Hepatocyte growth factor pathway, hypoxia inducible factor, hypoxic response pathway along with TCEB1 gene, PCK2 gene and CDKN2A gene known for their existing associations with kidney cancer emerged important during our analysis showing our model’s effectiveness. Here, ELOC is linked to kidney cancer.