Specifically, most immune cells positively correlated with the expression of CASP3, IFNAR2, and LGALS9. A growing body of research suggests that immunological and inflammatory mechanisms are involved in the initiation and development of DN. This evidence concerns the gene CASP3 and liver dysplastic nodule.