Our results recapitulated well-known CKD pathways such as Regulation of nuclear SMAD2/3 signaling and Signaling events mediated by focal adhesion kinase and highlighted critical genes such as ACTN4 in the context of transcriptome correlation network. Here, ACTN4 is linked to chronic kidney disease.