CCN2 and fatty liver disease: The top 3 genes among adipogenesis-related genes were Id3, Ccn2 and ATF3. To verify the RNA-seq results, we performed RT–qPCR and found that Id3, Ccn2 and ATF3 were markedly increased during adipogenic differentiation and hepatic steatosis (Fig. 5E-F).