In addition to the above in vivo animal experiments that showed SND1 loss of function in the liver is incapable of changing the phenotypes in either insulin resistance or acute liver failure of mice, we sought external validation on various species of samples by utilizing the accessible datasets in terms of HFD-induced insulin resistance or ALF from GEO or Array Express database. Here, SND1 is linked to Insulin resistance.