We were also able to make novel specific predictions, e.g. that Allobaculum may increase in abundance in direct association with weight gain during aging, but still be largely protective against NAFLD, particularly in the absence of STAT. Here, SOAT1 is linked to metabolic dysfunction-associated steatotic liver disease.