Consistent with the previously reported role of inflammation in this relationship, age was positively correlated with 5 of the 14 immune measures that VSURF selected as important predictors of the metabolic disease score, including LBP, CRP, IL-6, ICAM-1, and SAA. Here, ICAM1 is linked to metabolic disease.