Compared to non-gallstones participants, gallstone participants were more likely to be older, female, predominantly other Hispanic, smokers, non-drinkers, and to have diabetes, hypertension, higher BMI, higher albumin levels, higher neutrophil counts, and higher lymphocyte counts. The gene discussed is ALB; the disease is diabetes mellitus.