In the cited study, BMI showed the strongest association with the exanimated indicators — insulin, insulin resistance (HOMA-IR), pancreatic β-cell function (HOMA-β%), and the quantitative insulin sensitivity check index (QUICKI). The gene discussed is INS; the disease is Insulin resistance.