Factors associated with a lower probability of insulin initiation included higher household income (SHR 0.94 per 28% increase, 95% CI = 0.89 to 0.98), overweight or obesity versus having a healthy BMI, older age, higher eGFR, higher HDL, and later calendar year. The gene discussed is INS; the disease is Obesity.