Male sex, non-gallstone aetiology, and higher level of care were also significant risk factors for medication-treated diabetes and insulin-treated diabetes, with increasing age negatively associated with the development of insulin-dependent diabetes during follow-up (Tables 4 and S1). Here, INS is linked to type 1 diabetes mellitus.