Their analyses unveiled a J-shaped non-linear association for ACM and an L-shaped non-linear association for CVD mortality, emphasizing the criticality of maintaining ALI within an optimal range to ameliorate outcomes in type 2 diabetes mellitus patients through interventions like weight management and maintaining normal albumin levels. The gene discussed is ALB; the disease is diabetes mellitus.