These models revealed that among the four sICM that exhibited significant differences, only the high levels of sPD-1 were associated with the increased risk of developing type 1 diabetes over time in AAb+ children (HR 1.71; 95% C.I. 1.16, 2.51) (Fig. 4). Here, HOXD13 is linked to type 1 diabetes mellitus.