Therefore, we propose the presence of a cumulative risk effect, whereby our participants' progression to T2D may primarily stem from decreased insulin secretion as the GRS increases, compounded by the exacerbating factor of higher VFA contributing to increased insulin resistance. Here, INS is linked to Insulin resistance.