Moreover, the serum trehalose concentration in T1D patients was very low compared with that in healthy volunteers (Fig. 4e), and a highly positive correlation was found between the abundance of trehalose, CD8+ Treg cells, and Ruminococcus (Fig. 4f). Here, CD8A is linked to type 1 diabetes mellitus.