Among the identified EV-chemokines, proplatelet basic protein (PPBP, also known as chemokine CXCL7) (Figs. 5b, 6a) has been validated as a T1D biomarker, with reports of its elevated levels in the plasma prior to and at the onset of the disease32,33. Here, PPBP is linked to type 1 diabetes mellitus.