Moreover, platelet factor 4 (PF4/CXCL4) was also found to be associated with ultimate AVF failure via a RNA-seq study, while PF4 administration could stimulate expressions of α-SMA and collagen 1 via TGF-β pathways, eventually resulting in venous fibrosis [106]. Here, PF4 is linked to fibrosis.