BACE2 and hyperphosphatemia: By applying BACE2 inhibitors in the anastomosis area, we rectified the defective lymphatic network and alleviated the local inflammation in mouse AVFs with 5/6 nephrectomy, implicating a therapeutic immunoregulation strategy for AVFs with hyperphosphatemia.