Moreover, the epithelial interactions were less active in the COVID + kidney failure group (Figure 6B), especially inflammation-related signals, such as HGF, ICAM, WNT, CD226, and NECTIN (Figure 6C), indicating a weakened immune response. Here, HGF is linked to kidney failure.