The results revealed that 6 key gene signatures (RRM2, EGF, TMEM252, RARRES1, COL6A3, CUBN) were recognized to have great influences on COVID-19 and AKI (Fig. 4A, B). This evidence concerns the gene COL6A3 and acute kidney injury.