Utilizing violin plots, we observed that the alteration trends in the expression of hub genes within the validation dataset mirrored those in GSM172114, confirming the heightened expression of SAT1, MTF1, and TXN in the COVID-19-induced ARDS group. Here, SAT1 is linked to acute respiratory distress syndrome.