The prediction model incorporating these genes shows high diagnostic accuracy, with NDRG1 emerging as a potential therapeutic target due to its significant expression and correlation with immune cells and pathways involved in ARDS progression. Here, NDRG1 is linked to acute respiratory distress syndrome.