This study possesses multiple strengths: (i) By utilizing various bioinformatics analytical tools and machine learning methodologies, we have provided a novel and in-depth examination of the biological basis of sepsis and ALF, identifying two hub genes, GABARAP and ITCH, which may serve as potential diagnostic markers related to pyroptosis in these diseases. Here, ITCH is linked to Sepsis.