GABARAP and Sepsis: 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.