Finally, we identified three genes PLAUR, FCER1G, and PLAU as final hub genes, which we believe represent key factors in the regulation of AP progression and rupture, and may serve as early diagnostic markers of AP instability and rupture. Here, PLAUR is linked to alkaline phosphatase measurement.