In this study, we identify pyrroline-5-carboxylate synthase (P5CS), a pivotal enzyme in proline biosynthesis, as a critical regulator of hepatic proline production and a key driver of MASLD progression. The gene discussed is ALDH18A1; the disease is metabolic dysfunction-associated steatotic liver disease.