Notably, the glycerophospholipid dysregulation aligns with recent mechanistic studies where lipid metabolism perturbations (specifically CD36-mediated pathways) directly drive hepatic steatosis pathogenesis, as demonstrated in CRISPR-Cas9-based NAFLD interventions targeting Rubicon [40]. Here, CD36 is linked to metabolic dysfunction-associated steatotic liver disease.