European Union NextGenerationEU through the Italian Ministry of University and Research under PNRR-M4C2-l1.3 Project PE-00000019 “HEAL ITALIA”, CUP E93C22001860006, Spoke 1. Avviso MUR DD. 341/2022. The research grant focuses on non-invasive markers for the identification of progressive forms of metabolic dysfunction-associated steatohepatitis (MASH with fibrosis), by integrating clinical and biochemical data, imaging modalities, and lipidomics/metabolomics.