SPP1 and metabolic dysfunction-associated steatohepatitis: For the NAFL-NASH group, 8 genes (MT1G, MT1F, MT1H, MT1M, FABP4, SPP1, MMP7, and CCL2) were identified as optimal features with non-zero regression coefficients (Figure 5K).