SMPD1 and neoplasm: Concurrently, the model’s emphasis on ceramide species (e.g., Cer d42:2 B) suggests a compensatory or stress-induced activation of ceramide-generation pathways—such as through acid sphingomyelinase—which can drive hepatocyte apoptosis, promote inflammation, and create a tumor-permissive microenvironment.