We constructed a logistic regression diagnostic model with a nomogram illustrating the effect of key gene expression on the diagnosis of NAFLD, highlighting RBM15, WTAP, and IGF2BP2 as significant contributors (Fig 5F). The gene discussed is RBM15; the disease is metabolic dysfunction-associated steatotic liver disease.