Machine learning pinpointed MPHOSPH6, ENO1, MKI67, and FABP5 as lactylation-related biomarkers for psoriasis, with ROC curves confirming their strong diagnostic capabilities. The gene discussed is MPHOSPH6; the disease is psoriasis.