Additionally, by utilizing 4 mechanism learning algorithms and ROC analysis, CALML5 exhibited a high importance score in predicting CM compared to other candidate genes, with a high predictive accuracy and significant prognostic value for CM. The gene discussed is CALML5; the disease is cutaneous mastocytosis.