In this study, six variables (age, sex, BMI, smoking, eosinophils, and LDL) were used to create an accurate prediction model for TFE3-RCC, which provided a calculator for early diagnosis by clinicians. The gene discussed is TFE3; the disease is renal cell carcinoma.