In this study, we evaluated an XGBoost model, initially developed with 14 pre-implantation predictors and subsequently refined to the nine most informative variables based on their relative importance: female age, AMH, BMI, FSH, LH, sperm concentration, sperm motility, male age, and infertility duration. The gene discussed is PLOD1; the disease is Infertility.