The main impacts of the variables were preserved in the final model: age of the breast cancer patient, level of education attained by the patient, location, marital status, pre-existing conditions, estrogen receptor status of the axillary nodes, stage of cancer, baseline treatment, histologic grade, number of involved positive lymph nodes, and hormone type are all factors to consider. The gene discussed is ESR1; the disease is breast carcinoma.