Notably, First-order Features, such as Mean Absolute Deviation, Minimum, and Uniformity, exhibited strong correlations with ER, PgR, Ki67, and HER2, indicating their potential as reliable indicators of tumor characteristics and behavior in breast cancer. The gene discussed is MKI67; the disease is breast carcinoma.