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. This evidence concerns the gene ERBB2 and neoplasm.