Nodes with a high degree of connectivity, known as hubs, were identified, including pivotal proteins such as 1XKK (EGFR Kinase), 3S7S (aromatase), and 7PG6 (PI3K alpha), which interact with multiple bioactive compounds, indicating their central roles in breast cancer pathways. This evidence concerns the gene CYP19A1 and breast carcinoma.