In the HER2-negative breast cancer cohort treated with Bevacizumab, MMP2, COL5A2, COL6A1, DLK1, and MDK were identified as predictive of treatment response, aligning with their documented roles in angiogenesis and stromal interactions. The gene discussed is MMP2; the disease is breast cancer.