Thus, the absence of statistical significance in Ki67 in our study could be a manifestation of these underlying complexities, underscoring the need for a nuanced approach to interpreting Ki67 levels within the context of breast cancer heterogeneity. This evidence concerns the gene MKI67 and breast cancer.