Breast cancer is one of the most common malignancies among women, with 2.3 million new cases and 670,000 deaths reported in 2022. It is predicted that by 2050, the number of diagnosed cases and mortalities will increase by 38% and 68%, respectively (
1). The disease is heterogeneous, and both genetic and environmental factors are involved in the development of breast cancer (
2). The pathophysiology of the disease involves the overexpression of signals that promote cell division and the suppression of tumor suppressor expression (
3). Unfortunately, most patients are diagnosed at advanced stages, which is associated with reduced survival (
4). Breast tumors with similar histopathological features can have different clinical manifestations, invasiveness, and treatment responses. Furthermore, breast cancer is a heterogeneous disease with diverse origins, biology, and clinical behavior. Molecular classification helps capture this diversity beyond traditional histology, enabling better prognostication, treatment selection, and understanding of disease biology (
5). Therefore, immunohistochemical groupings for breast cancer are considered, which are divided into four categories. Categories A and B are luminal-like tumors, which are both positive for the ER biomarker, but the Her2/neu biomarker is negative in A and positive in B. The third category includes basal-like or triple-negative tumors, which are negative for all three markers: ER, PR, and Her2. The fourth category is the Her2/neu enriched group of tumors, in which only the Her2 marker is positive (
6,
7). It is worth mentioning that HER2-positive tumors have an amplification/overexpression of the HER2 receptor, driving growth through heightened signaling in the EGFR/ERBB pathway. This makes tumors more proliferative and aggressive in some contexts (
8). Furthermore, some patients with ductal carcinoma in situ (DCIS) present with invasive ductal carcinoma (IDC) (
9), which is associated with a high mortality rate (
10). However, some women with DCIS may not present with IDC (
11). Therefore, finding novel biomarkers of progression from DCIS to IDC could be of great importance in the risk stratification and personalized treatment of patients, as they can help in prognostication and outcome prediction. Gene mutations, particularly in the BRCA 1 and 2 genes, are involved in approximately 10% of breast cancer cases, and most cases are sporadic (
12), in which the interaction of genetic factors with environmental risk factors plays a central role in the development of malignancy (
13). Breast cancer pathophysiology results from aberrations in multiple signaling networks that control cell proliferation, survival, differentiation, and metastasis, including estrogen receptor (ER), HER2 (ERBB2), PI3K/AKT/mTOR, MAPK/ERK, JAK/STAT, and Wnt/β-Catenin signaling pathways (
14,
15). Moreover, in breast tumors, SOX-10 can mark cells with stem-like or basal-like characteristics, which are associated with higher plasticity and aggressive behavior. This transcription factor is involved in the differentiation and survival of glial cells and melanocytes (
16). The SOX-10 antibody is used by immunohistochemistry to accurately diagnose melanomas and neural sheath tumors, both of which originate from the neural crest (
16). Evidence of expression of this marker in myoepithelial cells, salivary glands, and bronchial glands has also been obtained (
17). It has been found that this marker is also positive in myoepithelial and luminal cells of the breast (
18). This has made SOX-10 a new marker in the diagnosis of primary breast cancers, especially the triple-negative type. Studies that have been conducted on this marker so far have only examined its expression in different types of breast cancers (
19), especially the triple-negative type (
20). There have been reports of the effect of various factors such as age, grade of malignancy, lymph node involvement, and tumor size on immunohistochemical staining (
21), which can greatly alter the expression of a marker in different tumors. Ki-67 is also considered a biomarker for cellular proliferation, and its high level of expression is positively correlated with higher tumor grade and more aggressive behavior (
22). The expression levels of this marker are measured in a wide range of malignancies, where it is used as an indicator of cellular proliferation (
23). However, the relationship between SOX-10 and Ki-67 expression in breast cancer categories has not been investigated.