The association between the risk of breast cancer relapse and surgery has already been investigated, and various theories have been proposed to explain the underlying mechanisms of stimulation and acceleration of tumor formation after surgery (
6,
7). Some studies have deployed cancer cell lines and used a combination of conditioned medium supplemented with WF to investigate the effect of surgery secreted WF on tumor cells in the tumor bed. In this study, we mimicked a tumor microenvironment in-vitro in a 3D cell culture system. The device contained all cells typically present in the tumor, and collagen was applied as ECM. In this model, we also used only the secreted WF without any additional. It is widely accepted that the transition from a 2D to a 3D cell culture provides an in-vivo imitation of the biological processes commonly occurring inside the body, such as cell survival, differentiation, migration and protein expression (
18-
20). Microfluidics is a promising platform that provides an opportunity to answer various questions in cancer research accurately. We used a microfluidic device, which was suitable for the culture of human-derived-tumor spheroids (
15,
16,
21). Although previous in-vitro studies reported WF proliferative effects on cancer cells, we report an unexpected and reverse observation in our findings for one specimen (Sample No.18). Data analysis showed that in this case (S18), the percentage of dead cells was higher in WF-treated cells than in RPMI-treated cells, differently from what was observed in other samples. Wang et al. treated MCF7, and MDA-MB-231 cell lines with WFs collected from 72 patients with breast cancer or benign disease to investigate the WF impact on breast cancer cell lines. They assessed proliferation and motility in treated cells and quantitatively analyzed WFs composition. Their findings indicate that surgery-induced WF boosts cell proliferation and migration (
13). Ilenia and colleagues assessed the effectiveness of WF at inducing a stem cell-like phenotype. They treated six different breast cancer cell lines with 24h-WFs, obtained from breast cancer patients after surgery and found that WF promotes a stem-like phenotype upon activation of STAT3 (
14). In another study, Ramolu and colleagues assessed WF effects on MCF7 and HCC1937 cell lines and revealed that WF stimulates cancer cell proliferation (
3). Curigliano et al. have quantified the proliferative factors secreted during the wound healing process after surgery, including fibroblast growth factors, vascular endothelium growth factor, and transforming growth factor-beta (
22). Our findings obtained from the majority of the samples analyzed support these previous investigations.
We noted that one sample displayed the opposite results (
23). In oncology, precision medicine refers to an individualized treatment regimen based on each patient’s biological and pathological characteristics. Factors such as body mass index, breast density, family history, genetics and molecular subtype of the tumor are all involved in selecting the most appropriate treatment modality (
24). Based on our observations, the spheroids under RPMI or WF treatment grew from day zero to day six. We also witnessed no phenotypic difference between S18 and other specimens in this regard. Besides, we found that the density of ECM and cells varies in different samples. It has already been reported that the behavior of cells in a single tumor might differ. Inter-tumor and intra-tumor heterogeneity of breast cancer, which in turn depends on variations among different individuals and different parts of the tumor, alters the cancer equation and its treatment (
25). Cancer stem cells (CSCs) have self-renewal ability and differentiate into other cell types within a tumor (
26,
27). They interact with their niche and produce factors that promote tumor invasion and metastasis (
28,
29). The density of CSCs could be involved in the heterogenic migration of different clones in one single tumor. In addition to the heterogeneity of cancer cells within the tumor, other cell types recruited by cancer cells can also play a crucial role in tumor progression (
30). In most solid tumors, macrophages represent up to half of the tumor mass (
31,
32). Several distinct populations of tumor-related macrophages (TAM) are found during tumor development, often displaying phenotypes of M1 and or M2 (
33). In many solid tumors, such as breast tumors, TAMs acquire the M2 phenotype, promoting epithelial-mesenchymal transition (EMT) and metastasis (
34). In addition to the type of cells involved in cancer cell migration, high cell density enhances tumor migration and metastasis due to increased matrix metallopeptidases (MMPs) expression (
35). The cancer-related ECM actively contributes to tumor progression (
36,
37). It has been shown that normal mammary epithelial cells are driven toward malignancy by increasing stiffness of the matrix (
38). Increased ECM density causes MMPs-dependent and independent migration of cancer cells. ECM architecture itself can impact migration patterns. Increased collagen fiber concentrations are associated with mass cell migration due to the activity of MMPs (
39), which leads to collective cancer cell invasion (
40-
42). We did not characterize the chemical composition of the WFs and did not specify the characteristics of living and dead cells. Therefore, S18 results could be related to WF compositions, including the presence of inhibitory factors. The different cellular composition of the spheroids can also have probably promoted WF induced apoptosis. To further prove this hypothesis, we recommend confirming the results by further experiments, including a higher number of specimens with similar conditions. The presence and amount of regulatory/inhibitory factors in WF and spheroids should also be identified and measured.