The inflammatory microenvironment of TNBC is shaped by reciprocal interactions between malignant cells and the surrounding stromal and immune components. Tumor cells can release chemokines, cytokines, extracellular vesicles, and damage-associated molecular patterns that recruit myeloid cells and alter lymphocyte activity (
10-
13). In turn, infiltrating immune cells produce mediators that support tumor survival, angiogenesis, invasion, and immune evasion (
11-
14). Necrotic tumor areas, hypoxia, metabolic stress, and treatment-induced cell death can further amplify inflammatory signaling. The release of extracellular ATP, high-mobility group box 1 protein, mitochondrial DNA, and other damage-associated signals activates pattern-recognition receptors and innate immune pathways (
12,
13). Depending on the cellular context and duration of activation, these responses may promote either immunogenic tumor destruction or chronic tumor-supportive inflammation (
12-
14). Triple-negative breast tumors can therefore be categorized along an immune continuum ranging from immune-desert tumors with minimal lymphocytic infiltration to immune-inflamed tumors with abundant TILs and active interferon signaling (
11,
14). An intermediate immune-excluded phenotype is characterized by immune cells in the surrounding stroma but limited penetration into tumor nests (
11). This spatial organization is particularly important because the functional effect of immune infiltration depends not only on the number of immune cells but also on their location, phenotype, activation state, and interaction with stromal barriers (
11,
14).