In conclusion, we demonstrated: (i) a variable expression of stemness genes in heterogeneous BC samples; (ii) a statistically significant correlation of NANOG and GDF3 with pathological characteristics; (iii) a prognostic role of SOX2, which seems to be a suitable marker of early recurrence irrespective of other clinicopathological features. The gene discussed is SOX2; the disease is breast cancer.