Although this study established a promising prognostic model based on 19 key genes related to telomerase and cellular senescence in breast cancer, utilizing advanced machine learning algorithms, and provided valuable insights into the dynamic expression patterns of HSP90AA1 and TAGLN2 during fibroblast differentiation, several limitations must be considered. The gene discussed is TAGLN2; the disease is breast cancer.