In this study, we develop a framework for understanding cell-specific, age-associated changes in gene expression, protein levels and intercellular interactions within the tumor microenvironment (TME) in TNBC and estrogen receptor positive (ER)+ breast cancers. The gene discussed is ESR1; the disease is breast cancer.