BACKGROUND: Given the scarcity of effective therapeutic targets, metastatic triple negative breast cancer (mTNBC) has shorter survival times compared to other advanced breast cancer subtypes. Although chemo-immunotherapy with immune checkpoint inhibitors (ICIs) in PD-L1 METHODS: We employed single cell RNA sequencing (scRNAseq), single cell secretomics, and flow cytometry to identify transcriptomic and proteomic peripheral immune cell signatures associated with response and non-response to anti-PD-1/PD-L1 therapy and chemotherapy in mTNBC. RESULTS: Transcriptomic analysis reveal divergent transcriptional programming of CD33 CONCLUSION: Our findings highlight CD33