The role of circular RNAs (circRNAs) in cancers is gaining more and more attention, yet related reporters are limited. In triple-negative breast cancer (TNBC), circRNA circ_0084653 originated from COP9 signalosome subunit 5 (COPS5), and COPS5 has been validated to be upregulated in breast cancer before. In our research, COPS5 was also upregulated in TNBC cells, and knockdown of it repressed cell proliferation, invasion, EMT, stemness and PDL-1 protein expression but increased T-cell percentage. Further, circ_0084653 was an aberrantly upregulated circRNA in TNBC cells, and similarly, circ_0084653 silence inhibited TNBC development. Besides, circ_0084653 expression was distributed in both cytoplasm and nucleus. COPS5 overexpression partially rescued the suppressing effects of circ_0084653 depletion in TNBC. Subsequently, circ_0084653 triggered deubiquitination of MYC, the upstream transcription factor of COPS5, via recruiting ubiquitin specific peptidase 36 (USP36). Moreover, circ_0084653 served as the sponge of miR-1323 to release the expression the target gene SRY-box transcription factor 5 (SOX5). SOX5 upregulation completely remedied the inhibiting influence of circ_0084653 downregulation in TNBC. Meanwhile, transcription factor SOX5 activated transcriptionally circ_0084653. To sum up, SOX5-induced circ_0084653 promotes TNBC via the deubiquitination of USP36, which may provide some fresh ideas for TNBC-related molecular mechanisms.