Background: To date, triple-negative breast cancer (TNBC) treatment options are limited due to it lacks expression of receptors and are only available managed with chemotherapy. What's worse, TNBC is frequently developing resistance to chemotherapy. By using siRNA-based therapeutics, our recent work demonstrated X-box-binding protein 1 (XBP1) was linked to HER2+ breast cancer development and chemoresistance. As is well-known, the instability, off-target effects, net negative charge, and hydrophobicity of siRNA hamper its’ in vivo utilization and clinical transformation. Thus, the development of a siRNA delivery system (DDS) with ultra-stability and specificity is demanded to address the predicament of siRNA delivery.Results: Here, we assembled RNase resistant RNA nanoparticles (NPs) based on the 3WJ of Phi29 DNA packaging motor. To targeted therapy and sensitize TNBC to chemotherapy, the RNA NPs were equipped with epidermal growth factor receptor (EGFR) targeting aptamer and XBP1 siRNA. We found our RNA NPs could deplete XBP1 expression and suppress tumor growth after intravenous administration. Meanwhile, RNA NPs treatment could promote the sensitization of chemotherapy and impair angiogenesis in vivo. Conclusions: The results further demonstrate that our RNA NPs could serve as an effective and promising platform not only for siRNA delivery but also for chemotherapy-resistant TNBC therapy.