This study highlights the effectiveness of the pH‐responsive biomimetic nanoparticle system CMD‐BHQ3‐PTL/DOX@RBCm in delivering PTL to tumor sites, with SOX9 and its upstream Hippo/YAP1 pathway playing a critical role in the underlying mechanism. Here, YAP1 is linked to neoplasm.