These findings position TFE3 as a central node coordinating autophagy‐mediated survival and apoptotic evasion in STEAP4+ myoCAF, mechanistically linking stromal adaptation to therapeutic failure in advanced prostate cancer. Here, STEAP4 is linked to Familial prostate cancer.