This study shows that KP‐10 binding to Gpr54 inhibits Egr‐1 expression, thereby suppressing MMP‐9 and VEGF‐A, reducing macrophage infiltration and angiogenesis, and preventing cerebral aneurysm development. Here, EGR1 is linked to brain aneurysm.