In intracranial aneurysm studies, SPP1 was not considered a marker of tumor-associated macrophages; SPP1 was instead first described in Shi’s aneurysm genome profile work as a major contributor in extracellular matrix reconstruction and immune cell recruitment (48). Here, SPP1 is linked to neoplasm.