Functional validation was performed by silencing DOK3 in THP-1-derived macrophages, followed by co-culture with glioma cells to assess macrophage polarization and tumor cell behavior.<h4>Results</h4>Elevated M2 macrophage infiltration correlated with reduced tumor purity, spatial heterogeneity, and worse survival. Here, DOK3 is linked to neoplasm.