APOE ε4 defines a PD subtype characterized by greater motor impairment, reduced CSF Aβ42/Aβ40, and distinct FC abnormalities since the onset. An early amyloid-mediated network disruption thus emerges as the potential biological signature of ε4 carriers. Although limited by single-center and cross-sectional design, this study supports APOE ε4 as a stratification marker for early diagnostic and therapeutic strategies in PD.