Extracellular vesicles (EVs) serve as crucial biomarkers for cancer screening due to their close association with the physiological and pathological states of cancer cells. These membrane-bound vesicles carry molecular cargo that reflects the characteristics of their parent cells, making them valuable diagnostic indicators. Current EVs detection methods face significant limitations in clinical applications, particularly regarding sensitivity and accuracy requirements for reliable cancer diagnostics. The critical challenge is to develop sensitive and accurate EVs detection methods for clinical cancer screening. We developed an aptamer-integrated dual-mode microfluidic biosensor combining electrochemistry (EC) and photoluminescence (PL) detection for ovarian cancer EVs screening. The platform utilized aptamer-functionalized gold nanoflowers (Au NFs) integrated with 3D laser-induced graphene (LIG) electrode arrays, achieving a 1.44-fold increase in electroactive surface area. Poly-lysine (PLL) served as the PL detection substrate for capturing fluorescent complexes, enabling simultaneous dual-signal generation. Under optimized conditions, the biosensor achieved a detection range of 10-10 This work presents the first aptamer-integrated EC-PL dual-mode microfluidic biosensor for EVs detection, enabling real-time signal cross-validation and enhanced reliability. The novel combination of Au NFs-3D LIG architecture with PLL-mediated detection strategy significantly improves sensitivity and clinical applicability for point-of-care cancer screening.