“…However, droplet-based microfluidics have difficulty, particularly in the manipulation of individual droplets driven by continuous oil flows confined in microfluidic channels. To address this, various active droplet manipulation mechanisms have been developed, including thermocapillary force [ 23 , 24 , 25 ], electrowetting on dielectric (EWOD) [ 26 , 27 , 28 ], dielectrophoresis (DEP) [ 29 , 30 , 31 ], acoustofluidic force [ 32 , 33 , 34 ], and contact charge electrophoresis (CCEP) [ 35 , 36 ]. Among these, DEP is notable for its low-cost, label-free approach, enabling particle manipulation through electric field non-uniformity without surface contact, thereby minimizing potential droplet–electrode contamination [ 37 , 38 , 39 ].…”