Dual-stage microfluidic and bioinformatic platform for marker-agnostic CTC isolation. Features a 4D physical fluidics response surface optimizer (\[\eta _{app}\] compensated) and an adversarial latent-disentangled VAE for background leukocyte transcript subtraction.