The aqueous sol of gold nanoparticles is "gold standard" :) for a lot of studies. "Non-stabilized" (but stable) colloidal gold in water could be synthesized chemically (for example, reduction of chloroaurate by hydrogen peroxide), but preferably physically (laser ablation method, exploding wire method, etc).