Water-packed is usually preferable because it has fewer calories and retains more omega-3s. Oil-packed chunk tuna absorbs more of the oil than solid white, even if you drain it. On the other hand, the oil that tuna is packed in—often soybean oil—is unsaturated and heart-healthy.