On the other hand, oil-based canned tuna fish is more likely to mix well with other tuna salad ingredients, yet it's still quite moist, has a more fishy flavor, and contains three times the calorie amount. Draining the oil cuts down on excess calories for weight-conscious consumers, but there may be a loss of nutrition, so it is best to partner it with healthy olive or avocado-packing oils.