Reading, writing and arithmetic are all helpful. Quantative reasoning, some biologic understanding, and social graces are all also helpful. Reseach experience is nice, and so is hands-on public health practice.
Any rigorous college education should prepare you, especially when you gain some experiences in the areas in which you are interested in academics or in the real world.