The primary risk associated with fish consumption is exposure to methylmercury, a toxic compound that can harm the developing brain and nervous system of the fetus. Pregnant women should be cautious about the types and amounts of fish they consume to minimize this risk. It is also important to avoid raw or undercooked fish, which can carry harmful bacteria and parasites.