Oils with lots of unsaturated fats, like soybean oil, produce way more toxic chemicals when heated to frying temperatures than oils with more saturated fats.

The more linolenic acid (a type of omega-3) an oil has, the more MDA and 4-HHE it makes when heated — these chemicals only show up in oils with this specific fat.