Typically, a vegan store-bought pepperoni is wheat-based. That is, it's made from vital wheat gluten. Believe it or not, vital wheat gluten, otherwise known as wheat meat, has a convincing texture for pepperoni. It's also referred to as seitan pepperoni. Get the pepperoni seasonings just right and you're there.