Other types of tomatoes can be used in this recipe but they may require a little alteration to the instructions. Some people may find the peels of larger tomatoes offensive, so it may be prudent to peel them prior to cooking. However, it does not bother everyone. Additionally, the tomatoes will need to be cut into smaller pieces and may take a bit longer to cook in the oven.