No, the joint tenancy only refers to the deed. You would have to rearrange the loan, perhaps by refinancing it. This is something you both should discuss. One possibility is for you each to buy term...
Other than the deductability of property taxes and such, and the tremendous breaks on gains upon sale, you don't get anyspecial dedcutions for owning a property.