The reason Marge Simpson's voice is so gravely, is because she grew up inhaling ridiculous amounts of secondhand smoke from her older sisters.

Possibly parents as well, I don't really know much about them. All I know is that Patty and Selma were born with a silver cigarette in their mouths.