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Antoine Bouvier was the son of Marcel Bouvier and Angelique Marceau. His siblings were Jacques Bouvier, Charlemagne Bouvier, Etienne Bouvier, Babette Bouvier, Georgette Bouvier, Erique Bouvier, Alfred Bouvier and Lance Bouvier. He was the husband of Françoise Billout and had Pépé Bouvier, Monique Bouvier, Lalique Bouvier, Fifi Bouvier and Coquette Bouvier. Like some members of his family, he was a heavy smoker. He is the great-grandfather of Marge Simpson. It was mentioned that he was shipped out to the French Merchant Marines.

According to his daughter-in-law, Bambi Petitbois, the lullaby "Brandy", was based on his life. He is the great great grandfather of Bart, Lisa and Maggie Simpson. He looks like his great great grandson, Bart, but he has hair.