- The title references 'purity balls' in which young adults vow to stay virgins until marriage. The phrase 'ball and chain' is a colloquialism for one's spouse.

- The song that Fab-Stinence sings is a parody of DMX's "Ruff Ryders' Anthem".
- Steve's reprogramming at Sex Aversion Therapy Camp is a parody of A Clockwork Orange in which violent gang member Alex is reprogrammed against violence with images set to classical music, namely the "Ode to Joy" from Beethoven's 9th symphony.
Previous Episode's References /// My Purity Ball and Chain's References \\\ Next Episode's References
| << Season 12 | American Dad Season 13 | Season 14 >> | ||||||
| #01 | Santa, Schmanta | #09 | The Never-Ending Stories | #16 | Persona Assistant | |||
| #02 | Paranoid Frandroid | #10 | Railroaded | #17 | The Legend of Old Ulysses | |||
| #03 | The Census of the Lambs | #11 | My Purity Ball and Chain | #18 | Twinanigans | |||
| #04 | Shell Game | #12 | OreTron Trail | #19 | Top of the Steve | |||
| #05 | The Mural of the Story | #13 | Mean Francine | #20 | Funnyish Games | |||
| #06 | (You Gotta) Strike For Your Right | #14 | One-Woman Swole | #21 | Fleabiscuit | |||
| #07 | Klaustastrophe.TV | #15 | Flavortown | #22 | The Future is Borax | |||
| #08 | Death by Dinner Party |
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