| style="text-align:left" | "No Arms Can Ever Hold You" | 26 | — | — | — | — |- | style="text-align:left" | "Gee Whittakers!"b/w "Take the Time" | 19 | — | — | — | — |- | rowspan="10" | 1956 | style="text-align:left" | "I'll Be Home" / | 4 | — | 1 | — | — |- | style="text-align:left" | "Tutti Frutti" | 12 | — | — | — | 5 |- | style="text-align:left" | "Just as Long as I’m with You" / | 76 | — | — | — | | rowspan="2" style="text-align:left" |Utwory spoza albumu |- | style="text-align:left"| "Long Tall Sally" | 8 | — | 18 | —
| style="text-align:left"| "I Almost Lost My Mind" / | 1 | — | 14 | — | | style="text-align:left" rowspan="12"|Pat's Great Hits |- |style="text-align:left"| "I’m in Love with You" | 57 | — | — | — | — |- | style="text-align:left"| "Friendly Persuasion" / | 5 | — | 3 | — | — |- | style="text-align:left"| "Chains of Love" | 10 | — | — | —
| style="text-align:left"| "Don't Forbid Me" / | 1 | — | 2 | 10
| style="text-align:left"| "Anastasia" | 37 | — | — | —
|rowspan="8"| 1957 | style="text-align:left"| "Why Baby Why" / | 5 | — | 17 | —