Do these jokes really come from The Office?

A lot of The Office jokes became iconic, but I was wondering if they really came orginally from the show, I'm thinking about three:
- That's what she said
- The if I had a gun with two bullets thing
- Explain this to me like I'm 5

Did we hear them for the first time in The Office?