Definition from Wiktionary, the free dictionary
See also dropout
- Used other than as an idiom: see drop, out.
- (idiomatic) Prematurely and voluntarily leave (school, a race, or the like).
- Nothing went well in high school, so he dropped out.
Usage notes 
- Often used with of: “drop out of the race”