* Abandon: to leave someone or something behind, especially in a time of need or danger.
* Discontinue: to stop doing something or making something.
Examples:
* The crew abandoned the sinking ship.
* The company discontinued production of that model car.
While the nuance might be slightly different, both words convey the idea of stopping something permanently.