Collocations for prune - verb

drastically, hard (esp. BrE), heavily, severely
Prune the trees hard in the winter.
Their budgets have been drastically pruned. (figurative)

back
The roses had been pruned back more severely.

Prune is used with these nouns as the object:
branch, bush, shrub, stem, tree