Rewrite the code snippet below in Python so that it takes advantage of list comprehension.
items = [1, 2, 3, 4, 5]
new_items = []
for item in items:
    new_items.append(item**2)
items = [1, 2, 3, 4, 5]
new_items = [item**2 for item in items]