Candreva spent last season with the Rome club.
"I'd like to remain," he told Sky Sport Italia. "Over the last few years I have changed a lot of clubs and I need a bit of consistency.
"The right solution would be to stay at Lazio. I had a few problems at the start, but I was able to get over them thanks to the Coach and my teammates."