Hello, I'm figuring you're meaning biological joints rather than anything carpentry- or otherwise. In just about any context, I would use "with". For one thing, it is simply more natural to my native ear.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.