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You definitely want silicone and not TPE. TPE is porous, so it can become a breeding ground for nasty things.
All of the premium toys usually talk about medical grade silicone - that's what you should go for. Avoid anything else. It might mean spending a bit more, but you don't want to compromise on anything that goes into your body.