In terms of hardware, there shouldn't be too many surprises. People have been doing this with desktop computers for ages, so it's known what it means to maintain and upgrade 10+ years old computers. I have one (desktop) that I'm using regularly, and did a few minor upgrades over the years.

Of course, warranty and support quality is a different question.