You really shouldn't have any problems, I was just getting some issues I have seen in the past. But I've even seen RAM that didn't work in motherboards even though it was at the same speed...
I don't know about an HP motherboard, but manufacturers have a list of tested memory for systems. Maybe there's a list posted somewhere for that board...