As far as you don't have lots of peripherals plugged into the new computer, power supply will not be an issue.
Just make sure you are properly 'grounded' (discharged of static electricity) before opening and touching anything inside the computers, to avoid any damage to the hardware.
Hardware and performance
Changing Server Hardware
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