Audio dynamics and sound color

I’ve learned that power conditioner devices can make bad influence on sound.
One questions in two :

  1. Is Power Amps more influenced then pre amps ? (With power conditioner ? )
  2. What makes the color and the dynamic sound ? The power amps or the pre amps ?
    Thank you