If you want to keep drain voltage @ 1/2 supply you have to increase value of the drain resistor.
Here's an example (Q1). From left to right:
9V supply, V drain = 1/2 supply,
24V supply - same R drain as above,
24v supply, V drain = 1/2 supply
But there's more. Sinewave @ Q1. Green - 9V supply, blue - 24V, no R adjustment, red - 24V, R adjusted.
Seems ok, right? But then there's first stage frequency response - not so right.
Colors as above
It would be necessary to recalculate each stage in order to keep frequency response similar.