Brushless DC motor values at voltage other than nominal
As far as motor characteristics, I believe these are constant and are irrelevant to changes in voltage. [...] For the values such as stall current and nominal current, I'm assuming these are dependent to the system voltage.


Your assumptions are correct.
The stall current / peak current / starting current are the same and they are defined by the maximum applied voltage divided by the terminal resistance.