How do we find the Q-factor of a fourth order active-RC filter?
The filter in question is not developed by cascading lower order
  filters.


It may not be physically constructed by cascading 2 filters but it can be analysed as if it were and, it will yield two Q factors; one for each 2nd order stage.

In the bigger picture, Q factor is a 2nd order filter phenomenon.