group nilpotency from a graph point of view

Let γg denote a graph associated with a group g. a compelling question about finite groups asks whether or not a finite group h must be nilpotent provided γh is isomorphic to γg for a finite nilpotent group g. in the present work we analyze the problem for different graphs that one can associate with a finite group, both reporting on existing answers and contributing to new ones.