We show that, when a linear number of vertices are removed from a generalized exchanged hypercube, its surviving graph consists of a large connected component and smaller component(s) containing altogether a rather limited number of vertices. This result can be applied to obtain a number of fault tolerant properties of this interesting structure. (C) 2015 Elsevier B.V. All rights reserved.