For every connected graph G, a subgraph H of G is isometric if the distance between any two vertices in H is the same in H as in G. A distance-preserving elimination ordering of G is a total ordering of its vertex-set V (G), denoted (v(1), v(2),....v(n)), such that any subgraph G(i)= G \ (v(1), v(2),, v(i)) with 1 <= i < n is isometric. This kind of ordering has been introduced by Chepoi in his study on weakly modular graphs (Chepoi, 1998). We prove that it is NP complete to decide whether such ordering exists for a given graph even if it has diameter at most 2. Then, we prove on the positive side that the problem of computing a distance preserving ordering when there exists one is fixed-parameter-tractable in the treewidth. Lastly, we describe a heuristic in order to compute a distance-preserving ordering when there exists one that we compare to an exact exponential time algorithm and to an ILP formulation for the problem. (C) 2018 Elsevier B.V. All rights reserved.