Permutation tableaux were introduced in the study of totally positive Grassmannian cells, and are connected with the steady state of asymmetric exclusion process, which is an important model from statistical mechanics. In this paper, we firstly establish a shape-preserving involution on the set of permutation tableaux of length
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