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The nucleotide-dependent remodeling action involves intra- and inter-ring allosteric communication to generate mechanical force applied onto the substrate by a set of loops that protrude into the central channel. In this study, we probe these allosteric mechanisms through a comparative study of the katanin, a microtubule severing protein including a clade 3 AAA domain, and the double-ring ClpB, a protein disaggregase including both a clade 3 and a clade 5 AAA domain. Our molecular dynamics simulations, combined with machine learning and bioinformatic analysis, reveal both similar mechanisms involving the clade 3 domain and ClpB-specific ones involving communication with the clade 5 domain. We find that both nucleotide and substrate polypeptide binding restrict the conformational landscape sampled by katanin and ClpB, with ligand-specific conformations observed in the latter case. Allosteric contributions of secondary structure elements, ranked using SHapley Additive exPlanations analysis in machine learning approaches and binary classification of features in ligand states, highlight the important role of regions adjacent to the nucleotide-binding site and the pore loops. 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