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This paper develops three Bayesian case influence measures including the -divergence,Cooks posterior mode distance and Cooks posterior mean distance to identify influential observations,and a Bayesian local influence approach to assess minor perturbations to the prior,the sampling distribution and individual cases in a nonlinear reproductive dispersion mixed model(NRDMM)for longitudinal data with nonignorable missing covariates and responses.