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Recurrent associations between dysbiotic microbial patterns and poor metabolic response further support the hypothesis that gut microbiota may contribute to interindividual differences in response to incretin-based therapies, although definitive mechanistic evidence in humans remains limited (136), and causality between specific microbial taxa, functional pathways, and GLP-1 RA responsiveness cannot be inferred

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All materials and solvents used in the study were of analytical grade and were utilized without further purification