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Although liraglutide-induced changes in gut microbiota composition are heterogeneous across studies, consistent enrichment of metabolically beneficial taxa, particularly Akkermansia muciniphila, Lactobacillus , and Bifidobacterium , along with a reduction of obesity-associated genera emerges as a reproducible pattern, highlighting that species-level and functional alterations are more informative than phylum-level shifts (44)

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Researchers performed 1:1 propensity score matching for demographics, HbA1c, BMI, motility disorders, neurological disorders, pro-kinetic medications as well as other conditions and medications to ensure the patient cohorts were balanced

This review addresses factors influencing common hepatic enzyme inducers and the morphological features of hepatic enzyme induction including adaptive and adverse responses