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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)