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While the observed associations do not establish causality, they highlight the importance of vigilance for potential NAEs during treatment, particularly given the heterogeneous temporal patterns of onset across events

Discussing genetic predispositions alongside clinical history, vital signs, and lab work can support a more personalized approach to medication selection and dosing

GLP1R/GIP-related metabolites Metabolic pathways specific for GLP1R/GIP appeared only for secondary interactions and included arginine and proline metabolism, D-Arginine and D-ornithine metabolism and benzamides (Fig

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Thyroid C-cell tumors (rodent signal) - GLP-1 RAs carry a boxed warning regarding an increased risk of thyroid C-cell tumors in rodents

M M R is a minority shareholder of and consultant for Antag Therapeutics, Bainan Biotech and Synklino