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This variation isn't a treatment failureit reflects how individual genetics, dose timing, and lifestyle factors interact with GLP-1 receptor activity in your brain and gut

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Tirzepatide combines GLP-1 and GIP receptor activation, potentially offering faster results

Mendelian randomization (MR) uses genetic variants as instrumental variables to infer causality and can help disentangle these effects, mitigating the confounding and reverse causation that can affect observational studies

To address this, the FDA updated its guidelines in 2016, allowing metformin use in patients with mild to moderate kidney impairment but advising against its use in those with severe kidney disease (eGFR below 30 mL/min/1.73 m)