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What makes this convergence striking: 23andMe used bottom-up population genetics (GWAS, n=27,885) VincoPath used top-down proteome interaction mapping Both independently point to GLP-1R signal strength as the rate-limiting variable Neither alone is sufficient genotype determines receptor density, proteome determines signaling threshold For the Alzheimer's field specifically: EVOKE enrolled 3,808 patients without genetic or proteomic stratification

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Participants Adult patients with diabetes who were newly prescribed add-on non-insulin glucose-lowering agents and were on metformin between 2005-2020

GLP-1 medications may be used by individuals without a gallbladder, but require careful medical evaluation

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