Accepted answer
Read TRIUMPH-1 by arm, because the arm is the unit of randomisation and every figure worth quoting is defined at that level. A programme that randomised several dose levels reports each one separately, with its own sample size and its own interval, and the pooled number that circulates afterwards describes a group nobody was assigned to. Take the primary publication and its supplementary tables rather than a summary of them: one is organised by arm, the other by whichever figure was largest. And check the estimand — what happened to everyone assigned, or what happens to those who kept taking it — because the two answer different questions and are routinely quoted as though they were one.
This is answerable mechanistically, and the mechanism actually predicts the side-effect profile, which is unusual and worth exploiting when reasoning about it.
Albumin binding does the rest of the work. A fatty-acid chain attached through a linker binds circulating albumin reversibly, which both shields the peptide from renal clearance and creates a depot; that is how a two-minute hormone becomes a once-weekly drug.
Worth being precise here: glucose-dependence arises because the insulinotropic signal amplifies glucose-stimulated secretion rather than initiating secretion. With no glucose signal to amplify, there is little to amplify.
Structural work on the receptor by cryo-electron microscopy has resolved the agonist-bound active state and is the basis for current structure-guided design in this class.
Glucose-dependence is the property to remember; it explains the safety profile on its own.
edited 24 Mar 2025 by Dr_Priya_Raghunathan — added the placebo-arm figures