Accepted answer
Read PIONEER-4 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.
Answering this needs the distinction between the native hormone and the pharmacological agents, whose half-lives differ by three orders of magnitude and whose effects therefore differ in kind.
Native GLP-1 has a circulating half-life of one to two minutes because dipeptidyl peptidase-4 cleaves the two N-terminal residues. Substituting the position-8 alanine, as the long-acting analogues do, blocks that cleavage and is the single most consequential modification in the class.
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.
The position-8 substitution conferring DPP-4 resistance appears in essentially every long-acting agent in the class, which is about as strong a piece of convergent evidence as medicinal chemistry offers.
The caveat is that mechanism predicts direction and rarely predicts magnitude in an individual, and people reason from mechanism to dose far too confidently.
Tissue distribution first, then signalling. Nearly every question in this tag resolves at the first step.