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Description
Liraglutide attenuates hepatic ischemia-reperfusion injury by modulating macrophage polarization

Since most ingested allulose is absorbed and excreted in urine, with only a fraction reaching the colon, the direct microbiome effects may be less significant than initially hypothesized
Recovery takes longer

This is not imagination or failure
PASK Signaling Relevant to GLP-1 and Glycogen Metabolism PAS kinase (PASK) has been shown to play a pivotal role in glycogen storage, acting as a glucose sensor [141]

The parallel you draw makes sense