ArticleCommunications medicine2026
Metformin provides superior neuroprotective potential compared to semaglutide in preventing diabetes-associated Alzheimer's disease via dual actions.
Article in Communications medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Brain insulin resistance as a driver of proteinopathy in neurodegeneration: from cell-type-specific mechanisms to targeted therapeutics.Translational neurodegeneration · 2026Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAlzheimer's disease (AD) and Diabetes Mellitus Type II (DM2) share overlapping biological mechanisms, and diabetes increases the risk of developing AD. Treatments that modify the course of diabetes, such as metformin and semaglutide, have been proposed to protect the brain, but their effectiveness in preventing AD remains uncertain. This study aimed to systematically compare the potential of diabetes therapies to reduce the risk of AD.
methodsWe developed an integrative framework combining comparative network pharmacology to evaluate 39 diabetes therapies in relation to AD. The analysis examined how each treatment influenced shared molecular pathways between the two conditions and measured their comparative impact score and validated key findings using gene expression data.
resultsHere we show that metformin is the most promising therapy for protection against AD, while semaglutide ranks among the least effective, based on comparative analysis within the DM2-AD pathway-pathway comorbidity network. Metformin's effects are mediated through AMPK, insulin, and adipocytokine signaling, that influence key Alzheimer's-related processes. In contrast, semaglutide, despite its growing clinical prominence as a weight loss therapy, exhibits minimal engagement with core neurodegenerative pathways within the DM2-AD comorbidity network. Certain combination therapies, such as insulin glargine with lixisenatide and insulin degludec with liraglutide, display effects comparable to metformin.
conclusionsThese findings reveal that diabetes therapies differ in their ability to protect against AD. Metformin shows the strongest potential, supporting its prioritization for targeted studies in people with diabetes who are at high risk of AD, and highlighting the importance of precision medicine in future prevention trials.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.