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Genome-Wide Aggregated Trans Effects Analysis for Circulating Proteins Indicates a Key Role of Immune Checkpoints in
Xuan Zhou1, Andrii Iakovliev2, Stuart McGurnaghan2
1Usher Institute, College of Medicine and Veterinary Medicine, University of Edinburgh, Edinburgh BioQuarter, Edinburgh, U.K.
Diabetes
|August 11, 2025
Summary
This study identified 27 core proteins causally linked to type 1 diabetes, including immune checkpoints and innate immune proteins, suggesting new drug targets. Programmed cell death protein 1 agonists show promise for type 1 diabetes prevention.
Area of Science:
- Genetics
- Immunology
- Pharmacology
Background:
- The omnigenic hypothesis suggests complex traits arise from polygenic effects on core effector genes.
- Identifying causal proteins is crucial for understanding type 1 diabetes pathogenesis and developing targeted therapies.
Purpose of the Study:
- To identify core proteins with genetic evidence supporting a causal role in type 1 diabetes.
- To explore potential new drug targets for type 1 diabetes.
Main Methods:
- Utilized summary statistics from large cohorts (UK Biobank) to compute genome-wide aggregated trans effects (GATE) scores for 5,130 proteins.
- Analyzed GATE scores in two type 1 diabetes case-control studies to identify associated proteins.
- Validated findings using replication across datasets, Mendelian randomization, and mouse models.
Main Results:
- Identified 27 proteins with genetic evidence for causality in type 1 diabetes.
- Strongest associations were observed for immune checkpoints (PDCD1, CD5, TIGIT, LAG3) and innate immune proteins (NCR1, KLRB1).
- Nine identified proteins had experimental support in mouse models of autoimmune diabetes.
Conclusions:
- The study identifies novel, genetically supported drug targets for type 1 diabetes.
- Suggests programmed cell death protein 1 (PDCD1) agonists as a potential therapeutic strategy for type 1 diabetes prevention.

