Genetically-proxied GLP1R agonism and cardiometabolic outcomes in East Asian Biobank populations

Introduction Glucagon-like peptide-1 receptor (GLP1R) agonists consistently improve glycaemic control and induce clinically meaningful weight loss, with established cardioprotective effects despite increasing resting heart rate. Mendelian randomization (MR) offers a genetic approach to assess potential causal effects of GLP1R agonism on metabolic and cardiovascular outcomes. However, previous MR studies were conducted in European populations and have relied on genetic instruments weighted by type 2 diabetes risk which may not capture all the effects of targeting GLP1R. Methods Here, we sought to develop genetic instruments for GLP1R agonism using the largest available genome-wide association studies in East Asians for type 2 diabetes, BMI, and resting heart rate. We selected genome-wide significant ( p < 5x10 −8 ), independent ( r 2 < 0.01) variants within ± 150 kb of the GLP1R locus and examined overall and sex-stratified associations with glycaemic traits, adiposity measures, resting heart rate, and cardiovascular outcomes using individual-level data in up to 242,000 individuals from the China Kadoorie Biobank (CKB) and BioBank Japan (BBJ). Results A single variant, rs742762, was genome-wide significant for type 2 diabetes in East Asians. This instrument (rs742762-C) was associated with lower risk of type 2 diabetes, as well as with lower glucose levels, but had no association with BMI, waist circumference or other adiposity measures. Nor were there associations with resting heart rate, or cardiovascular outcomes (after correction for multiple testing). Conclusion These findings underscore the limitations of diabetes-based genetic instruments for GLP1R agonism in East Asian populations and highlight the need for alternative strategies to capture its wider biological effects, particularly related to adiposity traits. Developing more robust instruments will be essential for advancing genetic studies of GLP1R-targeted therapies in diverse populations.

Authors

Institutions

Publication Details

Journal
Frontiers in Genetics
Published
2026-11-09
DOI
https://doi.org/10.3389/fgene.2026.1954956
Primary Topic
Genetic Associations and Epidemiology
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Genetically-proxied GLP1R agonism and cardiometabolic outcomes in East Asian Biobank populations

Satoshi Koyama, Parag Ravindra Gajendragadkar, Elsa Valdés‐Márquez, Iona Y. Millwood et al.
5 links
Frontiers in Genetics
Genetic Associations and Epidemiology
article

Genetically-proxied GLP1R agonism and cardiometabolic outcomes in East Asian Biobank populations

Satoshi Koyama, Parag Ravindra Gajendragadkar, Elsa Valdés‐Márquez, Iona Y. Millwood, Robin G. Walters, Lazaros Belbasis, Koichi Matsuda, Jemma C. Hopewell, Alexander Clive Tinworth, Pei Pei, Di Sun, Jun Lv, Canqing Yu, Kaoru Ito, Zhengming Chen, Liming Li
article en

Abstract

Introduction Glucagon-like peptide-1 receptor (GLP1R) agonists consistently improve glycaemic control and induce clinically meaningful weight loss, with established cardioprotective effects despite increasing resting heart rate. Mendelian randomization (MR) offers a genetic approach to assess potential causal effects of GLP1R agonism on metabolic and cardiovascular outcomes. However, previous MR studies were conducted in European populations and have relied on genetic instruments weighted by type 2 diabetes risk which may not capture all the effects of targeting GLP1R. Methods Here, we sought to develop genetic instruments for GLP1R agonism using the largest available genome-wide association studies in East Asians for type 2 diabetes, BMI, and resting heart rate. We selected genome-wide significant ( p < 5x10 −8 ), independent ( r 2 < 0.01) variants within ± 150 kb of the GLP1R locus and examined overall and sex-stratified associations with glycaemic traits, adiposity measures, resting heart rate, and cardiovascular outcomes using individual-level data in up to 242,000 individuals from the China Kadoorie Biobank (CKB) and BioBank Japan (BBJ). Results A single variant, rs742762, was genome-wide significant for type 2 diabetes in East Asians. This instrument (rs742762-C) was associated with lower risk of type 2 diabetes, as well as with lower glucose levels, but had no association with BMI, waist circumference or other adiposity measures. Nor were there associations with resting heart rate, or cardiovascular outcomes (after correction for multiple testing). Conclusion These findings underscore the limitations of diabetes-based genetic instruments for GLP1R agonism in East Asian populations and highlight the need for alternative strategies to capture its wider biological effects, particularly related to adiposity traits. Developing more robust instruments will be essential for advancing genetic studies of GLP1R-targeted therapies in diverse populations.

Frontiers in GeneticsVol. 17
Broad Institute (US), Chiba University (JP), Peking University (CN), University of Oxford (GB), Massachusetts General Hospital (US), RIKEN Center for Integrative Medical Sciences (JP), The University of Tokyo (JP)
Japan Agency for Medical Research and Development, National Institute for Health and Care Research, British Heart Foundation, University of Oxford, Ministry of Education, Culture, Sports, Science and Technology, National Natural Science Foundation of China, National Science and Technology Major Project, Medical Research Council
Good health and well-being
Genetic Associations and Epidemiology
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon