Evidence map›Paper›PMID 42028610›Full record

ArticleCirculation. Genomic and precision medicine2026

Long-Term Efficacy and Safety of GLP-1R Agonist and SGLT2 Inhibitor Therapy in the General Population: A Mendelian Randomization Study.

Subbaramireddy Remala, Liming Liang, Amil M Shah, Leo F Buckley

Abstract read
In one paragraph

Article in Circulation. Genomic and precision medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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.

2 · The registry

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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Subbaramireddy RemalaTranslational Cardiovascular Epidemiology Research Unit, Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (S.R., A.M.S., L.F.B.).ORCID 0009-0007-3942-1135
Liming LiangDepartment of Epidemiology, TH Chan School of Public Health, Harvard University, Boston, MA (L.L.).ORCID 0000-0001-8261-3174
Amil M ShahTranslational Cardiovascular Epidemiology Research Unit, Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (S.R., A.M.S., L.F.B.).ORCID 0000-0003-1056-4451
Leo F BuckleyTranslational Cardiovascular Epidemiology Research Unit, Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas (S.R., A.M.S., L.F.B.).ORCID 0000-0003-1570-1486

Funding

Inflammasome Activity as a Potential Contributor to Uremic CardiomyopathyK23HL150311 · NHLBI · BRIGHAM AND WOMEN'S HOSPITAL · PI BUCKLEY, LEO FRANCIS · 2020 to 2024
$1.1M
Mentoring patient-oriented research in deep phenotyping of cardiac function for heart failure preventionK24HL152008 · NHLBI · UT SOUTHWESTERN MEDICAL CENTER · PI SHAH, AMIL M · 2020 to 2024
$608k
NHLBI NIH HHS K23 HL150311NHLBI NIH HHS K24 HL152008
6 · The paper itself

Abstract

backgroundSGLT2 (sodium-glucose cotransporter-2) inhibitors and GLP-1R (glucagon-like peptide-1 receptor) agonists reduce the risk of major adverse cardiovascular and kidney events in individuals with various cardiometabolic conditions. The long-term efficacy and safety of these therapies, especially in low- and moderate-risk populations, remain uncertain.

methodsWe conducted a biobank-scale analysis using genetic instruments derived from naturally occurring genetic variations in the genes encoding the targets of SGLT2 inhibitors (SLC5A2) and GLP-1R agonists (GLP1R) that are associated with glycated hemoglobin levels. This Mendelian randomization study utilized data from the All of Us Research Program, which includes whole genome sequencing and electronic health records of 633 547 participants.

resultsHigher SGLT2 inhibitor genetic instrument scores were associated with a lower risk of heart failure (odds ratio [OR], 0.97 [95% CI, 0.96-0.99]) and chronic kidney disease (OR, 0.98 [95% CI, 0.96-0.99]). Higher GLP-1R agonist genetic instrument scores were linked to reduced risks of heart failure (OR, 0.97 [95% CI, 0.96-0.99]), chronic kidney disease (OR, 0.96 [95% CI, 0.95-0.98]), and coronary artery disease (OR, 0.98 [95% CI, 0.96-0.99]). We did not detect associations between the GLP-1R agonist instrument and multiple endocrine neoplasia or medullary thyroid carcinoma. PheWAS (Phenome-Wide Association Study) identified associations between the SGLT2 inhibitor and GLP-1R agonist genetic instruments and a lower risk of diabetes, but no other phenotypes.

conclusionsThis study demonstrates the utility of biobank-scale health data for pharmacology research and suggests that, if feasible to implement in routine practice, long-term, primary prevention with an SGLT2 inhibitor or GLP-1R agonist would safely lower the risk of major adverse cardiovascular and kidney events in low- to moderate-risk adults.

Indexed as

Diabetes Mellitus, Type 2Glucagon-Like Peptide-1 Receptor AgonistsSodium-Glucose Transporter 2 InhibitorsFemaleGlucagon-Like Peptide-1 ReceptorHumansMaleMendelian Randomization AnalysisSodium-Glucose Transporter 2GLP1R protein, humanGlucagon-Like Peptide-1 ReceptorGlucagon-Like Peptide-1 Receptor AgonistsSLC5A2 protein, humanSodium-Glucose Transporter 2Sodium-Glucose Transporter 2 Inhibitorsglucagon-like peptide-1 receptorheart failurepharmacogenomic testingprimary preventionsodium-glucose transporter 2 inhibitors

Identifiers

PMID42028610
PMCPMC13120722

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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.